diff --git a/.github/workflows/transport.yaml b/.github/workflows/transport.yaml
index 7e4751f5ae..7c4b07c49e 100644
--- a/.github/workflows/transport.yaml
+++ b/.github/workflows/transport.yaml
@@ -38,7 +38,7 @@ jobs:
           GH_TOKEN: ${{ secrets.MESSAGE_DATA_DISPATCH_TOKEN }}
         run: |
           gh workflow run \
-            ${{ env.target }} --ref fix/transport-workflow \
+            ${{ env.target }} --ref=dev \
             --field ref=${{ github.ref }} \
             --field sha=${{ github.sha }} \
             --field base=${{ env.base }} \
diff --git a/doc/conf.py b/doc/conf.py
index 614ab7ecfc..62936631c9 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -168,6 +168,7 @@ def setup(app: "sphinx.application.Sphinx") -> None:
     "issue": ("https://github.com/iiasa/message-ix-models/issue/%s", "GH #%s"),
     "pull": ("https://github.com/iiasa/message-ix-models/pull/%s", "PR #%s"),
     "gh-user": ("https://github.com/%s", "@%s"),
+    "source": ("https://github.com/iiasa/message-ix-models/blob/main/%s", "%s"),
 }
 
 # -- Options for sphinx.ext.intersphinx ------------------------------------------------
diff --git a/doc/transport/index.rst b/doc/transport/index.rst
index b88e093d4a..ad84dc11c2 100644
--- a/doc/transport/index.rst
+++ b/doc/transport/index.rst
@@ -3,11 +3,14 @@ MESSAGEix-Transport
 
 .. warning::
 
-   MESSAGEix-Transport is **under development**.
+   1. MESSAGEix-Transport is **under development**.
+      For details, see:
 
-   - The code and data documented on these pages were recently :doc:`migrated </migrate>` from :mod:`.message_data`.
-     The text may still contain references to the old location.
-   - For details, see the `project board <https://github.com/orgs/iiasa/projects/29>`_.
+      - `Issues and PRs labeled 'transport' <https://github.com/iiasa/message-ix-models/issues?q=label%3Atransport>`_ on the :mod:`.message_ix_models` GitHub repository.
+      - The `project board <https://github.com/orgs/iiasa/projects/29>`_ (IIASA only).
+
+   2. The code and data documented on these pages were recently :doc:`migrated </migrate>` from the private   :mod:`.message_data` repository to the public :mod:`message_ix_models` repository.
+      The text may still contain references to the old location.
 
 :mod:`message_ix_models.model.transport` adds a technology-rich representation of transport to models in the MESSAGEix-GLOBIOM family.
 The resulting “model variant” is variously referred to as:
@@ -19,7 +22,7 @@ The resulting “model variant” is variously referred to as:
 MESSAGEix-Transport extends the formulation described by McCollum et al. (2017) :cite:`mccollum-2017` for the older, MESSAGE V framework that predated MESSAGEix.
 Some inherited information about the older model is collected at :doc:`old`.
 
-Information about MESSAGEix-Transport, its inputs, configuration, implementation, and output, are organized according to this diagram:
+This documentation of MESSAGEix-Transport, its inputs, configuration, implementation, and output, are organized according to this diagram:
 
 .. figure:: https://raw.githubusercontent.com/khaeru/doc/main/image/data-stages.svg
 
@@ -34,7 +37,7 @@ Information about MESSAGEix-Transport, its inputs, configuration, implementation
    input
    output
 
-On this page:
+Other topics covered on this page:
 
 .. contents::
    :local:
diff --git a/doc/transport/input.rst b/doc/transport/input.rst
index 5ca7ebab63..f96047fb0e 100644
--- a/doc/transport/input.rst
+++ b/doc/transport/input.rst
@@ -9,14 +9,14 @@ This page describes the structure and format of inputs required for building MES
 
 Both input data and configuration are stored in files under :file:`message_ix_models/data/transport/`.
 
-In most cases, these files are read from a subdirectory like :file:`/data/transport/{nodes}/`, where `nodes` denotes the :mod:`message_ix_models` :doc:`node code list </pkg-data/node>`—for instance, "R12"—for which MESSAGEix-Transport will be built.
-This value is retrieved from the :attr:`Context.regions <.model.Config.regions>` setting.
+In most cases, these files are read from a subdirectory like :file:`…/data/transport/{nodes}/`, where `nodes` denotes the :mod:`message_ix_models` :doc:`node code list </pkg-data/node>`—for instance, "R12"—for which MESSAGEix-Transport will be built.
+This value is retrieved from the :attr:`.model.Config.regions` setting on a :class:`.Context` object.
 
-- If the file data or configuration settings have a node (:math:`n`) dimension, the file **must** be placed in such a subdirectory.
+- If the file data or configuration settings have a node (|n|) dimension, the file **must** be placed in such a subdirectory.
   Data for one node list is not usable for base models using a different node list.
 - For other data, a node list–specific file **may** be used.
-  If none exists, the file of the same name in :file:`/data/transport/` is used as a default.
-  For example, :file:`/data/transport/R12/set.yaml` is used if it exists; if not, then :file:`/data/transport/set.yaml` is used.
+  If none exists, the file of the same name in :file:`…/data/transport/` is used as a default.
+  For example, :file:`…/data/transport/R12/set.yaml` is used if it exists; if not, then :file:`…/data/transport/set.yaml` is used.
 
 .. _transport-config:
 
@@ -27,8 +27,8 @@ General (:file:`config.yaml`, required)
 ---------------------------------------
 
 The contents of this configuration file exactly map to the attributes of the class :class:`transport.Config <.transport.config.Config>`.
-The class stores all the settings understood by the code for building, solving, and reporting MESSAGEix-Transport, including their default values.
-(There is no common default like :file:`/data/transport/config.yaml`.)
+The class stores all the settings understood by the code for building, solving, and reporting MESSAGEix-Transport.
+The class also defines the default values for each setting (there is no file :file:`…/data/transport/config.yaml` containing defaults.)
 It also has methods for reading the configuration from file; see the detailed description of :meth:`.Config.from_context`.
 
 The following is the configuration file for a base model with R12 nodes:
@@ -41,14 +41,14 @@ Technology code list (:file:`technology.yaml`)
 This file gives the code list for the MESSAGE ``technology`` concept/set/dimension.
 Some annotations (``iea-eweb-flow``, ``input``, ``report``) and the :attr:`~sdmx.model.common.Code.child` hierarchy give information about technologies' grouping according to transport modes.
 
-→ View :source:`data/transport/technology.yaml` on GitHub
+→ View :source:`message_ix_models/data/transport/technology.yaml` on GitHub
 
 Code lists for other MESSAGE sets (:file:`set.yaml`)
 ----------------------------------------------------
 
 This file gives code lists for other MESSAGE concepts/sets/dimensions.
 
-→ View :source:`data/transport/set.yaml` on GitHub
+→ View :source:`message_ix_models/data/transport/set.yaml` on GitHub
 
 .. _transport-data-files:
 
@@ -65,8 +65,10 @@ Through :func:`.transport.build.main` (ultimately, :func:`.transport.build.add_e
    The file has column headers "node", "technology", and "value".
 
 Not all files are currently or always used in model-building computations.
-Some submodules of :mod:`~message_ix_models.model.transport` use additional data files via other mechanisms.
-Most of the files have a header comment including a precise description of the quantity, source of the data, and units of measurement; in some cases extended information is below (where a header comment would be too long).
+Some submodules of :mod:`~.model.transport` use additional data files via other mechanisms.
+Most of the files have a header comment including a precise description of the quantity, source of the data, and units of measurement.
+In some cases extended information is below (where a header comment would be too long).
+The :program:`git` history of files, or the GitHub "blame" view can also be used to inspect the edit history of each file, line by line.
 
 :file:`ldv-activity.csv` → ``ldv activity:n:exo``
 -------------------------------------------------
@@ -223,7 +225,7 @@ Other files
 Other data sources
 ==================
 
-:mod:`~message_ix_models.model.transport` makes use of the :mod:`message_ix_models.tools.exo_data` mechanism to retrieve data from common (not transport-specific) sources.
+:mod:`~.model.transport` makes use of the :mod:`.tools.exo_data` mechanism to retrieve data from common (not transport-specific) sources.
 :class:`.DataSourceConfig`, :attr:`.transport.Config.ssp`, and other settings determine which sources and quantities are used.
 
 These include:
diff --git a/doc/transport/old.rst b/doc/transport/old.rst
index d017732862..013306d2aa 100644
--- a/doc/transport/old.rst
+++ b/doc/transport/old.rst
@@ -198,7 +198,7 @@ The tables in this sheet have been preserved as the following files:
 - “Vehicle class splits” → ldv_class.csv.
 - “Regional cost multipliers” → config.yaml keys ``factor / cost / ldv 2010``, ``ldv cost catch-up year``.
 - “Annual driving distances by consumer type” → config.yaml keys ``ldv activity``, ``factor / activity / ldv``.
-- “Vehicle lifetimes by consumer type” → config.yaml key ``ldv lifetime``.
+- “Vehicle lifetimes by consumer type” → :file:`lifetime-ldv.csv`.
 - “Suburbanization rates” → suburb_area_share.csv.
 
   .. admonition:: PNK
diff --git a/doc/whatsnew.rst b/doc/whatsnew.rst
index ea39d4dd3d..65be8eacfa 100644
--- a/doc/whatsnew.rst
+++ b/doc/whatsnew.rst
@@ -5,7 +5,10 @@ Next release
 ============
 
 - Fix and update :doc:`/api/tools-costs` (:pull:`219`)
-  - Fix naming of GDP and population columns in SSP data aggregation (:pull:`219`).
+
+  - Fix naming of GDP and population columns in SSP data aggregation.
+
+- Update :doc:`/transport/index` (:pull:`213`).
 
 v2024.8.6
 =========
diff --git a/message_ix_models/data/sdmx/transport-in.xml b/message_ix_models/data/sdmx/transport-in.xml
new file mode 100644
index 0000000000..cfd944c714
--- /dev/null
+++ b/message_ix_models/data/sdmx/transport-in.xml
@@ -0,0 +1,1374 @@
+<?xml version='1.0' encoding='utf-8'?>
+<mes:Structure xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:com="http://www.sdmx.org/resources/sdmxml/schemas/v2_1/common" xmlns:md="http://www.sdmx.org/resources/sdmxml/schemas/v2_1/metadata/generic" xmlns:data="http://www.sdmx.org/resources/sdmxml/schemas/v2_1/data/structurespecific" xmlns:str="http://www.sdmx.org/resources/sdmxml/schemas/v2_1/structure" xmlns:mes="http://www.sdmx.org/resources/sdmxml/schemas/v2_1/message" xmlns:gen="http://www.sdmx.org/resources/sdmxml/schemas/v2_1/data/generic" xmlns:footer="http://www.sdmx.org/resources/sdmxml/schemas/v2_1/message/footer">
+  <mes:Header>
+    <mes:Test>false</mes:Test>
+    <mes:Prepared>2024-08-20T16:39:50.850977</mes:Prepared>
+    <mes:Source xml:lang="en">Generated by message_ix_models 2024.4.23.dev2473+gd12ad74b9.d20240806</mes:Source>
+  </mes:Header>
+  <mes:Structures>
+    <str:Dataflows>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_FREIGHT_ACTIVITY" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_FREIGHT_ACTIVITY(2024.4.23)">
+        <com:Name xml:lang="en">Freight transport activity</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">gigametric_ton / kilometer</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">freight activity:n:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">freight-activity.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_FREIGHT_ACTIVITY" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_LDV_ACTIVITY" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_LDV_ACTIVITY(2024.4.23)">
+        <com:Name xml:lang="en">Activity (driving distance) per light duty vehicle</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">kilometer / year</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">ldv activity:n:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">ldv-activity.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_LDV_ACTIVITY" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_PDT" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_PDT(2024.4.23)">
+        <com:Name xml:lang="en">Reference (historical) passenger distance travelled per capita</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">kilometer / year</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">pdt:n:capita+ref</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">pdt-cap-ref.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_PDT" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_DISUTILITY" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_DISUTILITY(2024.4.23)">
+        <com:Name xml:lang="en">Disutility cost of LDV usage</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">kiloUSD_2005 / vehicle</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">disutility:n-cg-t-y:per vehicle</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">disutility.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_DISUTILITY" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_DEMAND-SCALE" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_DEMAND-SCALE(2024.4.23)">
+        <com:Name xml:lang="en">Scaling of total demand relative to base year levels</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">dimensionless</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">demand-scale:n-y</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">demand-scale.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_DEMAND-SCALE" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_ENERGY" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_ENERGY(2024.4.23)">
+        <com:Name xml:lang="en">2020 demand for other transport energy</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">False</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">terajoule</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">energy:c-n:transport other</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">energy-other.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_ENERGY" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_FUEL-EMI-INTENSITY" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_FUEL-EMI-INTENSITY(2024.4.23)">
+        <com:Name xml:lang="en">Carbon emissions intensity of fuel use</com:Name>
+        <com:Description xml:lang="en">Values are in GWP-equivalent mass of carbon, not in mass of the
+emissions species.
+
+Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">metric_ton / kiloWa</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">fuel-emi-intensity:c-e</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">fuel-emi-intensity.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_FUEL-EMI-INTENSITY" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_FREIGHT_MODE_SHARE" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_FREIGHT_MODE_SHARE(2024.4.23)">
+        <com:Name xml:lang="en">Mode shares of freight activity in the model base period</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">dimensionless</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">freight mode share:n-t:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">freight-mode-share-ref.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_FREIGHT_MODE_SHARE" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_IKARUS_AVAILABILITY" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_IKARUS_AVAILABILITY(2024.4.23)">
+        <com:Name xml:lang="en">Availability of non-LDV transport technologies</com:Name>
+        <com:Description xml:lang="en">- 'source' is either "IKARUS" or "Krey/Linßen".
+
+Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">kilometer / year</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">ikarus availability:source-t-c-y:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">ikarus/availability.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_IKARUS_AVAILABILITY" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_IKARUS_FIX_COST" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_IKARUS_FIX_COST(2024.4.23)">
+        <com:Name xml:lang="en">Fixed cost of non-LDV transport technologies</com:Name>
+        <com:Description xml:lang="en">Costs are per vehicle.
+
+Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">kiloEUR_2000</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">ikarus fix_cost:source-t-c-y:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">ikarus/fix_cost.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_IKARUS_FIX_COST" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_IKARUS_INPUT" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_IKARUS_INPUT(2024.4.23)">
+        <com:Name xml:lang="en">Input energy intensity of non-LDV transport technologies</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">dimensionless</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">ikarus input:source-t-c-y:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">ikarus/input.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_IKARUS_INPUT" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_IKARUS_INV_COST" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_IKARUS_INV_COST(2024.4.23)">
+        <com:Name xml:lang="en">Investment/capital cost of non-LDV transport technologies</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">megaEUR_2000</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">ikarus inv_cost:source-t-c-y:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">ikarus/inv_cost.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_IKARUS_INV_COST" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_IKARUS_TECHNICAL_LIFETIME" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_IKARUS_TECHNICAL_LIFETIME(2024.4.23)">
+        <com:Name xml:lang="en">Technical lifetime of non-LDV transport technologies</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">year</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">ikarus technical_lifetime:source-t-c-y:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">ikarus/technical_lifetime.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_IKARUS_TECHNICAL_LIFETIME" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_IKARUS_VAR_COST" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_IKARUS_VAR_COST(2024.4.23)">
+        <com:Name xml:lang="en">Variable cost of non-LDV transport technologies</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">dimensionless</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">ikarus var_cost:source-t-c-y:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">ikarus/var_cost.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_IKARUS_VAR_COST" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_INPUT" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_INPUT(2024.4.23)">
+        <com:Name xml:lang="en">Base model input efficiency</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">gigaWa</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">input:t-c-h:base</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">input-base.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_INPUT" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_AGE" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_AGE(2024.4.23)">
+        <com:Name xml:lang="en">Mean age of LDVs as of the model base period</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">year</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">age:n-t-y:ldv+exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">ldv-age.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_AGE" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_LDV_CLASS" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_LDV_CLASS(2024.4.23)">
+        <com:Name xml:lang="en">Share of light-duty vehicles by class</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">False</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">dimensionless</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">ldv class:n-vehicle_class:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">ldv-class.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_LDV_CLASS" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_LDV_INPUT_ADJ" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_LDV_INPUT_ADJ(2024.4.23)">
+        <com:Name xml:lang="en">Calibration factor for LDV fuel economy</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">dimensionless</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">ldv input adj:n-scenario:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">ldv-input-adj.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_LDV_INPUT_ADJ" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_FUEL_ECONOMY" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_FUEL_ECONOMY(2024.4.23)">
+        <com:Name xml:lang="en">Reference fuel economy for LDVs</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">False</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">gigaWa / gigavehicle / kilometer</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">fuel economy:nl-m:ldv+ref</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">ldv-input-ref.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_FUEL_ECONOMY" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_CAP_NEW" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_CAP_NEW(2024.4.23)">
+        <com:Name xml:lang="en">New capacity values for LDVs</com:Name>
+        <com:Description xml:lang="en">Applied as historical_new_capacity and bound_new_capacity_{lo,up}
+values for LDVs
+
+Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">False</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">dimensionless</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">cap_new:nl-t-yv:ldv+exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">ldv-new-capacity.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_CAP_NEW" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_TECH_SHARE" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_TECH_SHARE(2024.4.23)">
+        <com:Name xml:lang="en">Share of total stock for LDV technologies</com:Name>
+        <com:Description xml:lang="en">- Values must sum to 1.
+- Technology codes annotated "historical-only: True" (e.g. ICE_L_ptrp) must be omitted
+  or have zero values. If not, incompatible/infeasible constraint values are created.
+
+Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">dimensionless</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">tech share:t:ldv+exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">ldv-t-share.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_TECH_SHARE" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_LOAD_FACTOR_LDV" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_LOAD_FACTOR_LDV(2024.4.23)">
+        <com:Name xml:lang="en">Load factor (occupancy) of LDVs</com:Name>
+        <com:Description xml:lang="en">Units are implicity passengers per vehicle.
+
+Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">dimensionless</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">load factor ldv:scenario-n-y:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">load-factor-ldv.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_LOAD_FACTOR_LDV" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_LOAD_FACTOR_NONLDV" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_LOAD_FACTOR_NONLDV(2024.4.23)">
+        <com:Name xml:lang="en">Load factor (occupancy) of non-LDV passenger vehicles</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">passenger / vehicle</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">load factor nonldv:t:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">load-factor-nonldv.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_LOAD_FACTOR_NONLDV" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_MA3T_ATTITUDE" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_MA3T_ATTITUDE(2024.4.23)">
+        <com:Name xml:lang="en">Share of population by technology propensity/attitude</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">dimensionless</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">ma3t attitude:attitude:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">ma3t/attitude.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_MA3T_ATTITUDE" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_MA3T_DRIVER" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_MA3T_DRIVER(2024.4.23)">
+        <com:Name xml:lang="en">Share of population by driver type, census_division, and area_type</com:Name>
+        <com:Description xml:lang="en">Values sum to roughly 1 across 'area_type' for each combination of
+other dimensions.
+
+Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">dimensionless</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">ma3t driver:census_division-area_type-driver_type:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">ma3t/driver.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_MA3T_DRIVER" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_MA3T_POPULATION" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_MA3T_POPULATION(2024.4.23)">
+        <com:Name xml:lang="en">Share of population by census division and area type</com:Name>
+        <com:Description xml:lang="en">Values sum to roughly 1 across 'area_type' for each census_division.
+
+Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">dimensionless</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">ma3t population:census_division-area_type:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">ma3t/population.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_MA3T_POPULATION" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_MER_TO_PPP" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_MER_TO_PPP(2024.4.23)">
+        <com:Name xml:lang="en">Convertion from market exchange rate (MER) to PPP</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">False</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">dimensionless</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">mer to ppp:n-y</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">mer-to-ppp.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_MER_TO_PPP" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_PDT_ELASTICITY" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_PDT_ELASTICITY(2024.4.23)">
+        <com:Name xml:lang="en">“Elasticity” of PDT-capita with respect to GDP</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">dimensionless</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">pdt elasticity:scenario-n:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">pdt-elasticity.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_PDT_ELASTICITY" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_POPULATION_SUBURB_SHARE" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_POPULATION_SUBURB_SHARE(2024.4.23)">
+        <com:Name xml:lang="en">Share of MSA population that is suburban</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">False</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">dimensionless</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">population suburb share:n-y:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">population-suburb-share.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_POPULATION_SUBURB_SHARE" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_SPEED" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_SPEED(2024.4.23)">
+        <com:Name xml:lang="en">Vehicle speed</com:Name>
+        <com:Description xml:lang="en">- This is the mean value for all vehicles of all technologies for the given mode.
+- The code that handles this file interpolates on the ‘year’ dimension.
+
+Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">kilometer / hour</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">speed:scenario-n-t-y:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">speed.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_SPEED" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+      <str:Dataflow version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DF_MODE_SHARE" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataflowDefinition=IIASA_ECE:DF_MODE_SHARE(2024.4.23)">
+        <com:Name xml:lang="en">Reference (base year) mode share</com:Name>
+        <com:Description xml:lang="en">Input data for MESSAGEix-Transport.</com:Description>
+        <com:Annotations>
+          <com:Annotation id="required-for-build">
+            <com:AnnotationText xml:lang="en">True</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="preferred-units">
+            <com:AnnotationText xml:lang="en">dimensionless</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="genno-key">
+            <com:AnnotationText xml:lang="en">mode share:n-t:exo</com:AnnotationText>
+          </com:Annotation>
+          <com:Annotation id="file-path">
+            <com:AnnotationText xml:lang="en">mode-share/default.csv</com:AnnotationText>
+          </com:Annotation>
+        </com:Annotations>
+        <str:Structure>
+          <Ref id="DS_MODE_SHARE" version="2024.4.23" agencyID="IIASA_ECE" package="datastructure" class="DataStructure"/>
+        </str:Structure>
+      </str:Dataflow>
+    </str:Dataflows>
+    <str:Concepts>
+      <str:ConceptScheme version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="CS_MESSAGE_TRANSPORT" urn="urn:sdmx:org.sdmx.infomodel.conceptscheme.ConceptScheme=IIASA_ECE:CS_MESSAGE_TRANSPORT(2024.4.23)">
+        <str:Concept id="NODE"/>
+        <str:Concept id="CG"/>
+        <str:Concept id="TECHNOLOGY"/>
+        <str:Concept id="YEAR"/>
+        <str:Concept id="COMMODITY"/>
+        <str:Concept id="EMISSION"/>
+        <str:Concept id="SOURCE"/>
+        <str:Concept id="TIME"/>
+        <str:Concept id="VEHICLE_CLASS"/>
+        <str:Concept id="SCENARIO"/>
+        <str:Concept id="NODE_LOC"/>
+        <str:Concept id="MODE"/>
+        <str:Concept id="YEAR_VTG"/>
+        <str:Concept id="ATTITUDE"/>
+        <str:Concept id="CENSUS_DIVISION"/>
+        <str:Concept id="AREA_TYPE"/>
+        <str:Concept id="DRIVER_TYPE"/>
+      </str:ConceptScheme>
+    </str:Concepts>
+    <str:DataStructures>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_FREIGHT_ACTIVITY" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_FREIGHT_ACTIVITY(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_FREIGHT_ACTIVITY</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="NODE">
+              <str:ConceptIdentity>
+                <Ref id="NODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_LDV_ACTIVITY" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_LDV_ACTIVITY(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_LDV_ACTIVITY</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="NODE">
+              <str:ConceptIdentity>
+                <Ref id="NODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_PDT" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_PDT(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_PDT</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="NODE">
+              <str:ConceptIdentity>
+                <Ref id="NODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_DISUTILITY" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_DISUTILITY(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_DISUTILITY</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="NODE">
+              <str:ConceptIdentity>
+                <Ref id="NODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="CG">
+              <str:ConceptIdentity>
+                <Ref id="CG" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="3" id="TECHNOLOGY">
+              <str:ConceptIdentity>
+                <Ref id="TECHNOLOGY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="4" id="YEAR">
+              <str:ConceptIdentity>
+                <Ref id="YEAR" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_DEMAND-SCALE" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_DEMAND-SCALE(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_DEMAND-SCALE</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="NODE">
+              <str:ConceptIdentity>
+                <Ref id="NODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="YEAR">
+              <str:ConceptIdentity>
+                <Ref id="YEAR" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_ENERGY" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_ENERGY(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_ENERGY</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="COMMODITY">
+              <str:ConceptIdentity>
+                <Ref id="COMMODITY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="NODE">
+              <str:ConceptIdentity>
+                <Ref id="NODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_FUEL-EMI-INTENSITY" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_FUEL-EMI-INTENSITY(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_FUEL-EMI-INTENSITY</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="COMMODITY">
+              <str:ConceptIdentity>
+                <Ref id="COMMODITY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="EMISSION">
+              <str:ConceptIdentity>
+                <Ref id="EMISSION" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_FREIGHT_MODE_SHARE" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_FREIGHT_MODE_SHARE(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_FREIGHT_MODE_SHARE</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="NODE">
+              <str:ConceptIdentity>
+                <Ref id="NODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="TECHNOLOGY">
+              <str:ConceptIdentity>
+                <Ref id="TECHNOLOGY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_IKARUS_AVAILABILITY" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_IKARUS_AVAILABILITY(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_IKARUS_AVAILABILITY</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="SOURCE">
+              <str:ConceptIdentity>
+                <Ref id="SOURCE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="TECHNOLOGY">
+              <str:ConceptIdentity>
+                <Ref id="TECHNOLOGY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="3" id="COMMODITY">
+              <str:ConceptIdentity>
+                <Ref id="COMMODITY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="4" id="YEAR">
+              <str:ConceptIdentity>
+                <Ref id="YEAR" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_IKARUS_FIX_COST" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_IKARUS_FIX_COST(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_IKARUS_FIX_COST</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="SOURCE">
+              <str:ConceptIdentity>
+                <Ref id="SOURCE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="TECHNOLOGY">
+              <str:ConceptIdentity>
+                <Ref id="TECHNOLOGY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="3" id="COMMODITY">
+              <str:ConceptIdentity>
+                <Ref id="COMMODITY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="4" id="YEAR">
+              <str:ConceptIdentity>
+                <Ref id="YEAR" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_IKARUS_INPUT" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_IKARUS_INPUT(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_IKARUS_INPUT</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="SOURCE">
+              <str:ConceptIdentity>
+                <Ref id="SOURCE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="TECHNOLOGY">
+              <str:ConceptIdentity>
+                <Ref id="TECHNOLOGY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="3" id="COMMODITY">
+              <str:ConceptIdentity>
+                <Ref id="COMMODITY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="4" id="YEAR">
+              <str:ConceptIdentity>
+                <Ref id="YEAR" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_IKARUS_INV_COST" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_IKARUS_INV_COST(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_IKARUS_INV_COST</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="SOURCE">
+              <str:ConceptIdentity>
+                <Ref id="SOURCE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="TECHNOLOGY">
+              <str:ConceptIdentity>
+                <Ref id="TECHNOLOGY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="3" id="COMMODITY">
+              <str:ConceptIdentity>
+                <Ref id="COMMODITY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="4" id="YEAR">
+              <str:ConceptIdentity>
+                <Ref id="YEAR" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_IKARUS_TECHNICAL_LIFETIME" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_IKARUS_TECHNICAL_LIFETIME(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_IKARUS_TECHNICAL_LIFETIME</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="SOURCE">
+              <str:ConceptIdentity>
+                <Ref id="SOURCE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="TECHNOLOGY">
+              <str:ConceptIdentity>
+                <Ref id="TECHNOLOGY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="3" id="COMMODITY">
+              <str:ConceptIdentity>
+                <Ref id="COMMODITY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="4" id="YEAR">
+              <str:ConceptIdentity>
+                <Ref id="YEAR" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_IKARUS_VAR_COST" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_IKARUS_VAR_COST(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_IKARUS_VAR_COST</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="SOURCE">
+              <str:ConceptIdentity>
+                <Ref id="SOURCE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="TECHNOLOGY">
+              <str:ConceptIdentity>
+                <Ref id="TECHNOLOGY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="3" id="COMMODITY">
+              <str:ConceptIdentity>
+                <Ref id="COMMODITY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="4" id="YEAR">
+              <str:ConceptIdentity>
+                <Ref id="YEAR" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_INPUT" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_INPUT(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_INPUT</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="TECHNOLOGY">
+              <str:ConceptIdentity>
+                <Ref id="TECHNOLOGY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="COMMODITY">
+              <str:ConceptIdentity>
+                <Ref id="COMMODITY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="3" id="TIME">
+              <str:ConceptIdentity>
+                <Ref id="TIME" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_AGE" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_AGE(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_AGE</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="NODE">
+              <str:ConceptIdentity>
+                <Ref id="NODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="TECHNOLOGY">
+              <str:ConceptIdentity>
+                <Ref id="TECHNOLOGY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="3" id="YEAR">
+              <str:ConceptIdentity>
+                <Ref id="YEAR" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_LDV_CLASS" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_LDV_CLASS(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_LDV_CLASS</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="NODE">
+              <str:ConceptIdentity>
+                <Ref id="NODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="VEHICLE_CLASS">
+              <str:ConceptIdentity>
+                <Ref id="VEHICLE_CLASS" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_LDV_INPUT_ADJ" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_LDV_INPUT_ADJ(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_LDV_INPUT_ADJ</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="NODE">
+              <str:ConceptIdentity>
+                <Ref id="NODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="SCENARIO">
+              <str:ConceptIdentity>
+                <Ref id="SCENARIO" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_FUEL_ECONOMY" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_FUEL_ECONOMY(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_FUEL_ECONOMY</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="NODE_LOC">
+              <str:ConceptIdentity>
+                <Ref id="NODE_LOC" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="MODE">
+              <str:ConceptIdentity>
+                <Ref id="MODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_CAP_NEW" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_CAP_NEW(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_CAP_NEW</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="NODE_LOC">
+              <str:ConceptIdentity>
+                <Ref id="NODE_LOC" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="TECHNOLOGY">
+              <str:ConceptIdentity>
+                <Ref id="TECHNOLOGY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="3" id="YEAR_VTG">
+              <str:ConceptIdentity>
+                <Ref id="YEAR_VTG" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_TECH_SHARE" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_TECH_SHARE(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_TECH_SHARE</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="TECHNOLOGY">
+              <str:ConceptIdentity>
+                <Ref id="TECHNOLOGY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_LOAD_FACTOR_LDV" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_LOAD_FACTOR_LDV(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_LOAD_FACTOR_LDV</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="SCENARIO">
+              <str:ConceptIdentity>
+                <Ref id="SCENARIO" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="NODE">
+              <str:ConceptIdentity>
+                <Ref id="NODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="3" id="YEAR">
+              <str:ConceptIdentity>
+                <Ref id="YEAR" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_LOAD_FACTOR_NONLDV" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_LOAD_FACTOR_NONLDV(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_LOAD_FACTOR_NONLDV</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="TECHNOLOGY">
+              <str:ConceptIdentity>
+                <Ref id="TECHNOLOGY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_MA3T_ATTITUDE" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_MA3T_ATTITUDE(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_MA3T_ATTITUDE</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="ATTITUDE">
+              <str:ConceptIdentity>
+                <Ref id="ATTITUDE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_MA3T_DRIVER" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_MA3T_DRIVER(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_MA3T_DRIVER</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="CENSUS_DIVISION">
+              <str:ConceptIdentity>
+                <Ref id="CENSUS_DIVISION" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="AREA_TYPE">
+              <str:ConceptIdentity>
+                <Ref id="AREA_TYPE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="3" id="DRIVER_TYPE">
+              <str:ConceptIdentity>
+                <Ref id="DRIVER_TYPE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_MA3T_POPULATION" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_MA3T_POPULATION(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_MA3T_POPULATION</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="CENSUS_DIVISION">
+              <str:ConceptIdentity>
+                <Ref id="CENSUS_DIVISION" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="AREA_TYPE">
+              <str:ConceptIdentity>
+                <Ref id="AREA_TYPE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_MER_TO_PPP" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_MER_TO_PPP(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_MER_TO_PPP</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="NODE">
+              <str:ConceptIdentity>
+                <Ref id="NODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="YEAR">
+              <str:ConceptIdentity>
+                <Ref id="YEAR" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_PDT_ELASTICITY" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_PDT_ELASTICITY(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_PDT_ELASTICITY</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="SCENARIO">
+              <str:ConceptIdentity>
+                <Ref id="SCENARIO" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="NODE">
+              <str:ConceptIdentity>
+                <Ref id="NODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_POPULATION_SUBURB_SHARE" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_POPULATION_SUBURB_SHARE(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_POPULATION_SUBURB_SHARE</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="NODE">
+              <str:ConceptIdentity>
+                <Ref id="NODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="YEAR">
+              <str:ConceptIdentity>
+                <Ref id="YEAR" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_SPEED" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_SPEED(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_SPEED</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="SCENARIO">
+              <str:ConceptIdentity>
+                <Ref id="SCENARIO" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="NODE">
+              <str:ConceptIdentity>
+                <Ref id="NODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="3" id="TECHNOLOGY">
+              <str:ConceptIdentity>
+                <Ref id="TECHNOLOGY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="4" id="YEAR">
+              <str:ConceptIdentity>
+                <Ref id="YEAR" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+      <str:DataStructure version="2024.4.23" isExternalReference="false" isFinal="false" agencyID="IIASA_ECE" id="DS_MODE_SHARE" urn="urn:sdmx:org.sdmx.infomodel.datastructure.DataStructureDefinition=IIASA_ECE:DS_MODE_SHARE(2024.4.23)">
+        <com:Name xml:lang="en">Structure of DF_MODE_SHARE</com:Name>
+        <str:DataStructureComponents>
+          <str:DimensionList id="">
+            <str:Dimension position="1" id="NODE">
+              <str:ConceptIdentity>
+                <Ref id="NODE" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+            <str:Dimension position="2" id="TECHNOLOGY">
+              <str:ConceptIdentity>
+                <Ref id="TECHNOLOGY" maintainableParentVersion="2024.4.23" maintainableParentID="CS_MESSAGE_TRANSPORT" agencyID="IIASA_ECE" package="conceptscheme" class="Concept"/>
+              </str:ConceptIdentity>
+            </str:Dimension>
+          </str:DimensionList>
+          <str:AttributeList id=""/>
+          <str:MeasureList id=""/>
+        </str:DataStructureComponents>
+      </str:DataStructure>
+    </str:DataStructures>
+  </mes:Structures>
+</mes:Structure>
diff --git a/message_ix_models/data/transport/R12/act-non_ldv.csv b/message_ix_models/data/transport/R12/act-non_ldv.csv
new file mode 100644
index 0000000000..de6731a099
--- /dev/null
+++ b/message_ix_models/data/transport/R12/act-non_ldv.csv
@@ -0,0 +1,10 @@
+# Fixed activity of non-LDV technologies.
+#
+# Units: dimensionless
+#
+node,    technology, year, value
+R12_AFR, FCg_bus, 2020, 0.01
+R12_AFR, ICG_bus, 2020, 0.01
+R12_AFR,  FR_ICG, 2020, 0.0001
+R12_AFR,  FR_FCg, 2020, 0.00001
+R12_NAM,  FR_FCg, 2020, 0.001
diff --git a/message_ix_models/data/transport/R12/config.yaml b/message_ix_models/data/transport/R12/config.yaml
index 6ffd1ef3df..ca36cf7a32 100644
--- a/message_ix_models/data/transport/R12/config.yaml
+++ b/message_ix_models/data/transport/R12/config.yaml
@@ -38,7 +38,6 @@ minimum activity:
   # 1.0.
   # TODO reduce or remove these once technology activities are calibrated directly
   - [R12_AFR, ROAD, ethanol, 0.0780]
-  - [R12_AFR, ROAD, gas, 0.000661]
   - [R12_CHN, RAIL, electr, 2.33]
   - [R12_CHN, ROAD, ethanol, 5.36]
   - [R12_CHN, ROAD, gas, 23.1]
diff --git a/message_ix_models/data/transport/R12/freight-activity.csv b/message_ix_models/data/transport/R12/freight-activity.csv
index 4e4b6f4cf3..d5e29be232 100644
--- a/message_ix_models/data/transport/R12/freight-activity.csv
+++ b/message_ix_models/data/transport/R12/freight-activity.csv
@@ -1,12 +1,17 @@
 # Freight activity
 #
-# Source: placeholder; extracted from ADVANCE database
+# Source:
+# - R12_CHN: 2024-08-01 AJ (copied from message_data by PNK). “Use CHN/US ratio
+#   from total inland freight demand from OECD data. Take R12_NAM → 0.85 of
+#   total freight demand to get US freight demand. Multiply it by CHN/US ratio
+#   to get estimate of R12_CHN freight demand.”
+# - All others: manually adapted from R11/freight-activity.csv.
 #
 # Units: Gt km
 #
 node,     value
 R12_AFR,  1210.1
-R12_CHN,  2388.7
+R12_CHN,  8753.3
 R12_EEU,   388.6
 R12_FSU,   810.4
 R12_LAM,  3100.6
diff --git a/message_ix_models/data/transport/R12/ldv-activity.csv b/message_ix_models/data/transport/R12/ldv-activity.csv
index 79e0e08184..18ef3f7d77 100644
--- a/message_ix_models/data/transport/R12/ldv-activity.csv
+++ b/message_ix_models/data/transport/R12/ldv-activity.csv
@@ -15,7 +15,7 @@
 #
 node,    value
 # R12_AFR,  11000  # TH low
-R12_AFR,  18000
+R12_AFR,  15500
 # R12_AFR,  19000  # TH high
 
 # R12_CHN,   9500  # TH low
@@ -30,14 +30,14 @@ R12_EEU,   9000
 
 # R12_FSU,  11000  # TH low
 # TH high = previous value
-R12_FSU,  15000
+R12_FSU,  13000
 
 # R12_LAM,  13000  # TH low
-R12_LAM,  14600
+R12_LAM,  13500
 # R12_LAM,  15000  # TH high
 
 # R12_MEA,  13000  # TH low
-R12_MEA,  14000
+R12_MEA,  14500
 # R12_MEA,  16000  # TH high
 
 # R12_NAM,  16000  # TH low
@@ -62,5 +62,5 @@ R12_SAS,  12000
 # R12_SAS,  15000  # TH high
 
 # R12_WEU,  11000  # TH low
-R12_WEU,  11646
+R12_WEU,  11700
 # R12_WEU,  12000  # TH high
diff --git a/message_ix_models/data/transport/R12/ldv-age.csv b/message_ix_models/data/transport/R12/ldv-age.csv
new file mode 100644
index 0000000000..b7744c0584
--- /dev/null
+++ b/message_ix_models/data/transport/R12/ldv-age.csv
@@ -0,0 +1,162 @@
+# Mean age of LDVs as of the model base period
+#
+# Source: placeholder
+#
+# Unit: years
+#
+node,     technology, year, value
+R12_AFR,  ELC_100,    2020, 1
+R12_AFR,  HFC_ptrp,   2020, 12
+R12_AFR,  IAHe_ptrp,  2020, 12
+R12_AFR,  IAHm_ptrp,  2020, 12
+R12_AFR,  ICAe_ffv,   2020, 12
+R12_AFR,  ICAm_ptrp,  2020, 12
+R12_AFR,  ICE_conv,   2020, 14
+R12_AFR,  ICE_L_ptrp, 2020, 12
+R12_AFR,  ICE_nga,    2020, 12
+R12_AFR,  ICH_chyb,   2020, 12
+R12_AFR,  IGH_ghyb,   2020, 12
+R12_AFR,  PHEV_ptrp,  2020, 2
+
+R12_CHN,  ELC_100,    2020, 3
+R12_CHN,  HFC_ptrp,   2020, 7
+R12_CHN,  IAHe_ptrp,  2020, 7
+R12_CHN,  IAHm_ptrp,  2020, 7
+R12_CHN,  ICAe_ffv,   2020, 7
+R12_CHN,  ICAm_ptrp,  2020, 7
+R12_CHN,  ICE_conv,   2020, 7
+R12_CHN,  ICE_L_ptrp, 2020, 10
+R12_CHN,  ICE_nga,    2020, 7
+R12_CHN,  ICH_chyb,   2020, 8
+R12_CHN,  IGH_ghyb,   2020, 8
+R12_CHN,  PHEV_ptrp,  2020, 2
+
+R12_EEU,  ELC_100,    2020, 2
+R12_EEU,  HFC_ptrp,   2020, 13
+R12_EEU,  IAHe_ptrp,  2020, 13
+R12_EEU,  IAHm_ptrp,  2020, 13
+R12_EEU,  ICAe_ffv,   2020, 13
+R12_EEU,  ICAm_ptrp,  2020, 13
+R12_EEU,  ICE_conv,   2020, 13.6
+R12_EEU,  ICE_L_ptrp, 2020, 15
+R12_EEU,  ICE_nga,    2020, 13
+R12_EEU,  ICH_chyb,   2020, 12
+R12_EEU,  IGH_ghyb,   2020, 12
+R12_EEU,  PHEV_ptrp,  2020, 2
+
+R12_FSU,  ELC_100,    2020, 2
+R12_FSU,  HFC_ptrp,   2020, 12
+R12_FSU,  IAHe_ptrp,  2020, 12
+R12_FSU,  IAHm_ptrp,  2020, 12
+R12_FSU,  ICAe_ffv,   2020, 12
+R12_FSU,  ICAm_ptrp,  2020, 12
+R12_FSU,  ICE_conv,   2020, 14.5
+R12_FSU,  ICE_L_ptrp, 2020, 12
+R12_FSU,  ICE_nga,    2020, 12
+R12_FSU,  ICH_chyb,   2020, 12
+R12_FSU,  IGH_ghyb,   2020, 12
+R12_FSU,  PHEV_ptrp,  2020, 2
+
+R12_LAM,  ELC_100,    2020, 2
+R12_LAM,  HFC_ptrp,   2020, 13
+R12_LAM,  IAHe_ptrp,  2020, 13
+R12_LAM,  IAHm_ptrp,  2020, 13
+R12_LAM,  ICAe_ffv,   2020, 13
+R12_LAM,  ICAm_ptrp,  2020, 13
+R12_LAM,  ICE_conv,   2020, 13
+R12_LAM,  ICE_L_ptrp, 2020, 15
+R12_LAM,  ICE_nga,    2020, 13
+R12_LAM,  ICH_chyb,   2020, 13
+R12_LAM,  IGH_ghyb,   2020, 13
+R12_LAM,  PHEV_ptrp,  2020, 3
+
+R12_MEA,  ELC_100,    2020, 1
+R12_MEA,  HFC_ptrp,   2020, 6
+R12_MEA,  IAHe_ptrp,  2020, 6
+R12_MEA,  IAHm_ptrp,  2020, 6
+R12_MEA,  ICAe_ffv,   2020, 6
+R12_MEA,  ICAm_ptrp,  2020, 6
+R12_MEA,  ICE_conv,   2020, 6
+R12_MEA,  ICE_L_ptrp, 2020, 10
+R12_MEA,  ICE_nga,    2020, 6
+R12_MEA,  ICH_chyb,   2020, 6
+R12_MEA,  IGH_ghyb,   2020, 6
+R12_MEA,  PHEV_ptrp,  2020, 2.5
+
+R12_NAM,  ELC_100,    2020, 4
+R12_NAM,  HFC_ptrp,   2020, 12
+R12_NAM,  IAHe_ptrp,  2020, 12
+R12_NAM,  IAHm_ptrp,  2020, 12
+R12_NAM,  ICAe_ffv,   2020, 12
+R12_NAM,  ICAm_ptrp,  2020, 12
+R12_NAM,  ICE_conv,   2020, 12.3
+R12_NAM,  ICE_L_ptrp, 2020, 15
+R12_NAM,  ICE_nga,    2020, 12
+R12_NAM,  ICH_chyb,   2020, 12
+R12_NAM,  IGH_ghyb,   2020, 12
+R12_NAM,  PHEV_ptrp,  2020, 5
+
+R12_PAO,  ELC_100,    2020, 3.5
+R12_PAO,  HFC_ptrp,   2020, 9
+R12_PAO,  IAHe_ptrp,  2020, 9
+R12_PAO,  IAHm_ptrp,  2020, 9
+R12_PAO,  ICAe_ffv,   2020, 9
+R12_PAO,  ICAm_ptrp,  2020, 9
+R12_PAO,  ICE_conv,   2020, 9
+R12_PAO,  ICE_L_ptrp, 2020, 15
+R12_PAO,  ICE_nga,    2020, 9
+R12_PAO,  ICH_chyb,   2020, 9
+R12_PAO,  IGH_ghyb,   2020, 9
+R12_PAO,  PHEV_ptrp,  2020, 4
+
+R12_PAS,  ELC_100,    2020, 3
+R12_PAS,  HFC_ptrp,   2020, 6
+R12_PAS,  IAHe_ptrp,  2020, 7
+R12_PAS,  IAHm_ptrp,  2020, 7
+R12_PAS,  ICAe_ffv,   2020, 7
+R12_PAS,  ICAm_ptrp,  2020, 7
+R12_PAS,  ICE_conv,   2020, 6.5
+R12_PAS,  ICE_L_ptrp, 2020, 8
+R12_PAS,  ICE_nga,    2020, 7
+R12_PAS,  ICH_chyb,   2020, 7
+R12_PAS,  IGH_ghyb,   2020, 7
+R12_PAS,  PHEV_ptrp,  2020, 3
+
+R12_RCPA, ELC_100,    2020, 3
+R12_RCPA, HFC_ptrp,   2020, 12
+R12_RCPA, IAHe_ptrp,  2020, 12
+R12_RCPA, IAHm_ptrp,  2020, 12
+R12_RCPA, ICAe_ffv,   2020, 12
+R12_RCPA, ICAm_ptrp,  2020, 12
+R12_RCPA, ICE_conv,   2020, 12
+R12_RCPA, ICE_L_ptrp, 2020, 12
+R12_RCPA, ICE_nga,    2020, 12
+R12_RCPA, ICH_chyb,   2020, 12
+R12_RCPA, IGH_ghyb,   2020, 12
+R12_RCPA, PHEV_ptrp,  2020, 2.5
+
+R12_SAS,  ELC_100,    2020, 1.5
+R12_SAS,  HFC_ptrp,   2020, 6
+R12_SAS,  IAHe_ptrp,  2020, 6
+R12_SAS,  IAHm_ptrp,  2020, 6
+R12_SAS,  ICAe_ffv,   2020, 6
+R12_SAS,  ICAm_ptrp,  2020, 6
+R12_SAS,  ICE_conv,   2020, 6
+R12_SAS,  ICE_L_ptrp, 2020, 10
+R12_SAS,  ICE_nga,    2020, 6
+R12_SAS,  ICH_chyb,   2020, 6
+R12_SAS,  IGH_ghyb,   2020, 6
+R12_SAS,  PHEV_ptrp,  2020, 2.5
+
+R12_WEU,  ELC_100,    2020, 2.5
+R12_WEU,  HFC_ptrp,   2020, 11
+R12_WEU,  IAHe_ptrp,  2020, 11
+R12_WEU,  IAHm_ptrp,  2020, 11
+R12_WEU,  ICAe_ffv,   2020, 11
+R12_WEU,  ICAm_ptrp,  2020, 11
+R12_WEU,  ICE_conv,   2020, 11.2
+R12_WEU,  ICE_L_ptrp, 2020, 15
+R12_WEU,  ICE_nga,    2020, 11
+R12_WEU,  ICH_chyb,   2020, 11
+R12_WEU,  IGH_ghyb,   2020, 11
+R12_WEU,  PHEV_ptrp,  2020, 3
diff --git a/message_ix_models/data/transport/R12/ldv-inv_cost.csv b/message_ix_models/data/transport/R12/ldv-inv_cost.csv
new file mode 100644
index 0000000000..53b8c9d30d
--- /dev/null
+++ b/message_ix_models/data/transport/R12/ldv-inv_cost.csv
@@ -0,0 +1,5688 @@
+# Fixed operation & maintenance cost of LDVs
+#
+# Source: Duplicated from corresponding R11 file.
+#
+# Unit: USD_2010 / vehicle
+#
+scenario,    node,     technology, year, value
+ICONICS:SSP(2024).1,R12_NAM,ICE_L_ptrp,2010,25869.135
+ICONICS:SSP(2024).1,R12_NAM,ICE_conv,2010,25877.984
+ICONICS:SSP(2024).1,R12_NAM,ICE_conv,2015,26264.342
+ICONICS:SSP(2024).1,R12_NAM,ICE_conv,2020,27477.795
+ICONICS:SSP(2024).1,R12_NAM,ICE_conv,2025,28916.213
+ICONICS:SSP(2024).1,R12_NAM,ICE_conv,2030,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ICE_conv,2035,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ICE_conv,2040,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ICE_conv,2045,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ICE_conv,2050,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ICE_nga,2010,30444.83
+ICONICS:SSP(2024).1,R12_NAM,ICE_nga,2015,30735.906
+ICONICS:SSP(2024).1,R12_NAM,ICE_nga,2020,31677.84
+ICONICS:SSP(2024).1,R12_NAM,ICE_nga,2025,32869.648
+ICONICS:SSP(2024).1,R12_NAM,ICE_nga,2030,32967.836
+ICONICS:SSP(2024).1,R12_NAM,ICE_nga,2035,32967.836
+ICONICS:SSP(2024).1,R12_NAM,ICE_nga,2040,32967.836
+ICONICS:SSP(2024).1,R12_NAM,ICE_nga,2045,32967.836
+ICONICS:SSP(2024).1,R12_NAM,ICE_nga,2050,32967.836
+ICONICS:SSP(2024).1,R12_NAM,ICAe_ffv,2010,25877.984
+ICONICS:SSP(2024).1,R12_NAM,ICAe_ffv,2015,26264.342
+ICONICS:SSP(2024).1,R12_NAM,ICAe_ffv,2020,27477.795
+ICONICS:SSP(2024).1,R12_NAM,ICAe_ffv,2025,28916.213
+ICONICS:SSP(2024).1,R12_NAM,ICAe_ffv,2030,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ICAe_ffv,2035,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ICAe_ffv,2040,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ICAe_ffv,2045,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ICAe_ffv,2050,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ICAm_ptrp,2010,25877.984
+ICONICS:SSP(2024).1,R12_NAM,ICAm_ptrp,2015,26264.342
+ICONICS:SSP(2024).1,R12_NAM,ICAm_ptrp,2020,27477.795
+ICONICS:SSP(2024).1,R12_NAM,ICAm_ptrp,2025,28916.213
+ICONICS:SSP(2024).1,R12_NAM,ICAm_ptrp,2030,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ICAm_ptrp,2035,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ICAm_ptrp,2040,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ICAm_ptrp,2045,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ICAm_ptrp,2050,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ICH_chyb,2010,33988.961
+ICONICS:SSP(2024).1,R12_NAM,ICH_chyb,2015,33673.141
+ICONICS:SSP(2024).1,R12_NAM,ICH_chyb,2020,33006.398
+ICONICS:SSP(2024).1,R12_NAM,ICH_chyb,2025,32727.234
+ICONICS:SSP(2024).1,R12_NAM,ICH_chyb,2030,32584.588
+ICONICS:SSP(2024).1,R12_NAM,ICH_chyb,2035,32584.588
+ICONICS:SSP(2024).1,R12_NAM,ICH_chyb,2040,32584.588
+ICONICS:SSP(2024).1,R12_NAM,ICH_chyb,2045,32584.588
+ICONICS:SSP(2024).1,R12_NAM,ICH_chyb,2050,32584.588
+ICONICS:SSP(2024).1,R12_NAM,IGH_ghyb,2010,39987.203
+ICONICS:SSP(2024).1,R12_NAM,IGH_ghyb,2015,39406.07
+ICONICS:SSP(2024).1,R12_NAM,IGH_ghyb,2020,38051.504
+ICONICS:SSP(2024).1,R12_NAM,IGH_ghyb,2025,37201.711
+ICONICS:SSP(2024).1,R12_NAM,IGH_ghyb,2030,37047.441
+ICONICS:SSP(2024).1,R12_NAM,IGH_ghyb,2035,37047.441
+ICONICS:SSP(2024).1,R12_NAM,IGH_ghyb,2040,37047.441
+ICONICS:SSP(2024).1,R12_NAM,IGH_ghyb,2045,37047.441
+ICONICS:SSP(2024).1,R12_NAM,IGH_ghyb,2050,37047.441
+ICONICS:SSP(2024).1,R12_NAM,IAHe_ptrp,2010,33988.961
+ICONICS:SSP(2024).1,R12_NAM,IAHe_ptrp,2015,33673.141
+ICONICS:SSP(2024).1,R12_NAM,IAHe_ptrp,2020,33006.398
+ICONICS:SSP(2024).1,R12_NAM,IAHe_ptrp,2025,32727.234
+ICONICS:SSP(2024).1,R12_NAM,IAHe_ptrp,2030,32584.588
+ICONICS:SSP(2024).1,R12_NAM,IAHe_ptrp,2035,32584.588
+ICONICS:SSP(2024).1,R12_NAM,IAHe_ptrp,2040,32584.588
+ICONICS:SSP(2024).1,R12_NAM,IAHe_ptrp,2045,32584.588
+ICONICS:SSP(2024).1,R12_NAM,IAHe_ptrp,2050,32584.588
+ICONICS:SSP(2024).1,R12_NAM,IAHm_ptrp,2010,33988.961
+ICONICS:SSP(2024).1,R12_NAM,IAHm_ptrp,2015,33673.141
+ICONICS:SSP(2024).1,R12_NAM,IAHm_ptrp,2020,33006.398
+ICONICS:SSP(2024).1,R12_NAM,IAHm_ptrp,2025,32727.234
+ICONICS:SSP(2024).1,R12_NAM,IAHm_ptrp,2030,32584.588
+ICONICS:SSP(2024).1,R12_NAM,IAHm_ptrp,2035,32584.588
+ICONICS:SSP(2024).1,R12_NAM,IAHm_ptrp,2040,32584.588
+ICONICS:SSP(2024).1,R12_NAM,IAHm_ptrp,2045,32584.588
+ICONICS:SSP(2024).1,R12_NAM,IAHm_ptrp,2050,32584.588
+ICONICS:SSP(2024).1,R12_NAM,HFC_ptrp,2010,76356.328
+ICONICS:SSP(2024).1,R12_NAM,HFC_ptrp,2015,72745.914
+ICONICS:SSP(2024).1,R12_NAM,HFC_ptrp,2020,65241.637
+ICONICS:SSP(2024).1,R12_NAM,HFC_ptrp,2025,59323.922
+ICONICS:SSP(2024).1,R12_NAM,HFC_ptrp,2030,54002.043
+ICONICS:SSP(2024).1,R12_NAM,HFC_ptrp,2035,54002.043
+ICONICS:SSP(2024).1,R12_NAM,HFC_ptrp,2040,54002.043
+ICONICS:SSP(2024).1,R12_NAM,HFC_ptrp,2045,54002.043
+ICONICS:SSP(2024).1,R12_NAM,HFC_ptrp,2050,54002.043
+ICONICS:SSP(2024).1,R12_NAM,ELC_100,2010,42273.316
+ICONICS:SSP(2024).1,R12_NAM,ELC_100,2015,38638.844
+ICONICS:SSP(2024).1,R12_NAM,ELC_100,2020,36268.484
+ICONICS:SSP(2024).1,R12_NAM,ELC_100,2025,34304.273
+ICONICS:SSP(2024).1,R12_NAM,ELC_100,2030,32553.34
+ICONICS:SSP(2024).1,R12_NAM,ELC_100,2035,30797.426
+ICONICS:SSP(2024).1,R12_NAM,ELC_100,2040,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ELC_100,2045,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ELC_100,2050,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ELC_100,2055,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ELC_100,2060,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ELC_100,2065,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ELC_100,2070,28996.426
+ICONICS:SSP(2024).1,R12_NAM,ELC_100,2075,28996.426
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+ICONICS:SSP(2024).5,R12_RCPA,ELC_100,2010,34451.754
+ICONICS:SSP(2024).5,R12_RCPA,ELC_100,2015,40810.613
+ICONICS:SSP(2024).5,R12_RCPA,ELC_100,2020,33122.82
+ICONICS:SSP(2024).5,R12_RCPA,ELC_100,2025,25435.031
+ICONICS:SSP(2024).5,R12_RCPA,ELC_100,2030,25238.521
+ICONICS:SSP(2024).5,R12_RCPA,ELC_100,2035,25042.311
+ICONICS:SSP(2024).5,R12_RCPA,ELC_100,2040,25482.816
+ICONICS:SSP(2024).5,R12_RCPA,ELC_100,2045,25914.688
+ICONICS:SSP(2024).5,R12_RCPA,ELC_100,2050,25731.473
+ICONICS:SSP(2024).5,R12_RCPA,ELC_100,2055,25548.258
+ICONICS:SSP(2024).5,R12_RCPA,ELC_100,2060,25365.043
+ICONICS:SSP(2024).5,R12_RCPA,ELC_100,2065,25181.828
+ICONICS:SSP(2024).5,R12_RCPA,ELC_100,2070,24998.613
+ICONICS:SSP(2024).5,R12_RCPA,ELC_100,2075,24815.4
+ICONICS:SSP(2024).5,R12_RCPA,ELC_100,2080,24632.186
+ICONICS:SSP(2024).5,R12_RCPA,PHEV_ptrp,2010,34291.02
+ICONICS:SSP(2024).5,R12_RCPA,PHEV_ptrp,2015,34460.555
+ICONICS:SSP(2024).5,R12_RCPA,PHEV_ptrp,2020,31219.545
+ICONICS:SSP(2024).5,R12_RCPA,PHEV_ptrp,2025,27978.535
+ICONICS:SSP(2024).5,R12_RCPA,PHEV_ptrp,2030,27636.18
+ICONICS:SSP(2024).5,R12_RCPA,PHEV_ptrp,2035,27296.117
+ICONICS:SSP(2024).5,R12_RCPA,PHEV_ptrp,2040,27776.27
+ICONICS:SSP(2024).5,R12_RCPA,PHEV_ptrp,2045,27728.715
+ICONICS:SSP(2024).5,R12_RCPA,PHEV_ptrp,2050,27532.676
+ICONICS:SSP(2024).5,R12_RCPA,PHEV_ptrp,2055,26825.67
+ICONICS:SSP(2024).5,R12_RCPA,PHEV_ptrp,2060,26633.295
+ICONICS:SSP(2024).5,R12_RCPA,PHEV_ptrp,2065,26440.92
+ICONICS:SSP(2024).5,R12_RCPA,PHEV_ptrp,2070,26248.545
+ICONICS:SSP(2024).5,R12_RCPA,PHEV_ptrp,2075,26056.17
+ICONICS:SSP(2024).5,R12_RCPA,PHEV_ptrp,2080,25863.795
diff --git a/message_ix_models/data/transport/R12/ldv-t-share.csv b/message_ix_models/data/transport/R12/ldv-t-share.csv
new file mode 100644
index 0000000000..2ccb57da19
--- /dev/null
+++ b/message_ix_models/data/transport/R12/ldv-t-share.csv
@@ -0,0 +1,144 @@
+# Share of LDV technologies in base year (=2020)
+#
+# Source: (add link to Github issue for full description)
+#
+# - Values must sum to 1.
+# - Technology codes annotated ""historical-only: True"" (e.g. ICE_L_ptrp) must be
+#   omitted or have zero values. If not, incompatible/infeasible constraint
+#   values are created.
+#
+# Units: dimensionless
+#
+node,technology,value
+R12_AFR,ELC_100,0.001
+R12_AFR,HFC_ptrp,0.001
+R12_AFR,IAHe_ptrp,0.002
+R12_AFR,IAHm_ptrp,0.001
+R12_AFR,ICAe_ffv,0.001
+R12_AFR,ICAm_ptrp,0.001
+R12_AFR,ICE_conv,0.9898
+R12_AFR,ICE_nga,0.0001
+R12_AFR,ICH_chyb,0.001
+R12_AFR,IGH_ghyb,0.0001
+R12_AFR,PHEV_ptrp,0.001
+R12_CHN,ELC_100,0.015
+R12_CHN,HFC_ptrp,0.001
+R12_CHN,IAHe_ptrp,0.002
+R12_CHN,IAHm_ptrp,0.001
+R12_CHN,ICAe_ffv,0.001
+R12_CHN,ICAm_ptrp,0.001
+R12_CHN,ICE_conv,0.959
+R12_CHN,ICE_nga,0.001
+R12_CHN,ICH_chyb,0.005
+R12_CHN,IGH_ghyb,0.009
+R12_CHN,PHEV_ptrp,0.005
+R12_EEU,ELC_100,0.002
+R12_EEU,HFC_ptrp,0.001
+R12_EEU,IAHe_ptrp,0.001
+R12_EEU,IAHm_ptrp,0.001
+R12_EEU,ICAe_ffv,0.001
+R12_EEU,ICAm_ptrp,0.001
+R12_EEU,ICE_conv,0.98
+R12_EEU,ICE_nga,0.001
+R12_EEU,ICH_chyb,0.008
+R12_EEU,IGH_ghyb,0.003
+R12_EEU,PHEV_ptrp,0.001
+R12_FSU,ELC_100,0.001
+R12_FSU,HFC_ptrp,0.001
+R12_FSU,IAHe_ptrp,0.001
+R12_FSU,IAHm_ptrp,0.001
+R12_FSU,ICAe_ffv,0.001
+R12_FSU,ICAm_ptrp,0.001
+R12_FSU,ICE_conv,0.981
+R12_FSU,ICE_nga,0.001
+R12_FSU,ICH_chyb,0.008
+R12_FSU,IGH_ghyb,0.003
+R12_FSU,PHEV_ptrp,0.001
+R12_LAM,ELC_100,0.001
+R12_LAM,HFC_ptrp,0.001
+R12_LAM,IAHe_ptrp,0.01
+R12_LAM,IAHm_ptrp,0.001
+R12_LAM,ICAe_ffv,0.2
+R12_LAM,ICAm_ptrp,0.01
+R12_LAM,ICE_conv,0.768
+R12_LAM,ICE_nga,0.005
+R12_LAM,ICH_chyb,0.001
+R12_LAM,IGH_ghyb,0.001
+R12_LAM,PHEV_ptrp,0.002
+R12_MEA,ELC_100,0.001
+R12_MEA,HFC_ptrp,0.001
+R12_MEA,IAHe_ptrp,0.001
+R12_MEA,IAHm_ptrp,0.001
+R12_MEA,ICAe_ffv,0.001
+R12_MEA,ICAm_ptrp,0.001
+R12_MEA,ICE_conv,0.981
+R12_MEA,ICE_nga,0.001
+R12_MEA,ICH_chyb,0.008
+R12_MEA,IGH_ghyb,0.003
+R12_MEA,PHEV_ptrp,0.001
+R12_NAM,ELC_100,0.004
+R12_NAM,HFC_ptrp,0.001
+R12_NAM,IAHe_ptrp,0.001
+R12_NAM,IAHm_ptrp,0.001
+R12_NAM,ICAe_ffv,0.1
+R12_NAM,ICAm_ptrp,0.01
+R12_NAM,ICE_conv,0.878
+R12_NAM,ICE_nga,0.001
+R12_NAM,ICH_chyb,0.001
+R12_NAM,IGH_ghyb,0.001
+R12_NAM,PHEV_ptrp,0.002
+R12_PAO,ELC_100,0.0025
+R12_PAO,HFC_ptrp,0.001
+R12_PAO,IAHe_ptrp,0.002
+R12_PAO,IAHm_ptrp,0.001
+R12_PAO,ICAe_ffv,0.001
+R12_PAO,ICAm_ptrp,0.001
+R12_PAO,ICE_conv,0.9735
+R12_PAO,ICE_nga,0.001
+R12_PAO,ICH_chyb,0.005
+R12_PAO,IGH_ghyb,0.009
+R12_PAO,PHEV_ptrp,0.003
+R12_PAS,ELC_100,0.001
+R12_PAS,HFC_ptrp,0.001
+R12_PAS,IAHe_ptrp,0.001
+R12_PAS,IAHm_ptrp,0.001
+R12_PAS,ICAe_ffv,0.001
+R12_PAS,ICAm_ptrp,0.001
+R12_PAS,ICE_conv,0.981
+R12_PAS,ICE_nga,0.001
+R12_PAS,ICH_chyb,0.008
+R12_PAS,IGH_ghyb,0.003
+R12_PAS,PHEV_ptrp,0.001
+R12_RCPA,ELC_100,0.015
+R12_RCPA,HFC_ptrp,0.001
+R12_RCPA,IAHe_ptrp,0.002
+R12_RCPA,IAHm_ptrp,0.001
+R12_RCPA,ICAe_ffv,0.001
+R12_RCPA,ICAm_ptrp,0.001
+R12_RCPA,ICE_conv,0.959
+R12_RCPA,ICE_nga,0.001
+R12_RCPA,ICH_chyb,0.005
+R12_RCPA,IGH_ghyb,0.009
+R12_RCPA,PHEV_ptrp,0.005
+R12_SAS,ELC_100,0.001
+R12_SAS,HFC_ptrp,0.001
+R12_SAS,IAHe_ptrp,0.003
+R12_SAS,IAHm_ptrp,0.001
+R12_SAS,ICAe_ffv,0.001
+R12_SAS,ICAm_ptrp,0.001
+R12_SAS,ICE_conv,0.979
+R12_SAS,ICE_nga,0.001
+R12_SAS,ICH_chyb,0.008
+R12_SAS,IGH_ghyb,0.003
+R12_SAS,PHEV_ptrp,0.001
+R12_WEU,ELC_100,0.007
+R12_WEU,HFC_ptrp,0.001
+R12_WEU,IAHe_ptrp,0.001
+R12_WEU,IAHm_ptrp,0.001
+R12_WEU,ICAe_ffv,0.001
+R12_WEU,ICAm_ptrp,0.001
+R12_WEU,ICE_conv,0.963
+R12_WEU,ICE_nga,0.001
+R12_WEU,ICH_chyb,0.015
+R12_WEU,IGH_ghyb,0.001
+R12_WEU,PHEV_ptrp,0.008
diff --git a/message_ix_models/data/transport/R12/lifetime-ldv.csv b/message_ix_models/data/transport/R12/lifetime-ldv.csv
new file mode 100644
index 0000000000..e5415f578b
--- /dev/null
+++ b/message_ix_models/data/transport/R12/lifetime-ldv.csv
@@ -0,0 +1,18 @@
+# Technical lifetime (maximum age) of LDVs
+#
+# Units: year
+#
+#
+node_loc, year_vtg, value
+R12_AFR,  1990,     25
+R12_CHN,  1990,     15
+R12_EEU,  1990,     28
+R12_FSU,  1990,     15
+R12_LAM,  1990,     25
+R12_MEA,  1990,     15
+R12_NAM,  1990,     18
+R12_PAO,  1990,     13
+R12_PAS,  1990,     13
+R12_RCPA, 1990,     15
+R12_SAS,  1990,     25
+R12_WEU,  1990,     20
diff --git a/message_ix_models/data/transport/R12/load-factor-ldv.csv b/message_ix_models/data/transport/R12/load-factor-ldv.csv
index a6b53f5b7e..1322a0d13e 100644
--- a/message_ix_models/data/transport/R12/load-factor-ldv.csv
+++ b/message_ix_models/data/transport/R12/load-factor-ldv.csv
@@ -11,10 +11,10 @@
 # (Implicitly passengers per vehicle.)
 #
 scenario,    node,     year, value
-SSP(2024).1, R12_AFR,  2020, 1.807
-SSP(2024).1, R12_AFR,  2110, 1.807
-SSP(2024).1, R12_CHN,  2020, 1.892
-SSP(2024).1, R12_CHN,  2110, 1.892
+SSP(2024).1, R12_AFR,  2020, 2.1
+SSP(2024).1, R12_AFR,  2110, 1.892
+SSP(2024).1, R12_CHN,  2020, 1.75
+SSP(2024).1, R12_CHN,  2110, 1.75
 SSP(2024).1, R12_EEU,  2020, 1.643
 SSP(2024).1, R12_EEU,  2110, 1.643
 SSP(2024).1, R12_FSU,  2020, 1.807
@@ -27,19 +27,19 @@ SSP(2024).1, R12_NAM,  2100, 1.53
 SSP(2024).1, R12_NAM,  2020, 1.53
 SSP(2024).1, R12_PAO,  2100, 1.72
 SSP(2024).1, R12_PAO,  2020, 1.72
-SSP(2024).1, R12_PAS,  2020, 1.892
-SSP(2024).1, R12_PAS,  2110, 1.892
+SSP(2024).1, R12_PAS,  2020, 1.807
+SSP(2024).1, R12_PAS,  2110, 1.807
 SSP(2024).1, R12_RCPA, 2020, 1.892
 SSP(2024).1, R12_RCPA, 2110, 1.892
-SSP(2024).1, R12_SAS,  2020, 1.892
+SSP(2024).1, R12_SAS,  2020, 2
 SSP(2024).1, R12_SAS,  2110, 1.892
-SSP(2024).1, R12_WEU,  2020, 1.643
-SSP(2024).1, R12_WEU,  2110, 1.643
+SSP(2024).1, R12_WEU,  2020, 1.65
+SSP(2024).1, R12_WEU,  2110, 1.65
 
-SSP(2024).2, R12_AFR,  2020, 1.807
-SSP(2024).2, R12_AFR,  2110, 1.807
-SSP(2024).2, R12_CHN,  2020, 1.892
-SSP(2024).2, R12_CHN,  2110, 1.892
+SSP(2024).2, R12_AFR,  2020, 2.1
+SSP(2024).2, R12_AFR,  2110, 1.892
+SSP(2024).2, R12_CHN,  2020, 1.75
+SSP(2024).2, R12_CHN,  2110, 1.75
 SSP(2024).2, R12_EEU,  2020, 1.643
 SSP(2024).2, R12_EEU,  2110, 1.643
 SSP(2024).2, R12_FSU,  2020, 1.807
@@ -52,19 +52,19 @@ SSP(2024).2, R12_NAM,  2100, 1.53
 SSP(2024).2, R12_NAM,  2020, 1.53
 SSP(2024).2, R12_PAO,  2100, 1.72
 SSP(2024).2, R12_PAO,  2020, 1.72
-SSP(2024).2, R12_PAS,  2020, 1.892
-SSP(2024).2, R12_PAS,  2110, 1.892
+SSP(2024).2, R12_PAS,  2020, 1.807
+SSP(2024).2, R12_PAS,  2110, 1.807
 SSP(2024).2, R12_RCPA, 2020, 1.892
 SSP(2024).2, R12_RCPA, 2110, 1.892
-SSP(2024).2, R12_SAS,  2020, 1.892
+SSP(2024).2, R12_SAS,  2020, 2
 SSP(2024).2, R12_SAS,  2110, 1.892
-SSP(2024).2, R12_WEU,  2020, 1.643
-SSP(2024).2, R12_WEU,  2110, 1.643
+SSP(2024).2, R12_WEU,  2020, 1.65
+SSP(2024).2, R12_WEU,  2110, 1.65
 
-SSP(2024).3, R12_AFR,  2020, 1.807
-SSP(2024).3, R12_AFR,  2110, 1.807
-SSP(2024).3, R12_CHN,  2020, 1.892
-SSP(2024).3, R12_CHN,  2110, 1.892
+SSP(2024).3, R12_AFR,  2020, 2.1
+SSP(2024).3, R12_AFR,  2110, 1.892
+SSP(2024).3, R12_CHN,  2020, 1.75
+SSP(2024).3, R12_CHN,  2110, 1.75
 SSP(2024).3, R12_EEU,  2020, 1.643
 SSP(2024).3, R12_EEU,  2110, 1.643
 SSP(2024).3, R12_FSU,  2020, 1.807
@@ -77,19 +77,19 @@ SSP(2024).3, R12_NAM,  2100, 1.53
 SSP(2024).3, R12_NAM,  2020, 1.53
 SSP(2024).3, R12_PAO,  2100, 1.72
 SSP(2024).3, R12_PAO,  2020, 1.72
-SSP(2024).3, R12_PAS,  2020, 1.892
-SSP(2024).3, R12_PAS,  2110, 1.892
+SSP(2024).3, R12_PAS,  2020, 1.807
+SSP(2024).3, R12_PAS,  2110, 1.807
 SSP(2024).3, R12_RCPA, 2020, 1.892
 SSP(2024).3, R12_RCPA, 2110, 1.892
-SSP(2024).3, R12_SAS,  2020, 1.892
+SSP(2024).3, R12_SAS,  2020, 2
 SSP(2024).3, R12_SAS,  2110, 1.892
-SSP(2024).3, R12_WEU,  2020, 1.643
-SSP(2024).3, R12_WEU,  2110, 1.643
+SSP(2024).3, R12_WEU,  2020, 1.65
+SSP(2024).3, R12_WEU,  2110, 1.65
 
-SSP(2024).4, R12_AFR,  2020, 1.807
-SSP(2024).4, R12_AFR,  2110, 1.807
-SSP(2024).4, R12_CHN,  2020, 1.892
-SSP(2024).4, R12_CHN,  2110, 1.892
+SSP(2024).4, R12_AFR,  2020, 2.1
+SSP(2024).4, R12_AFR,  2110, 1.892
+SSP(2024).4, R12_CHN,  2020, 1.75
+SSP(2024).4, R12_CHN,  2110, 1.75
 SSP(2024).4, R12_EEU,  2020, 1.643
 SSP(2024).4, R12_EEU,  2110, 1.643
 SSP(2024).4, R12_FSU,  2020, 1.807
@@ -102,19 +102,19 @@ SSP(2024).4, R12_NAM,  2100, 1.53
 SSP(2024).4, R12_NAM,  2020, 1.53
 SSP(2024).4, R12_PAO,  2100, 1.72
 SSP(2024).4, R12_PAO,  2020, 1.72
-SSP(2024).4, R12_PAS,  2020, 1.892
-SSP(2024).4, R12_PAS,  2110, 1.892
+SSP(2024).4, R12_PAS,  2020, 1.807
+SSP(2024).4, R12_PAS,  2110, 1.807
 SSP(2024).4, R12_RCPA, 2020, 1.892
 SSP(2024).4, R12_RCPA, 2110, 1.892
-SSP(2024).4, R12_SAS,  2020, 1.892
+SSP(2024).4, R12_SAS,  2020, 2
 SSP(2024).4, R12_SAS,  2110, 1.892
-SSP(2024).4, R12_WEU,  2020, 1.643
-SSP(2024).4, R12_WEU,  2110, 1.643
+SSP(2024).4, R12_WEU,  2020, 1.65
+SSP(2024).4, R12_WEU,  2110, 1.65
 
-SSP(2024).5, R12_AFR,  2020, 1.807
-SSP(2024).5, R12_AFR,  2110, 1.807
-SSP(2024).5, R12_CHN,  2020, 1.892
-SSP(2024).5, R12_CHN,  2110, 1.892
+SSP(2024).5, R12_AFR,  2020, 2.1
+SSP(2024).5, R12_AFR,  2110, 1.892
+SSP(2024).5, R12_CHN,  2020, 1.75
+SSP(2024).5, R12_CHN,  2110, 1.75
 SSP(2024).5, R12_EEU,  2020, 1.643
 SSP(2024).5, R12_EEU,  2110, 1.643
 SSP(2024).5, R12_FSU,  2020, 1.807
@@ -127,11 +127,11 @@ SSP(2024).5, R12_NAM,  2100, 1.53
 SSP(2024).5, R12_NAM,  2020, 1.53
 SSP(2024).5, R12_PAO,  2100, 1.72
 SSP(2024).5, R12_PAO,  2020, 1.72
-SSP(2024).5, R12_PAS,  2020, 1.892
-SSP(2024).5, R12_PAS,  2110, 1.892
+SSP(2024).5, R12_PAS,  2020, 1.807
+SSP(2024).5, R12_PAS,  2110, 1.807
 SSP(2024).5, R12_RCPA, 2020, 1.892
 SSP(2024).5, R12_RCPA, 2110, 1.892
-SSP(2024).5, R12_SAS,  2020, 1.892
+SSP(2024).5, R12_SAS,  2020, 2
 SSP(2024).5, R12_SAS,  2110, 1.892
-SSP(2024).5, R12_WEU,  2020, 1.643
-SSP(2024).5, R12_WEU,  2110, 1.643
+SSP(2024).5, R12_WEU,  2020, 1.65
+SSP(2024).5, R12_WEU,  2110, 1.65
diff --git a/message_ix_models/data/transport/R12/mode-share/default.csv b/message_ix_models/data/transport/R12/mode-share/default.csv
index e2f804fd85..25514f92a6 100644
--- a/message_ix_models/data/transport/R12/mode-share/default.csv
+++ b/message_ix_models/data/transport/R12/mode-share/default.csv
@@ -15,23 +15,23 @@
 node,     technology, value
 R12_AFR,  2W,         0.12
 R12_AFR,  AIR,        0.04
-R12_AFR,  BUS,        0.61
-R12_AFR,  LDV,        0.21
+R12_AFR,  BUS,        0.58
+R12_AFR,  LDV,        0.24
 R12_AFR,  RAIL,       0.02
-R12_CHN,  2W,         0.029
-R12_CHN,  AIR,        0.106
-R12_CHN,  BUS,        0.251
-R12_CHN,  LDV,        0.447
-R12_CHN,  RAIL,       0.167
+R12_CHN,  2W,         0.02
+R12_CHN,  AIR,        0.11
+R12_CHN,  BUS,        0.18
+R12_CHN,  LDV,        0.52
+R12_CHN,  RAIL,       0.17
 R12_EEU,  2W,         0.01
 R12_EEU,  AIR,        0.01
 R12_EEU,  BUS,        0.35
 R12_EEU,  LDV,        0.46
 R12_EEU,  RAIL,       0.14
 R12_FSU,  2W,         0.01
-R12_FSU,  AIR,        0.25
-R12_FSU,  BUS,        0.20
-R12_FSU,  LDV,        0.40
+R12_FSU,  AIR,        0.20
+R12_FSU,  BUS,        0.22
+R12_FSU,  LDV,        0.45
 R12_FSU,  RAIL,       0.12
 R12_LAM,  2W,         0.04
 R12_LAM,  AIR,        0.08
@@ -49,27 +49,27 @@ R12_NAM,  BUS,        0.06
 R12_NAM,  LDV,        0.81
 R12_NAM,  RAIL,       0.01
 R12_PAO,  2W,         0.01
-R12_PAO,  AIR,        0.137
-R12_PAO,  BUS,        0.043
+R12_PAO,  AIR,        0.13
+R12_PAO,  BUS,        0.05
 R12_PAO,  LDV,        0.58
-R12_PAO,  RAIL,       0.227
+R12_PAO,  RAIL,       0.23
 R12_PAS,  2W,         0.06
 R12_PAS,  AIR,        0.07
-R12_PAS,  BUS,        0.47
-R12_PAS,  LDV,        0.32
+R12_PAS,  BUS,        0.42
+R12_PAS,  LDV,        0.37
 R12_PAS,  RAIL,       0.08
 R12_RCPA, 2W,         0.08
-R12_RCPA, AIR,        0.14
+R12_RCPA, AIR,        0.11
 R12_RCPA, BUS,        0.30
 R12_RCPA, LDV,        0.16
-R12_RCPA, RAIL,       0.31
-R12_SAS,  2W,         0.30
+R12_RCPA, RAIL,       0.30
+R12_SAS,  2W,         0.24
 R12_SAS,  AIR,        0.07
 R12_SAS,  BUS,        0.33
-R12_SAS,  LDV,        0.14
+R12_SAS,  LDV,        0.20
 R12_SAS,  RAIL,       0.16
 R12_WEU,  2W,         0.02
 R12_WEU,  AIR,        0.11
 R12_WEU,  BUS,        0.07
-R12_WEU,  LDV,        0.71
-R12_WEU,  RAIL,       0.09
+R12_WEU,  LDV,        0.70
+R12_WEU,  RAIL,       0.10
diff --git a/message_ix_models/data/transport/R12/pdt-cap-ref.csv b/message_ix_models/data/transport/R12/pdt-cap-ref.csv
index d225d675a3..e00e7d2cc2 100644
--- a/message_ix_models/data/transport/R12/pdt-cap-ref.csv
+++ b/message_ix_models/data/transport/R12/pdt-cap-ref.csv
@@ -16,15 +16,15 @@
 # Units: km / year
 #
 node,     value
-R12_RCPA,  4795
-R12_PAS,   6400
-R12_CHN,   8099
+R12_RCPA,  4800
+R12_PAS,   8000
+R12_CHN,   8700
 R12_EEU,  13000
-R12_WEU,  18495
-R12_SAS,   3000
-R12_LAM,   5800
-R12_AFR,   2300
+R12_WEU,  15000
+R12_SAS,   3500
+R12_LAM,   7000
+R12_AFR,   3000
 R12_MEA,   6500
 R12_PAO,  14000
-R12_FSU,   9120
-R12_NAM,  27896
+R12_FSU,   9200
+R12_NAM,  26000
diff --git a/message_ix_models/data/transport/R14/load-factor-ldv.csv b/message_ix_models/data/transport/R14/load-factor-ldv.csv
index 8ccf1be2ad..0530ef8294 100644
--- a/message_ix_models/data/transport/R14/load-factor-ldv.csv
+++ b/message_ix_models/data/transport/R14/load-factor-ldv.csv
@@ -5,18 +5,18 @@
 # - Duplicated manually from the corresponding R11 file.
 # - Data for R11_FSU duplicated for R14_{CAS,RUS,SCS,UBM}.
 #
-node,     value
-R14_AFR,  1.807
-R14_CAS,  1.807
-R14_CPA,  1.892
-R14_EEU,  1.643
-R14_LAM,  1.807
-R14_MEA,  1.807
-R14_NAM,  1.53
-R14_PAO,  1.72
-R14_PAS,  1.892
-R14_RUS,  1.807
-R14_SAS,  1.892
-R14_SCS,  1.807
-R14_UBM,  1.807
-R14_WEU,  1.643
+scenario,    node,     year, value
+SSP(2024).2, R14_AFR,  2020, 1.807
+SSP(2024).2, R14_CAS,  2020, 1.807
+SSP(2024).2, R14_CPA,  2020, 1.892
+SSP(2024).2, R14_EEU,  2020, 1.643
+SSP(2024).2, R14_LAM,  2020, 1.807
+SSP(2024).2, R14_MEA,  2020, 1.807
+SSP(2024).2, R14_NAM,  2020, 1.53
+SSP(2024).2, R14_PAO,  2020, 1.72
+SSP(2024).2, R14_PAS,  2020, 1.892
+SSP(2024).2, R14_RUS,  2020, 1.807
+SSP(2024).2, R14_SAS,  2020, 1.892
+SSP(2024).2, R14_SCS,  2020, 1.807
+SSP(2024).2, R14_UBM,  2020, 1.807
+SSP(2024).2, R14_WEU,  2020, 1.643
diff --git a/message_ix_models/data/transport/act-non_ldv.csv b/message_ix_models/data/transport/act-non_ldv.csv
new file mode 100644
index 0000000000..1f129636d1
--- /dev/null
+++ b/message_ix_models/data/transport/act-non_ldv.csv
@@ -0,0 +1,5 @@
+# Fixed activity of non-LDV technologies.
+#
+# Units: dimensionless
+#
+node,    technology, year, value
diff --git a/message_ix_models/data/transport/base-scenario-url.json b/message_ix_models/data/transport/base-scenario-url.json
index dd7dff99fe..03525acde8 100644
--- a/message_ix_models/data/transport/base-scenario-url.json
+++ b/message_ix_models/data/transport/base-scenario-url.json
@@ -2,51 +2,51 @@
   {
     "ssp": "ICONICS:SSP(2024).1",
     "policy": false,
-    "url": "ixmp://ixmp-dev/SSP_dev_SSP1_v0.1_Blv0.14/baseline_prep_lu_bkp_solved_materials"
+    "url": "ixmp://ixmp-dev/SSP_dev_SSP1_v0.1_Blv0.18/baseline_prep_lu_bkp_solved_materials"
   },
   {
     "ssp": "ICONICS:SSP(2024).2",
     "policy": false,
-    "url": "ixmp://ixmp-dev/SSP_dev_SSP2_v0.1_Blv0.14/baseline_prep_lu_bkp_solved_materials"
+    "url": "ixmp://ixmp-dev/SSP_dev_SSP2_v0.1_Blv0.18/baseline_prep_lu_bkp_solved_materials"
   },
   {
     "ssp": "ICONICS:SSP(2024).3",
     "policy": false,
-    "url": "ixmp://ixmp-dev/SSP_dev_SSP3_v0.1_Blv0.14/baseline_prep_lu_bkp_solved_materials"
+    "url": "ixmp://ixmp-dev/SSP_dev_SSP3_v0.1_Blv0.18/baseline_prep_lu_bkp_solved_materials"
   },
   {
     "ssp": "ICONICS:SSP(2024).4",
     "policy": false,
-    "url": "ixmp://ixmp-dev/SSP_dev_SSP4_v0.1_Blv0.14/baseline_prep_lu_bkp_solved_materials"
+    "url": "ixmp://ixmp-dev/SSP_dev_SSP4_v0.1_Blv0.18/baseline_prep_lu_bkp_solved_materials"
   },
   {
     "ssp": "ICONICS:SSP(2024).5",
     "policy": false,
-    "url": "ixmp://ixmp-dev/SSP_dev_SSP5_v0.1_Blv0.14/baseline_prep_lu_bkp_solved_materials"
+    "url": "ixmp://ixmp-dev/SSP_dev_SSP5_v0.1_Blv0.18/baseline_prep_lu_bkp_solved_materials"
   },
   {
     "ssp": "ICONICS:SSP(2024).1",
     "policy": true,
-    "url": "ixmp://ixmp-dev/SSP_dev_SSP1_v0.1_Blv0.14/materials_low_dem_scen"
+    "url": "ixmp://ixmp-dev/SSP_dev_SSP1_v0.1_Blv0.18/baseline_prep_lu_bkp_solved_materials"
   },
   {
     "ssp": "ICONICS:SSP(2024).2",
     "policy": true,
-    "url": "ixmp://ixmp-dev/SSP_dev_SSP2_v0.1_Blv0.14/materials_low_dem_scen"
+    "url": "ixmp://ixmp-dev/SSP_dev_SSP2_v0.1_Blv0.18/baseline_prep_lu_bkp_solved_materials"
   },
   {
     "ssp": "ICONICS:SSP(2024).3",
     "policy": true,
-    "url": "ixmp://ixmp-dev/SSP_dev_SSP3_v0.1_Blv0.14/materials_low_dem_scen"
+    "url": "ixmp://ixmp-dev/SSP_dev_SSP3_v0.1_Blv0.18/baseline_prep_lu_bkp_solved_materials"
   },
   {
     "ssp": "ICONICS:SSP(2024).4",
     "policy": true,
-    "url": "ixmp://ixmp-dev/SSP_dev_SSP4_v0.1_Blv0.14/materials_low_dem_scen"
+    "url": "ixmp://ixmp-dev/SSP_dev_SSP4_v0.1_Blv0.18/baseline_prep_lu_bkp_solved_materials"
   },
   {
     "ssp": "ICONICS:SSP(2024).5",
     "policy": true,
-    "url": "ixmp://ixmp-dev/SSP_dev_SSP5_v0.1_Blv0.14/materials_low_dem_scen"
-  }
+    "url": "ixmp://ixmp-dev/SSP_dev_SSP5_v0.1_Blv0.18/baseline_prep_lu_bkp_solved_materials"
+   }
 ]
diff --git a/message_ix_models/data/transport/ldv-age.csv b/message_ix_models/data/transport/ldv-age.csv
new file mode 100644
index 0000000000..01dace1a23
--- /dev/null
+++ b/message_ix_models/data/transport/ldv-age.csv
@@ -0,0 +1,19 @@
+# Mean age of LDVs as of the model base period
+#
+# Source: placeholder
+#
+# Unit: years
+#
+technology, year, value
+ELC_100,    2020, 12
+HFC_ptrp,   2020, 12
+IAHe_ptrp,  2020, 12
+IAHm_ptrp,  2020, 12
+ICAe_ffv,   2020, 12
+ICAm_ptrp,  2020, 12
+ICE_conv,   2020, 12
+ICE_L_ptrp, 2020, 12
+ICE_nga,    2020, 12
+ICH_chyb,   2020, 12
+IGH_ghyb,   2020, 12
+PHEV_ptrp,  2020, 12
diff --git a/message_ix_models/data/transport/ldv-t-share.csv b/message_ix_models/data/transport/ldv-t-share.csv
new file mode 100644
index 0000000000..c02ef6ed92
--- /dev/null
+++ b/message_ix_models/data/transport/ldv-t-share.csv
@@ -0,0 +1,23 @@
+# Share of LDV technologies
+#
+# Source: placeholder values for development/debugging
+#
+# - Values must sum to 1.
+# - Technology codes annotated "historical-only: True" (e.g. ICE_L_ptrp) must be
+#   omitted or have zero values. If not, incompatible/infeasible constraint
+#   values are created.
+#
+# Units: dimensionless
+#
+technology, value
+ELC_100,    0.01
+HFC_ptrp,   0.01
+IAHe_ptrp,  0.01
+IAHm_ptrp,  0.01
+ICAe_ffv,   0.01
+ICAm_ptrp,  0.01
+ICE_conv,   0.90
+ICE_nga,    0.01
+ICH_chyb,   0.01
+IGH_ghyb,   0.01
+PHEV_ptrp,  0.01
diff --git a/message_ix_models/data/transport/lifetime-ldv.csv b/message_ix_models/data/transport/lifetime-ldv.csv
new file mode 100644
index 0000000000..b5aadbb95a
--- /dev/null
+++ b/message_ix_models/data/transport/lifetime-ldv.csv
@@ -0,0 +1,6 @@
+# Technical lifetime (maximum age) of LDVs
+#
+# Units: year
+#
+node_loc, year_vtg, value
+*,        1960,     15
diff --git a/message_ix_models/data/transport/mode-share/debug.csv b/message_ix_models/data/transport/mode-share/debug.csv
new file mode 100644
index 0000000000..bac48d8a40
--- /dev/null
+++ b/message_ix_models/data/transport/mode-share/debug.csv
@@ -0,0 +1,10 @@
+# Mode shares in the model base year; flat/uniform shares for debugging
+#
+# Units: dimensionless
+#
+technology, value
+2W, 0.2
+BUS, 0.2
+LDV, 0.2
+RAIL, 0.2
+AIR, 0.2
diff --git a/message_ix_models/data/transport/set.yaml b/message_ix_models/data/transport/set.yaml
index 1c6f5168ac..d0d86577e9 100644
--- a/message_ix_models/data/transport/set.yaml
+++ b/message_ix_models/data/transport/set.yaml
@@ -203,6 +203,10 @@ unit:
 
     # Capacity
     Mv: 10⁶ vehicle
+    million * v: 10⁶ vehicle
+
+    # Additions to capacity
+    million * v / a: 10⁶ vehicle / year
 
     # Activity
     Gp * km / a / v: 10⁹ passenger-kilometre per vehicle-year
diff --git a/message_ix_models/data/transport/technology.yaml b/message_ix_models/data/transport/technology.yaml
index 4cf9e61f89..57de03b06b 100644
--- a/message_ix_models/data/transport/technology.yaml
+++ b/message_ix_models/data/transport/technology.yaml
@@ -59,7 +59,11 @@ IAHm_ptrp:
 
 ICAe_ffv:
   report: Biofuel ICEV
-  description: Internal combustion engine light-duty vehicle using biofuels
+  description: >-
+    Internal combustion engine light-duty vehicle using biofuels.
+
+    Although real-world flex-fuel vehicles are run on varying mix of
+    ethanol and lightoil, this technology uses only ethanol.
   input: {commodity: ethanol}
   message-v-report: LDV_ffv
   gfei-2017-technology: Diesel
diff --git a/message_ix_models/model/transport/base.py b/message_ix_models/model/transport/base.py
index 376d96c185..cf86899bdb 100644
--- a/message_ix_models/model/transport/base.py
+++ b/message_ix_models/model/transport/base.py
@@ -1,9 +1,11 @@
 """Data preparation for the MESSAGEix-GLOBIOM base model."""
 
 from functools import partial
-from itertools import pairwise
-from typing import TYPE_CHECKING, Any, Union
+from itertools import pairwise, product
+from pathlib import Path
+from typing import TYPE_CHECKING, Any, List, Optional
 
+import genno
 import numpy as np
 import pandas as pd
 from genno import Computer, KeySeq
@@ -14,11 +16,22 @@
 from .key import gdp_exo
 
 if TYPE_CHECKING:
-    import genno
     import message_ix
     from genno.core.key import KeyLike
     from genno.types import AnyQuantity
 
+#: Key to trigger the computations set up by :func:`.prepare_computer`
+RESULT_KEY = "base model data"
+
+FE_HEADER = """Final energy input to transport technologies.
+
+Units: GWa
+"""
+
+FE_SHARE_HEADER = (
+    """Portion of final energy input to transport by each c within (nl, ya) groups."""
+)
+
 
 SCALE_1_HEADER = """Ratio of MESSAGEix-Transport output to IEA EWEB data.
 
@@ -39,6 +52,20 @@
 )
 
 
+def align_and_fill(
+    qty: "AnyQuantity", ref: "AnyQuantity", value: float = 1.0
+) -> "AnyQuantity":
+    """Align `qty` with `ref`, and fill with `value`.
+
+    The result is guaranteed to have a value for every key in `ref`.
+    """
+    return genno.Quantity(
+        pd.DataFrame.from_dict(
+            {"ref": ref.to_series(), "data": qty.to_series()}
+        ).fillna(value)["data"]
+    )
+
+
 @minimum_version("pandas 2")
 def smooth(c: Computer, key: "genno.Key", *, dim: str = "ya") -> "genno.Key":
     """Implement ‘smoothing’ for `key` along the dimension `dim`.
@@ -49,8 +76,6 @@ def smooth(c: Computer, key: "genno.Key", *, dim: str = "ya") -> "genno.Key":
     2. Remove those values.
     3. Fill by linear interpolation.
     """
-    from genno import Quantity
-
     assert key.tag != "2"
     ks = KeySeq(key.remove_tag(key.tag or ""))
 
@@ -86,7 +111,7 @@ def clip_nan(qty: "AnyQuantity", coord: Any) -> "AnyQuantity":
         # - Reorder and sort index.
         # - Compute condition for clipping.
         # - Return clipped values.
-        return Quantity(
+        return genno.Quantity(
             qty.sel({dim: coord})
             .expand_dims({dim: qty.coords[dim]})
             .to_series()
@@ -119,9 +144,9 @@ def clip_nan(qty: "AnyQuantity", coord: Any) -> "AnyQuantity":
 def prepare_reporter(rep: "message_ix.Reporter") -> str:
     """Add tasks that produce data to parametrize transport in MESSAGEix-GLOBIOM.
 
-    Returns a key, "base model data". Retrieving the key results in the creation of 5
-    files in the reporting output directory for the :class:`.Scenario` being reported
-    (see :func:`.make_output_path`):
+    Returns :data:`.RESULT_KEY`. Retrieving the key results in the creation of files in
+    the reporting output directory for the :class:`.Scenario` being reported (see
+    :func:`.make_output_path`):
 
     1. :file:`demand.csv`: This contains MESSAGEix-Transport model solution data
        transformed into ``demand`` parameter data for a base MESSAGEix-GLOBIOM model—
@@ -139,20 +164,16 @@ def prepare_reporter(rep: "message_ix.Reporter") -> str:
        (c, t) totals in correspondence with IEA World Energy Balance (WEB) values.
     5. :file:`scale-2.csv`: Second stage scaling factor used to bring overall totals.
     """
-    from genno import Key, KeySeq, Quantity, quote
+    from genno import Key, KeySeq, quote
 
-    # Final key
-    targets = []
+    # Add an empty list; invoking this key will trigger calculation of all the keys
+    # below added to the list
+    rep.add(RESULT_KEY, [])
 
-    def _to_csv(base: "Key", name: str, write_kw: Union[dict, "KeyLike", None] = None):
-        """Helper to add computations to output data to CSV."""
-        # Some strings
-        csv, path, fn = f"{name} csv", f"{name} path", f"{name.replace(' ', '-')}.csv"
-        # Output path for this parameter
-        rep.add(path, "make_output_path", "config", name=fn)
-        # Write to file
-        rep.add(csv, "write_report", base, path, write_kw or {})
-        targets.append(csv)
+    # Create output subdirectory for base model files
+    rep.graph["config"]["output_dir"].joinpath("base").mkdir(
+        parents=True, exist_ok=True
+    )
 
     # Keys for starting quantities
     e_iea = Key("energy:n-y-product-flow:iea")
@@ -183,30 +204,36 @@ def _to_csv(base: "Key", name: str, write_kw: Union[dict, "KeyLike", None] = Non
     tmp = rep.add("scale 1", "div", k[1], e_cnlt)
     s1 = KeySeq(tmp)
     rep.add(s1[1], "convert_units", s1.base, units="1 / a")
-    rep.add(s1[2], "mul", s1[1], Quantity(1.0, units="a"))
-
-    _to_csv(s1[2], s1.name, dict(header_comment=SCALE_1_HEADER))
-
+    rep.add(s1[2], "mul", s1[1], genno.Quantity(1.0, units="a"))
     # Replace ~0 and ∞ values with 1.0; this avoids x / 0 = inf
     rep.add(s1[3], "where", s1[2], cond=lambda v: (v > 1e-3) & (v != np.inf), other=1.0)
-    # Restore original "t" labels to scale-1
-    rep.add(s1[4], "select", s1[3], "indexers::iea to transport")
-    rep.add(s1[5], "rename_dims", s1[4], quote(dict(t_new="t")))
+    # Ensure no values are dropped versus the numerator (= MESSAGE outputs)
+    rep.add(s1[4], align_and_fill, s1[3], k[1])
+
+    rep.apply(to_csv, s1[4], name=s1.name, header_comment=SCALE_1_HEADER)
 
+    # Restore original "t" labels to scale-1
+    rep.add(s1[5], "select", s1[4], "indexers::iea to transport")
+    rep.add(s1[6], "rename_dims", s1[5], quote(dict(t_new="t")))
     # Interpolate the scaling factor from computed value in ya=y₀ to 1.0 in ya ≥ 2050
-    rep.add(s1[6], lambda q: q.expand_dims(ya=[y0]), s1[5])
-    rep.add(s1[7], lambda q: q.expand_dims(ya=[2050]).clip(1.0, 1.0), s1[5])
-    rep.add(s1[8], lambda q: q.expand_dims(ya=[2110]).clip(1.0, 1.0), s1[5])
-    rep.add(s1[9], "concat", s1[6], s1[7], s1[8])
+    rep.add(s1[7], lambda q: q.expand_dims(ya=[y0]), s1[6])
+    rep.add(s1[8], lambda q: q.expand_dims(ya=[2050]).clip(1.0, 1.0), s1[6])
+    rep.add(s1[9], lambda q: q.expand_dims(ya=[2110]).clip(1.0, 1.0), s1[6])
+    rep.add(s1[10], "concat", s1[7], s1[8], s1[9])
     rep.add("ya::coord", lambda v: {"ya": v}, "y::model")
     rep.add(
-        s1[10], "interpolate", s1[9], "ya::coord", kwargs=dict(fill_value="extrapolate")
+        s1[11],
+        "interpolate",
+        s1[10],
+        "ya::coord",
+        kwargs=dict(fill_value="extrapolate"),
     )
-    _to_csv(s1[10], f"{s1.name}-blend", dict(header_comment=SCALE_1_HEADER))
+
+    rep.apply(to_csv, s1[11], name=f"{s1.name} blend", header_comment=SCALE_1_HEADER)
 
     # Correct MESSAGEix-Transport outputs for the MESSAGEix-base model using the high-
     # resolution scaling factor
-    rep.add(k["s1"], "div", k.base, s1[10])
+    rep.add(k["s1"], "div", k.base, s1[11])
 
     # Scaling factor 2: ratio of total of scaled data to IEA total
     rep.add(k[2] / "ya", "select", k["s1"], indexers=dict(ya=y0), drop=True, sums=True)
@@ -219,20 +246,28 @@ def _to_csv(base: "Key", name: str, write_kw: Union[dict, "KeyLike", None] = Non
     )
     tmp = rep.add("scale 2", "div", k[2] / ("c", "t", "ya"), "energy:nl:iea+transport")
     s2 = KeySeq(tmp)
-
     rep.add(s2[1], "convert_units", s2.base, units="1 / a")
-    rep.add(s2[2], "mul", s2[1], Quantity(1.0, units="a"))
+    rep.add(s2[2], "mul", s2[1], genno.Quantity(1.0, units="a"))
 
-    _to_csv(s2[2], s2.name, dict(header_comment=SCALE_2_HEADER))
+    rep.apply(to_csv, s2[2], name=s2.name, header_comment=SCALE_2_HEADER)
 
     # Correct MESSAGEix-Transport outputs using the low-resolution scaling factor
     rep.add(k["s2"], "div", k["s1"], s2[2])
 
+    # Output "final energy csv"
+    rep.add(k["s2+GWa"], "convert_units", k["s2"], units="GWa / a", sums=True)
+    rep.apply(
+        to_csv,
+        k["s2+GWa"] / tuple("hlt"),
+        name="final energy",
+        header_comment="Final energy input to transport",
+    )
+
     # Compute for file and plot: transport final energy intensity of GDP PPP
     k_gdp = rep.add("gdp:nl-ya", "rename_dims", gdp_exo, quote({"n": "nl", "y": "ya"}))
     k_fei = single_key(rep.add("fe intensity", "div", k["s2"] / tuple("chlt"), k_gdp))
     rep.add(k_fei + "units", "convert_units", k_fei, units="MJ / USD")
-    _to_csv(k_fei + "units", "fe intensity")
+    rep.apply(to_csv, k_fei + "units", name="fe intensity")
 
     # Convert "final" energy inputs to transport to "useful energy" outputs, using
     # efficiency data from input-base.csv (in turn, from the base model). This data
@@ -242,32 +277,12 @@ def _to_csv(base: "Key", name: str, write_kw: Union[dict, "KeyLike", None] = Non
     tmp = rep.add("ue", "div", k["s2"] / "t", "input:t-c-h:base")
     ue = KeySeq(tmp)
 
-    # Compute shares of useful energy by input
-    ue_share = rep.add(
-        "ue::share", "div", ue.base / tuple("chl"), ue.base / tuple("chlt")
-    )
-    assert isinstance(ue_share, Key)
-
-    # Minimum and maximum shares occurring over the model horizon in each region
-    rep.add(ue_share + "max", "max", ue_share, dim=("nl", "t"))
-    rep.add(ue_share + "min", "min", ue_share, dim=("nl", "t"))
-
-    _to_csv(ue_share, "ue share", dict(header_comment=UE_SHARE_HEADER))
-    _to_csv(
-        ue_share + "max",
-        "ue share max",
-        dict(header_comment=UE_SHARE_HEADER + "\n\nMaximum across ya."),
-    )
-    _to_csv(
-        ue_share + "min",
-        "ue share min",
-        dict(header_comment=UE_SHARE_HEADER + "\n\nMinimum across ya."),
-    )
+    rep.apply(share_constraints, k["s2"], ue.base)
 
     # Ensure units: in::transport+units [=] GWa/a and input::base [=] GWa; their ratio
     # gives units 1/a. The base model expects "GWa" for all 3 parameters.
-    rep.add(ue[1], "mul", ue.base, Quantity(1.0, units="GWa * a"))
-    _to_csv(ue[1] / ("c", "t"), "demand no fill", {})
+    rep.add(ue[1], "mul", ue.base, genno.Quantity(1.0, units="GWa * a"))
+    rep.apply(to_csv, ue[1] / ("c", "t"), name="demand no fill")
 
     # 'Smooth' ue[1] data by interpolating any dip below the base year value
     assert rep.apply(smooth, ue[1] / ("c", "t")) == ue[2] / ("c", "t")
@@ -276,7 +291,7 @@ def _to_csv(base: "Key", name: str, write_kw: Union[dict, "KeyLike", None] = Non
     b_a_l = rep.add(Key("b_a_l", ue[2].dims), "select", ue[1], quote(dict(ya=[y0])))
 
     # `bound_activity_up` values are 1.005 * `bound_activity_lo` values
-    b_a_u = rep.add("b_a_u", "mul", b_a_l, Quantity(1.005))
+    b_a_u = rep.add("b_a_u", "mul", b_a_l, genno.Quantity(1.005))
 
     # Keyword arguments for as_message_df()
     args_demand = dict(
@@ -297,7 +312,7 @@ def _to_csv(base: "Key", name: str, write_kw: Union[dict, "KeyLike", None] = Non
     ):
         # More identifiers
         s = f"base model transport {name}"
-        key, header = Key(f"{s}::ixmp"), f"{s} header"
+        key, k_header = Key(f"{s}::ixmp"), f"{s} header"
 
         # Convert to MESSAGE data structure
         rep.add(
@@ -310,12 +325,163 @@ def _to_csv(base: "Key", name: str, write_kw: Union[dict, "KeyLike", None] = Non
         rep.add(key + "1", partial(pd.DataFrame.sort_values, by=dims), key)
 
         # Header for this file
-        rep.add(header, "base_model_data_header", "scenario", name=name)
+        rep.add(k_header, "base_model_data_header", "scenario", name=name)
+
+        rep.apply(to_csv, key + "1", name=name, header_key=k_header)
+
+    return RESULT_KEY
+
+
+def share_constraints(c: Computer, k_fe: "genno.Key", k_ue: "genno.Key") -> None:
+    """ """
+    from genno import Key
+
+    for label, k, dim in ("fe", k_fe, "c"), ("ue", k_ue, "t"):
+        # Dimensions to partial sum for the numerator of the share: omit `dim`
+        dims_numerator = tuple(sorted(set("chlt") - {dim}))
+
+        # Dimensions within which to compute max/min
+        dims_maxmin = ("nl", dim)
 
-        _to_csv(key + "1", name, header)
+        # Check dimensionality
+        assert set(k.dims) == set(dims_numerator) | set(dims_maxmin) | {"ya"}
 
-    # Key to trigger all the above
-    result = "base model data"
-    rep.add(result, targets)
+        # Compute shares of [...] energy by input
+        k_share = c.add(f"{label}::share", "div", k / dims_numerator, k / tuple("chlt"))
+        assert isinstance(k_share, Key)
 
-    return result
+        # Minimum and maximum shares occurring over the model horizon in each region
+        c.add(k_share + "max", "max", k_share, dim=dims_maxmin)
+        c.add(k_share + "min", "min", k_share, dim=dims_maxmin)
+
+        c.apply(to_csv, k_share, name=f"{label} share", header_comment=FE_SHARE_HEADER)
+        c.apply(
+            to_csv,
+            k_share + "max",
+            name=f"{label} share max",
+            header_comment=FE_SHARE_HEADER + "\n\nMaximum across ya.",
+        )
+        c.apply(
+            to_csv,
+            k_share + "min",
+            name=f"{label} share min",
+            header_comment=FE_SHARE_HEADER + "\n\nMinimum across ya.",
+        )
+
+    # Transform ue-share values to the expected format
+    base = c.full_key("ue::share")
+    for kind, (label, groupby) in product(
+        ("lo", "up"),
+        (
+            ("A", []),  # Reduced resolution
+            ("B", ["node"]),  # Keep distinct nodes
+            ("C", ["year"]),  # Keep distinct years
+            ("D", ["node", "year"]),  # Full resolution / distinct by node, year
+        ),
+    ):
+        k = base + kind + label
+        c.add(k, format_share_constraints, base, "config", kind=kind, groupby=groupby)
+
+        agg = {"lo": "min", "up": "max"}[kind]
+        dims = {"node", "year"} - set(groupby)
+        c.apply(
+            to_csv,
+            k,
+            name=f"share constraint {kind} {label}",
+            float_format="{0:.3f}".format,
+            header_comment=f"""Candidate MESSAGEix-GLOBIOM share constraint values
+
+This set shows the {agg}imum values appearing across the {dims} dimension(s).""",
+        )
+
+
+def to_csv(
+    c: Computer,
+    base: "genno.Key",
+    *,
+    name: str,
+    header_key: Optional["KeyLike"] = None,
+    **write_kw,
+):
+    """Helper to add computations to output data to CSV."""
+    # Some strings
+    csv, path, fn = f"{name} csv", f"{name} path", f"{name.replace(' ', '-')}.csv"
+
+    # Output path for this parameter
+    c.add(path, "make_output_path", "config", name=Path("base", fn))
+
+    # Write to file
+    if header_key:
+        # write_report() kwargs supplied via reference to another key
+        c.add(csv, "write_report", base, path, header_key)
+    else:
+        # kwargs supplied as keyword arguments to to_csv()/Computer.apply()
+        c.add(csv, "write_report", base, path, kwargs=write_kw)
+
+    c.graph[RESULT_KEY].append(csv)
+
+
+def format_share_constraints(
+    qty: "AnyQuantity", config: dict, *, kind: str, groupby: List[str] = []
+) -> pd.DataFrame:
+    """Produce values for :file:`ue_share_constraints.xlsx`.
+
+    This file is used by some code in :mod:`message_data` (unclear where) to produce
+    values for the sets ``shares``, ``map_shares_commodity_*``, and
+    ``share_commodity_{lo,up}``, but has a different structure from any of these. In
+    particular, it has the columns:
+
+    - share_name e.g. "UE_transport_electric"
+    - share_tec e.g. "elec_trp" or a comma-separated list of ``technology`` codes.
+    - commodity e.g. "transport"
+    - level e.g. "useful"
+    - node: either "all" or values like "CPA", "RCPA" which are taken to correspond to
+      "R11_CPA", "R12_CPA", etc.
+    - SSP: either "all", "LED", or possibly other values.
+    - share_type: either "lower" or "upper" corresponding respectively to
+      ``share_commodity_lo`` or ``share_commodity_up``.
+    - target_value: either a value, "baseline", or "TS".
+    - 2025 through 2110 (following the "B" list of periods). If "target_value" is "TS",
+      these are filled, otherwise empty.
+    """
+    columns = (
+        "share_name share_tec commodity level node SSP share_type target_value"
+    ).split()
+
+    if "year" in groupby:
+
+        def maybe_pivot(df: pd.DataFrame) -> pd.DataFrame:
+            return (
+                df.pivot(columns="year", values="target_value", index=columns[:-1])
+                .reset_index()
+                .assign(target_value="TS")
+                .reindex(columns=columns + sorted(df["year"].unique()))
+            )
+    else:
+
+        def maybe_pivot(df):
+            return df.reindex(columns=columns)
+
+    return (
+        qty.to_series()
+        .rename("target_value")
+        .reset_index()
+        .rename(columns={"nl": "node", "t": "share_tec", "ya": "year"})
+        .query("year >= 2020")
+        .groupby(groupby + ["share_tec"])
+        .agg(target_value=("target_value", {"lo": "min", "up": "max"}[kind]))
+        .reset_index()
+        .assign(
+            # Transform share_tec values to produce a share_name
+            share_name=lambda df: "UE_transport_" + df["share_tec"].str.rstrip("_trp"),
+            # Fixed values
+            SSP=f"SSP{str(config['transport'].ssp.value)}",
+            commodity="transport",
+            level="useful",
+            node="all"
+            if "node" not in groupby
+            else lambda df: df["node"].str.lstrip("R12_"),
+            share_type={"lo": "lower", "up": "upper"}[kind],
+        )
+        .pipe(maybe_pivot)
+    )
diff --git a/message_ix_models/model/transport/build.py b/message_ix_models/model/transport/build.py
index 92c0d95bb6..78262f27bf 100644
--- a/message_ix_models/model/transport/build.py
+++ b/message_ix_models/model/transport/build.py
@@ -196,31 +196,18 @@ def add_exogenous_data(c: Computer, info: ScenarioInfo) -> None:
 
     # Add data for MERtoPPP
     kw = dict(measure="MERtoPPP", nodes=context.model.regions)
-    prepare_computer(
-        context, c, "message_ix_models.model.transport", source_kw=kw, strict=False
-    )
+    prepare_computer(context, c, "transport MERtoPPP", source_kw=kw, strict=False)
 
     # Add IEA Extended World Energy Balances data; select only the flows related to
     # transport
     kw = dict(
         provider="OECD",
         edition="2022",
-        flow=[
-            "DOMESAIR",
-            "DOMESNAV",
-            "PIPELINE",
-            "RAIL",
-            "ROAD",
-            "TOTTRANS",
-            "TRNONSPE",
-            "WORLDAV",
-            "WORLDMAR",
-        ],
+        flow=(
+            "DOMESAIR DOMESNAV PIPELINE RAIL ROAD TOTTRANS TRNONSPE WORLDAV WORLDMAR"
+        ).split(),
     )
     prepare_computer(context, c, "IEA_EWEB", source_kw=kw, strict=False)
-    # Alias for use in reporting
-    # TODO Fix the upstream code so that the name is not "unknown"
-    c.add("energy:n-y-product-flow:iea", "unknown:n-y-product-flow")
 
     # Add IEA Future of Trucks data
     for kw in dict(measure=1), dict(measure=2):
@@ -262,13 +249,15 @@ def add_exogenous_data(c: Computer, info: ScenarioInfo) -> None:
         log.info(repr(e))  # Solved scenario that already has this key
 
     # Data from files
-    from .files import FILES, ExogenousDataFile
+    from .files import FILES, add
 
     # Identify the mode-share file according to the config setting
-    ExogenousDataFile(
-        ("mode-share", config.mode_share),
-        "mode share:n-t:ref",
-        "Reference (base year) mode share",
+    add(
+        key="mode share:n-t:exo",
+        path=("mode-share", config.mode_share),
+        name="Reference (base year) mode share",
+        units="dimensionless",
+        replace=True,
     )
 
     for f in FILES:
diff --git a/message_ix_models/model/transport/config.py b/message_ix_models/model/transport/config.py
index c493f81b28..c99aa300e1 100644
--- a/message_ix_models/model/transport/config.py
+++ b/message_ix_models/model/transport/config.py
@@ -180,11 +180,11 @@ class Config(ConfigHelper):
     #: Dimensions: (node,).
     ldv_cost_catch_up_year: Dict = field(default_factory=dict)
 
-    #: Lifetime of light duty vehicles.
-    #: Dimensions: (consumer type,). Units: [time].
-    ldv_lifetime: Quantity = quantity_field(
-        dict(modest=20, average=15, frequent=10, _dim="consumer type", _unit="year")
-    )
+    #: Method for calibrating LDV stock and sales:
+    #:
+    #: - :py:`"A"`: use data from :file:`ldv-new-capacity.csv`, if it exists.
+    #: - :py:`"B"`: use func:`.ldv.stock`; see the function documentation.
+    ldv_stock_method: Literal["A", "B"] = "B"
 
     #: Tuples of (node, technology (transport mode), commodity) for which minimum
     #: activity should be enforced. See :func:`.non_ldv.bound_activity_lo`.
diff --git a/message_ix_models/model/transport/data.py b/message_ix_models/model/transport/data.py
index 2f1e3d535d..f736a58e4a 100644
--- a/message_ix_models/model/transport/data.py
+++ b/message_ix_models/model/transport/data.py
@@ -2,9 +2,10 @@
 
 import logging
 from collections import defaultdict
+from copy import deepcopy
 from functools import partial
 from operator import le
-from typing import TYPE_CHECKING, Dict, List, Mapping, Optional
+from typing import TYPE_CHECKING, Callable, Dict, List, Mapping, Optional, Set, Tuple
 
 import pandas as pd
 from genno import Computer, Key, Quantity
@@ -14,6 +15,8 @@
 from message_ix_models import ScenarioInfo
 from message_ix_models.tools.exo_data import ExoDataSource, register_source
 from message_ix_models.util import (
+    adapt_R11_R12,
+    adapt_R11_R14,
     broadcast,
     make_io,
     make_matched_dfs,
@@ -288,57 +291,108 @@ def transform(self, c: "Computer", base_key: Key) -> Key:
         return single_key(result)
 
 
-class MERtoPPP(ExoDataSource):
-    """Provider of exogenous MERtoPPP data.
+class MaybeAdaptR11Source(ExoDataSource):
+    """Source of transport data, possibly adapted from R11 for other node code lists.
 
     Parameters
     ----------
     source_kw :
-       Must include exactly the keys "measure" (must be "MERtoPPP") and "nodes" (the ID
-       of the node code list).
+       Must include exactly the keys "measure", "nodes", and "scenario".
     """
 
-    id = "transport MERtoPPP"
+    #: Set of measures recognized by a subclass.
+    measures: Set[str] = set()
+
+    #: Mapping from :attr:`.measures` entries to file names.
+    filename: Mapping[str, str] = dict()
+
+    _adapter: Optional[Callable] = None
 
     def __init__(self, source, source_kw):
         from .util import path_fallback
 
-        if not source.startswith("message_ix_models.model.transport"):
+        # Check that the given measure is supported by the current class
+        if not source == self.id:
             raise ValueError(source)
-        elif source_kw.pop("measure") != "MERtoPPP":
-            raise ValueError(source_kw)
+        measure = source_kw.pop("measure", None)
+        if measure not in self.measures:
+            raise ValueError(measure)
+        else:
+            self.measure = measure
 
         # ID of the node code list
         nodes = source_kw.pop("nodes")
+
+        # Scenario identifier
+        self.scenario = source_kw.pop("scenario", None)
+
+        # Dimensions for loaded data
+        self.dims = deepcopy(rename_dims())
+        self.dims["scenario"] = "scenario"
+
         self.raise_on_extra_kw(source_kw)
 
+        filename = self.filename[measure]
         try:
-            self.path = path_fallback(nodes, "mer-to-ppp.csv")
+            self.path = path_fallback(nodes, filename)
+            self._repr = f"Load {self.path}"
         except FileNotFoundError:
-            log.info("Fall back to R11 data")
-            self.path = path_fallback("R11", "mer-to-ppp.csv")
+            log.info(f"Fall back to R11 data for {self.measure}")
+            self.path = path_fallback("R11", filename)
 
-            from message_ix_models.util import adapt_R11_R12, adapt_R11_R14
+            # Identify an adapter that can convert data from R11 to `nodes`
+            self._adapter = {"R12": adapt_R11_R12, "R14": adapt_R11_R14}.get(nodes)
+            self._repr = f"Load {self.path} and adapt R11 → {nodes}"
 
-            # Try to identify an adapter that can convert R11 to `regions_to`
-            if adapt := {"R12": adapt_R11_R12, "R14": adapt_R11_R14}.get(nodes):
-                self.adapt = adapt
-            else:
+            if self._adapter is None:
                 log.warning(
                     f"Not implemented: transform {self.id} data from 'R11' to {nodes!r}"
                 )
                 raise NotImplementedError
+
+    def __call__(self):
+        from genno.operator import load_file
+
+        return load_file(self.path, dims=self.dims, name=self.measure)
+
+    def __repr__(self) -> str:
+        return self._repr
+
+    def get_keys(self) -> Tuple[Key, Key]:
+        """Return the target keys for the (1) raw and (2) transformed data."""
+        k = self.key or Key(
+            self.name or self.measure.lower(), ("n", "y") + self.extra_dims
+        )
+        return (k * "scenario" + self.id, k)
+
+    def transform(self, c: "Computer", base_key: Key) -> Key:
+        # Apply self.adapt, if any
+        if self._adapter:
+            k0 = base_key + "0"
+            c.add(base_key + "0", self._adapter, base_key)
         else:
+            k0 = base_key
 
-            def passthrough(qty):
-                return qty
+        # Select on the 'scenario' dimension, if any
+        k1 = k0 / "scenario" + "1"
+        c.add(k1, "maybe_select", k0, indexers={"scenario": self.scenario})
 
-            self.adapt = passthrough
+        return k1
 
-    def __call__(self):
-        from genno.operator import load_file
 
-        return self.adapt(load_file(self.path, dims=rename_dims()))
+class MERtoPPP(MaybeAdaptR11Source):
+    """Provider of exogenous MERtoPPP data.
+
+    Parameters
+    ----------
+    source_kw :
+       Must include exactly the keys "measure" (must be "MERtoPPP") and "nodes" (the ID
+       of the node code list).
+    """
+
+    id = "transport MERtoPPP"
+    measures = {"MERtoPPP"}
+    filename = {"MERtoPPP": "mer-to-ppp.csv"}
 
 
 # Attempt to register each source; tolerate exceptions if the model is re-imported
diff --git a/message_ix_models/model/transport/demand.py b/message_ix_models/model/transport/demand.py
index 2c1b27dda5..abd946020c 100644
--- a/message_ix_models/model/transport/demand.py
+++ b/message_ix_models/model/transport/demand.py
@@ -12,6 +12,7 @@
 
 from message_ix_models.util import broadcast
 
+from . import files as exo
 from .key import (
     cg,
     cost,
@@ -96,7 +97,7 @@ def dummy(
     (("lambda:", "quantity_from_config", "config"), dict(name="lamda")),
     (("y::conv", "quantity_from_config", "config"), dict(name="year_convergence")),
     # Base passenger mode share (exogenous/reference data)
-    (ms + "base", "base_shares", "mode share:n-t:ref", n, t_modes, y),
+    (ms + "base", "base_shares", "mode share:n-t:exo", n, t_modes, y),
     # GDP expressed in PPP. The in the SSP(2024) input files, this conversion is already
     # applied, so no need to multiply by a mer_to_ppp factor here → simple alias.
     (gdp_ppp, gdp),
@@ -118,12 +119,7 @@ def dummy(
     (price, "smooth", price_sel1),
     # Interpolate speed data
     (
-        (
-            "speed:scenario-n-t-y:0",
-            "interpolate",
-            "speed:scenario-n-t-y:exo",
-            "y::coords",
-        ),
+        ("speed:scenario-n-t-y:0", "interpolate", exo.speed, "y::coords"),
         dict(kwargs=dict(fill_value="extrapolate")),
     ),
     # Select speed data
@@ -175,12 +171,7 @@ def dummy(
     # # Base freight activity from IEA EEI
     # ("iea_eei_fv", "fv:n-y:historical", quote("tonne-kilometres"), "config"),
     # Base year freight activity from file (n, t), with modes for the 't' dimension
-    (
-        "fv:n-t:historical",
-        "mul",
-        "freight mode share:n-t:ref",
-        "freight activity:n:ref",
-    ),
+    ("fv:n-t:historical", "mul", exo.mode_share_freight, exo.activity_freight),
     # …indexed to base-year values
     (gdp_index, "index_to", gdp_ppp, literal("y"), "y0"),
     (fv + "0", "mul", "fv:n-t:historical", gdp_index),
@@ -291,12 +282,7 @@ def _delta(qty: "AnyQuantity", y0: int) -> "AnyQuantity":
     c.add("pdt slope:n", "div", pdt["delta"] / "y", gdp["delta"] / "y")
 
     # Select 'elasticity' from "pdt elasticity:scenario-n:exo"
-    c.add(
-        "pdt elasticity:n",
-        "select",
-        "pdt elasticity:scenario-n:exo",
-        "indexers:scenario",
-    )
+    c.add("pdt elasticity:n", "select", exo.pdt_elasticity, "indexers:scenario")
 
     # Adjust GDP by multiplying by 'elasticity'
     c.add(gdp[2], "mul", gdp[1], "pdt elasticity:n")
diff --git a/message_ix_models/model/transport/disutility.py b/message_ix_models/model/transport/disutility.py
index 743d798fc8..b9aa3de3ef 100644
--- a/message_ix_models/model/transport/disutility.py
+++ b/message_ix_models/model/transport/disutility.py
@@ -2,6 +2,8 @@
 
 from genno import Key, Quantity, quote
 
+from . import files as exo
+
 if TYPE_CHECKING:
     from genno import Computer
 
@@ -22,7 +24,7 @@ def prepare_computer(c: "Computer") -> None:
     # Divide disutility per vehicle by annual driving distance per vehicle → disutility
     # per vehicle-km; convert to preferred units
     # TODO add "cg" dimension to ldv activity
-    k2 = c.add(key + "2", "div", k1, "ldv activity:n:exo")
+    k2 = c.add(key + "2", "div", k1, exo.activity_ldv)
     k3 = c.add(key + "3", "mul", k2, Quantity(1.0, units="vehicle / year"))
     k4 = c.add(key + "4", "convert_units", k3, units="USD / km")
 
diff --git a/message_ix_models/model/transport/factor.py b/message_ix_models/model/transport/factor.py
index 087cf8f881..a132085597 100644
--- a/message_ix_models/model/transport/factor.py
+++ b/message_ix_models/model/transport/factor.py
@@ -99,8 +99,13 @@ class Constant(Layer):
 
     operation = operator.mul
 
+    #: Units.
+    units: str = "dimensionless"
+
     def __init__(self, value: Union[float, Quantity], dims: Union[str, Sequence[str]]):
-        self.value = value if isinstance(value, Quantity) else Quantity(value)
+        self.value = (
+            value if isinstance(value, Quantity) else Quantity(value, units=self.units)
+        )
         self.dims = (
             tuple(re.split("[ -]", dims)) if isinstance(dims, str) else tuple(dims)
         )
@@ -416,13 +421,22 @@ def __call__(
     # “Total pdt (active mode) differences across SSPs”
     # This is implemented as the remaining share of PDT for "non-active" modes; that is,
     # once active modes are subtracted.
+    #
+    # NB (PNK) Disabled to avoid decreases in PDT/capita from 2025→2030 and
+    #    corresponding decrease in final energy input to transport. This should be
+    #    replaced with a more complete representation of active mobility that starts in
+    #    y₀ (or historical periods) and changes smoothly, rather than cutting in as of
+    #    2030.
+    #
     # TODO Implement SSP4 as "HIC=H, MIC=M, LIC=M"
     "pdt non-active": Factor(
         [
             Map(
                 "setting",
-                H=Constant(0.9, "n y"),
-                M=Constant(0.95, "n y"),
+                # H=Constant(0.9, "n y"),
+                # M=Constant(0.95, "n y"),
+                H=Constant(1.0, "n y"),
+                M=Constant(1.0, "n y"),
                 L=Constant(1.0, "n y"),
             ),
             OMIT_2025,
diff --git a/message_ix_models/model/transport/files.py b/message_ix_models/model/transport/files.py
index d64f825598..3f085cf8c4 100644
--- a/message_ix_models/model/transport/files.py
+++ b/message_ix_models/model/transport/files.py
@@ -1,77 +1,198 @@
+import logging
+from functools import lru_cache
 from pathlib import Path
 from typing import TYPE_CHECKING, List, Optional, Tuple, Union
 
 from genno import Key
 
+from message_ix_models.util import package_data_path
+from message_ix_models.util.ixmp import get_reversed_rename_dims
+
 from .key import pdt_cap
 
 if TYPE_CHECKING:
     import genno
+    import pint
+    import sdmx.message
+    import sdmx.model.common
     from genno.core.key import KeyLike
+    from sdmx.model.common import ConceptScheme
 
     from message_ix_models import Context
 
+log = logging.getLogger(__name__)
+
+
 #: List of all :class:`.ExogenousDataFile`.
 FILES: List["ExogenousDataFile"] = []
 
 
 class ExogenousDataFile:
-    """Information about exogenous data expected in a file."""
+    """Exogenous/input data for MESSAGEix-Transport expected in a file.
+
+    .. todo::
+       - Generate documentation (docstrings or snippets) in reStructuredText format.
+       - Accept an argument that sets :attr:`dfd` directly; skip handling other
+         arguments.
+       - Annotate certain dimensions as optional; expand :meth:`.add_tasks` to
+         automatically handle insertion of these dimensions.
+       - Merge with, or make a subclass of, :class:`.ExoData`.
+
+    Parameters
+    ----------
+    name : str
+        Name of the data flow.
+    units : str
+        Units for observations in the data flow.
+    key : KeyLike, optional
+        Key at which the data from the file will be present in a :class:`.Computer`.
+    dims : tuple of str, optional
+        Dimensions of the data.
+    path : str or tuple of str, optional
+        Path at which the file is located. If not supplied, :attr:`path` is constructed
+        from `key`, `dims`, and the tag "exo".
+    description : str, optional
+        Human-readable description of the data flow, including any notes about required
+        properties or contents or methods used to handle the data.
+    required : bool, optional
+        If :any:`True` (the default), the file **must** be present for the build to
+        succeed.
+    """
+
+    #: :class:`sdmx.Dataflow <sdmx.model.common.BaseDataflowDefinition>` describing the
+    #: input data flow.
+    df: "sdmx.model.common.BaseDataflowDefinition"
+
+    # Access to annotations of DFD
+    @property
+    def key(self) -> Key:
+        """:class:`genno.Key`, including preferred dimensions."""
+        return Key(str(self.df.get_annotation(id="genno-key").text))
 
-    #: Parts of the path.
-    parts: Tuple[str, ...]
+    @property
+    def path(self) -> Path:
+        """Path fragment for the location of a file containing the data."""
+        return Path(str(self.df.get_annotation(id="file-path").text))
 
-    #: Key, including preferred dimensions.
-    key: Key
+    @property
+    def required(self) -> bool:
+        """:any:`True` if the data must be present for :func:`.transport.build.main`."""
+        return self.df.eval_annotation(id="required-for-build")
 
-    #: Documentation/description of the data flow.
-    doc: Optional[str]
+    @property
+    def units(self) -> "pint.Unit":
+        """Preferred units."""
+        import pint
 
-    required: bool = True
+        return pint.get_application_registry().Unit(
+            self.df.eval_annotation(id="preferred-units")
+        )
 
     def __init__(
         self,
-        parts: Union[str, Tuple[str, ...]],
-        key: Optional["KeyLike"] = None,
-        doc: Optional[str] = None,
-        required: bool = True,
         *,
+        name: str,
+        units: str,
+        key: Optional["KeyLike"] = None,
         dims: Optional[Tuple[str, ...]] = None,
+        path: Union[str, Tuple[str, ...], None] = None,
+        description: Optional[str] = None,
+        required: bool = True,
     ):
-        self.parts = (parts,) if isinstance(parts, str) else parts
-        self.parts = self.parts[:-1] + (self.parts[-1] + ".csv",)
-        self.doc = doc
-        self.required = required
+        import pint
+        from sdmx.model.common import Annotation
+        from sdmx.model.v21 import DataflowDefinition, DataStructureDefinition
+
+        # Collection of annotations for the data flow
+        anno = [Annotation(id="required-for-build", text=repr(required))]
+
+        # Handle `path` argument
+        if isinstance(path, str):
+            path = Path(path)
+        elif path:
+            path = Path(*path)
+
+        # Parse and store units
+        ureg = pint.get_application_registry()
+        try:
+            units = ureg.Unit(units)
+        except Exception as e:
+            log.info(f"Replace units {units!r} with 'dimensionless' due to {e}")
+            units = ureg.dimensionless
+        anno.append(Annotation(id="preferred-units", text=f"{units}"))
 
         if not key:
             # Determine from file path
-            name = " ".join(Path(*self.parts).with_suffix("").parts).replace("-", " ")
-            self.key = Key(name, dims or (), "exo")
+            key = Key(" ".join(path.parts).replace("-", " "), dims or (), "exo")
         else:
             # Convert to Key object
-            self.key = Key(key)
-            if dims:
-                assert dims == self.key.dims
+            key = Key(key)
 
-        # Add to the list of FILES
-        if not any(f.key == self.key for f in FILES):
-            FILES.append(self)
+            if path is None:
+                path = Path(key.name.replace(" ", "-"))
+
+        anno.append(Annotation(id="genno-key", text=str(key)))
+
+        path = path.with_suffix(".csv")
+        anno.append(Annotation(id="file-path", text=str(path)))
+
+        # Retrieve the shared concept scheme
+        common = common_structures()
+        cs: "ConceptScheme" = common.concept_scheme["CS_MESSAGE_TRANSPORT"]
+        # Reuse its properties for maintainable artefacts
+        kw = dict(
+            maintainer=cs.maintainer,
+            version=cs.version,
+            is_final=cs.is_final,
+            is_external_reference=cs.is_external_reference,
+        )
+
+        # SDMX IDs for the data flow and data structure
+        name_for_id = key.name.upper().replace(" ", "_")
+        df_id = f"DF_{name_for_id}"
+        ds_id = f"DS_{name_for_id}"
+
+        # Create a data structure definition
+        dsd = DataStructureDefinition(id=ds_id, **kw, name=f"Structure of {df_id}")
+
+        # Add dimensions
+        dims = get_reversed_rename_dims()
+        for dim in key.dims:
+            # Symbol ('n') → Dimension ID ('node') → upper case
+            dim_id = dims.get(dim, dim).upper()
+            # Add to the concept scheme
+            concept = cs.setdefault(id=dim_id)
+            # Add the dimension to the DSD
+            dsd.dimensions.getdefault(id=dim_id, concept_identity=concept)
+
+        if description is not None:
+            desc = f"{description.strip()}\n\n"
+        else:
+            desc = ""
+        desc += "Input data for MESSAGEix-Transport."
+
+        # Create and store a data flow definition
+        self.df = DataflowDefinition(
+            id=df_id, **kw, name=name, description=desc, structure=dsd, annotations=anno
+        )
 
     # Does nothing except ensure callable(…) == True for inspection by genno
     def __call__(self): ...
 
     def __repr__(self) -> str:
-        return f"<ExogenousDataFile {'/'.join(self.parts)} → {self.key}>"
+        return f"<ExogenousDataFile {self.path} → {self.key}>"
 
     def add_tasks(
         self, c: "genno.Computer", *args, context: "Context"
     ) -> Tuple["KeyLike", ...]:
+        """Prepare `c` to read data from a file like :attr:`.path`."""
         from message_ix_models.util.ixmp import rename_dims
 
         from .util import path_fallback
 
+        # Identify the path
         try:
-            path = path_fallback(context, *self.parts)
+            path = path_fallback(context, self.path)
         except FileNotFoundError:
             if self.required:
                 raise
@@ -86,60 +207,335 @@ def add_tasks(
         c.add("load_file", path, key=self.key, dims=dims, name=self.key.name)
         return (self.key,)
 
+    def generate_csv_template(self) -> Path:
+        """Generate a CSV template file."""
+        raise NotImplementedError
+        # 1. In the current format.abs
+        # 2. In SDMX-CSV.
+        # dm = DataMessage()
+        # dm.data.append(DataSet(structure))
+        # template =
+
+
+def add(*, replace: bool = False, **kwargs):
+    """Add or replace an entry in :data:`FILES`.
 
-ExogenousDataFile(
-    "pdt-cap-ref",
-    (pdt_cap / "y") + "ref",
-    "Reference (historical) PDT per capita",
+    Parameters
+    ----------
+    replace : bool, *optional*
+        If :any:`True`, replace any existing entry in :data:`FILES` that targets an
+        equivalent key to the one implied by `kwargs`. Otherwise (default), raise an
+        exception.
+    kwargs :
+        Passed on to :class:`ExogenousDataFile`.
+    """
+    edf = ExogenousDataFile(**kwargs)
+
+    if duplicate := list(filter(lambda x: x[1].key == edf.key, enumerate(FILES))):
+        i, existing = duplicate[0]
+        if replace:
+            log.info(f"Replace existing entry for {existing.key} at index {i}")
+            FILES[i] = edf
+        else:
+            raise RuntimeError(f"Definition of {edf} duplicates existing {existing}")
+    else:
+        # Add to the list of FILES
+        FILES.append(edf)
+
+    return edf.key
+
+
+@lru_cache()
+def common_structures() -> "sdmx.message.StructureMessage":
+    """Return common structures for use in the current module."""
+    from importlib.metadata import version
+
+    from packaging.version import parse
+    from sdmx.message import StructureMessage
+    from sdmx.model.common import ConceptScheme
+
+    from message_ix_models.util.sdmx import read
+
+    # Create a shared concept scheme with…
+    # - Same maintainer "IIASA_ECE" as in "IIASA_ECE:AGENCIES".
+    # - Version based on the current version of message_ix_models.
+    # - Final and not an external reference
+    cs = ConceptScheme(
+        id="CS_MESSAGE_TRANSPORT",
+        maintainer=read("IIASA_ECE:AGENCIES")["IIASA_ECE"],
+        version=parse(version("message_ix_models")).base_version,
+        is_final=False,
+        is_external_reference=False,
+    )
+
+    # Return encapsulated in a StructureMessage
+    sm = StructureMessage()
+    sm.add(cs)
+    return sm
+
+
+def collect_structures() -> "sdmx.message.StructureMessage":
+    """Collect all SDMX data structures from :data:`FILES` and store.
+
+    The structural metadata are written to :file:`transport-in.xml`.
+    """
+    from message_ix_models.util.sdmx import write
+
+    sm = common_structures()
+
+    for file in FILES:
+        # Add both the DFD and DSD
+        sm.add(file.df)
+        sm.add(file.df.structure)
+
+    write(sm, basename="transport-in")
+
+    return sm
+
+
+def read_structures() -> "sdmx.message.StructureMessage":
+    """Read structural metadata from :file:`transport-in.xml`."""
+    import sdmx
+
+    with open(package_data_path("sdmx", "transport-in.xml"), "rb") as f:
+        return sdmx.read_sdmx(f)
+
+
+activity_freight = add(
+    key="freight activity:n:exo",
+    name="Freight transport activity",
+    units="Gt / km",
+)
+
+activity_ldv = add(
+    key="ldv activity:n:exo",
+    name="Activity (driving distance) per light duty vehicle",
+    units="km / year",
 )
 
-ExogenousDataFile("disutility", "disutility:n-cg-t-y:per vehicle", "LDV disutility")
-ExogenousDataFile("demand-scale", dims=("n", "y"))
-ExogenousDataFile(
-    "energy-other",
-    "energy:c-n:transport other",
-    "2020 demand for other transport energy",
+pdt_cap_ref = add(
+    key=(pdt_cap / "y") + "ref",
+    path="pdt-cap-ref",
+    name="Reference (historical) passenger distance travelled per capita",
+    units="km / year",
+)
+
+disutility = add(
+    key="disutility:n-cg-t-y:per vehicle",
+    name="Disutility cost of LDV usage",
+    units="kUSD / vehicle",
+)
+
+demand_scale = add(
+    key="demand-scale:n-y",
+    name="Scaling of total demand relative to base year levels",
+    units="dimensionless",
+)
+
+energy_other = add(
+    key="energy:c-n:transport other",
+    path="energy-other",
+    name="2020 demand for other transport energy",
+    units="TJ",
     required=False,
 )
-ExogenousDataFile("fuel-emi-intensity", dims=("c", "e"))
-ExogenousDataFile("freight-activity", "freight activity:n:ref")
-ExogenousDataFile("freight-mode-share-ref", "freight mode share:n-t:ref")
-ExogenousDataFile(("ikarus", "availability"), dims=("source", "t", "c", "y"))
-ExogenousDataFile(("ikarus", "fix_cost"), dims=("source", "t", "c", "y"))
-ExogenousDataFile(("ikarus", "input"), dims=("source", "t", "c", "y"))
-ExogenousDataFile(("ikarus", "inv_cost"), dims=("source", "t", "c", "y"))
-ExogenousDataFile(("ikarus", "technical_lifetime"), dims=("source", "t", "c", "y"))
-ExogenousDataFile(("ikarus", "var_cost"), dims=("source", "t", "c", "y"))
-ExogenousDataFile("input-base", "input:t-c-h:base", "Base model input efficiency")
-ExogenousDataFile("ldv-activity", "ldv activity:n:exo", "LDV activity")
-ExogenousDataFile("ldv-class", dims=("n", "vehicle_class"), required=False)
-ExogenousDataFile("ldv-input-adj", dims=("n", "scenario"))
-ExogenousDataFile(
-    "ldv-input-ref",
-    "fuel economy:nl-m:ldv+ref",
-    "Reference fuel economy for LDVs",
+
+fuel_emi_intensity = add(
+    key="fuel-emi-intensity:c-e",
+    name="Carbon emissions intensity of fuel use",
+    description="""Values are in GWP-equivalent mass of carbon, not in mass of the
+emissions species.""",
+    units="tonne / kWa",
+)
+
+lifetime_ldv = add(
+    key="lifetime:nl-yv:ldv+exo",
+    path="lifetime-ldv",
+    name="Technical lifetime (maximum age) of LDVs",
+    description="""Values are filled forwards. In MESSAGE(V)-Transport, this quantity
+had the additional dimension of driver_type, and values were 20 years for
+driver_type='average', 15 y for 'moderate', and 10 y for 'frequent'.""",
+    units="year",
+)
+
+mode_share_freight = add(
+    key="freight mode share:n-t:exo",
+    path="freight-mode-share-ref",
+    name="Mode shares of freight activity in the model base period",
+    units="dimensionless",
+)
+
+ikarus_availability = add(
+    path=("ikarus", "availability"),
+    dims=("source", "t", "c", "y"),
+    name="Availability of non-LDV transport technologies",
+    description="""- 'source' is either "IKARUS" or "Krey/Linßen".""",
+    units="km / a",
+)
+
+ikarus_fix_cost = add(
+    path=("ikarus", "fix_cost"),
+    dims=("source", "t", "c", "y"),
+    name="Fixed cost of non-LDV transport technologies",
+    description="Costs are per vehicle.",
+    units="kEUR_2000",
+)
+
+ikarus_input = add(
+    path=("ikarus", "input"),
+    dims=("source", "t", "c", "y"),
+    name="Input energy intensity of non-LDV transport technologies",
+    units="GJ / (100 vehicle km)",
+)
+
+ikarus_inv_cost = add(
+    path=("ikarus", "inv_cost"),
+    dims=("source", "t", "c", "y"),
+    name="Investment/capital cost of non-LDV transport technologies",
+    units="MEUR_2000",
+)
+
+ikarus_technical_lifetime = add(
+    path=("ikarus", "technical_lifetime"),
+    dims=("source", "t", "c", "y"),
+    name="Technical lifetime of non-LDV transport technologies",
+    units="year",
+)
+
+ikarus_var_cost = add(
+    path=("ikarus", "var_cost"),
+    dims=("source", "t", "c", "y"),
+    name="Variable cost of non-LDV transport technologies",
+    units="EUR_2000 / (100 vehicle km)",
+)
+
+input_base = add(
+    path="input-base",
+    key="input:t-c-h:base",
+    name="Base model input efficiency",
+    units="GWa",
+)
+
+age_ldv = add(
+    path="ldv-age",
+    key="age:n-t-y:ldv+exo",
+    name="Mean age of LDVs as of the model base period",
+    units="years",
+)
+
+class_ldv = add(
+    path="ldv-class",
+    dims=("n", "vehicle_class"),
+    name="Share of light-duty vehicles by class",
+    units="dimensionless",
     required=False,
 )
-ExogenousDataFile(
-    "ldv-new-capacity",
-    "cap_new:nl-t-yv:ldv+exo",
-    "New capacity values for LDVs",
+
+input_adj_ldv = add(
+    key="ldv input adj:n-scenario:exo",
+    name="Calibration factor for LDV fuel economy",
+    units="dimensionless",
+)
+
+input_ref_ldv = add(
+    path="ldv-input-ref",
+    key="fuel economy:nl-m:ldv+ref",
+    name="Reference fuel economy for LDVs",
+    units="GWa / (Gvehicle km)",
+    required=False,
+)
+
+cap_new_ldv = add(
+    path="ldv-new-capacity",
+    key="cap_new:nl-t-yv:ldv+exo",
+    name="New capacity values for LDVs",
+    description="""Applied as historical_new_capacity and bound_new_capacity_{lo,up}
+values for LDVs""",
+    units="MVehicle",
+    required=False,
+)
+
+t_share_ldv = add(
+    path="ldv-t-share",
+    key="tech share:n-t:ldv+exo",
+    name="Share of total stock for LDV technologies",
+    description="""
+- Values must sum to 1 across the 't' dimension.
+- Technology codes annotated "historical-only: True" (e.g. ICE_L_ptrp) must be omitted
+  or have zero values. If not, incompatible/infeasible constraint values are created.
+""",
+    units="dimensionless",
+)
+
+act_non_ldv = add(
+    path="act-non_ldv.csv",
+    key="activity:n-t-y:non-ldv+exo",
+    name="Fixed activity of non-LDV technologies.",
+    units="dimensionless",
+)
+
+load_factor_ldv = add(
+    key="load factor ldv:scenario-n-y:exo",
+    name="Load factor (occupancy) of LDVs",
+    description="""Units are implicity passengers per vehicle.""",
+    units="dimensionless",
+)
+
+load_factor_nonldv = add(
+    key="load factor nonldv:t:exo",
+    name="Load factor (occupancy) of non-LDV passenger vehicles",
+    units="passenger / vehicle",
+)
+
+pop_share_attitude = add(
+    path=("ma3t", "attitude"),
+    dims=("attitude",),
+    name="Share of population by technology propensity/attitude",
+    units="dimensionless",
+)
+
+pop_share_driver = add(
+    path=("ma3t", "driver"),
+    dims=("census_division", "area_type", "driver_type"),
+    name="Share of population by driver type, census_division, and area_type",
+    description="""Values sum to roughly 1 across 'area_type' for each combination of
+other dimensions.""",
+    units="dimensionless",
+)
+
+pop_share_cd_at = add(
+    path=("ma3t", "population"),
+    dims=("census_division", "area_type"),
+    name="Share of population by census division and area type",
+    description="Values sum to roughly 1 across 'area_type' for each census_division.",
+    units="dimensionless",
+)
+
+mer_to_ppp = add(
+    key="mer to ppp:n-y",
+    name="Convertion from market exchange rate (MER) to PPP",
+    units="dimensionless",
     required=False,
 )
-ExogenousDataFile(
-    "load-factor-ldv",
-    doc="Load factor (occupancy) of LDVs",
-    dims=("scenario", "n", "y"),
+
+pdt_elasticity = add(
+    key="pdt elasticity:scenario-n:exo",
+    name="“Elasticity” of PDT-capita with respect to GDP",
+    units="dimensionless",
 )
-ExogenousDataFile(
-    "load-factor-nonldv", doc="Load factor (occupancy) of non-LDV vehicles", dims=("t",)
+
+population_suburb_share = add(
+    key="population suburb share:n-y:exo",
+    name="Share of MSA population that is suburban",
+    units="dimensionless",
+    required=False,
 )
-ExogenousDataFile(("ma3t", "attitude"), dims=("attitude",))
-ExogenousDataFile(
-    ("ma3t", "driver"), dims=("census_division", "area_type", "driver_type")
+
+speed = add(
+    key="speed:scenario-n-t-y:exo",
+    name="Vehicle speed",
+    description="""
+- This is the mean value for all vehicles of all technologies for the given mode.
+- The code that handles this file interpolates on the ‘year’ dimension.""",
+    units="km / hour",
 )
-ExogenousDataFile(("ma3t", "population"), dims=("census_division", "area_type"))
-ExogenousDataFile("mer-to-ppp", dims=("n", "y"), required=False)
-ExogenousDataFile("pdt-elasticity", dims=("scenario", "n"))
-ExogenousDataFile("population-suburb-share", dims=("n", "y"), required=False)
-ExogenousDataFile("speed", dims=("scenario", "n", "t", "y"))
diff --git a/message_ix_models/model/transport/groups.py b/message_ix_models/model/transport/groups.py
index afe30d4301..e078c9ff2a 100644
--- a/message_ix_models/model/transport/groups.py
+++ b/message_ix_models/model/transport/groups.py
@@ -16,20 +16,19 @@
 
 def prepare_computer(c: "Computer") -> None:
     """Prepare `rep` for calculating transport consumer groups."""
+    from . import files as exo
     from .key import cg, pop_at
 
     c.add("indexers:n-cd", "indexers_n_cd", "config")
     # Population shares by area_type
     c.add(pop_at, urban_rural_shares, "population:n-y", "config")
     # Exogenous data for consumer group sizes
-    keys = c.infer_keys(
-        [
-            "population suburb share:*:exo",
-            "ma3t attitude:*:exo",
-            "ma3t driver:*:exo",
-            "ma3t population:*:exo",
-        ]
-    )
+    keys = [
+        exo.population_suburb_share,
+        exo.pop_share_attitude,
+        exo.pop_share_driver,
+        exo.pop_share_cd_at,
+    ]
     c.add(cg, cg_shares, pop_at, *keys, "indexers:n-cd", "indexers:cg")
 
 
diff --git a/message_ix_models/model/transport/ldv.py b/message_ix_models/model/transport/ldv.py
index ac7381aa03..de9cc71ea2 100644
--- a/message_ix_models/model/transport/ldv.py
+++ b/message_ix_models/model/transport/ldv.py
@@ -2,24 +2,21 @@
 
 import logging
 from collections import defaultdict
-from functools import lru_cache, partial
-from operator import itemgetter, le
+from functools import lru_cache
 from typing import TYPE_CHECKING, Any, Dict, List, Mapping, cast
 
 import genno
 import pandas as pd
-from genno import Computer, quote
-from genno.operator import load_file
+from genno import Computer, Key, KeySeq
 from message_ix import make_df
 from openpyxl import load_workbook
 from sdmx.model.v21 import Code
 
 from message_ix_models.model import disutility
 from message_ix_models.model.structure import get_codes
+from message_ix_models.tools import exo_data
 from message_ix_models.util import (
     ScenarioInfo,
-    adapt_R11_R12,
-    adapt_R11_R14,
     broadcast,
     cached,
     check_support,
@@ -30,8 +27,9 @@
     package_data_path,
     same_node,
 )
-from message_ix_models.util.ixmp import rename_dims
 
+from . import files as exo
+from .data import MaybeAdaptR11Source
 from .emission import ef_for_input
 from .operator import extend_y
 from .util import input_commodity_level
@@ -44,6 +42,31 @@
 log = logging.getLogger(__name__)
 
 
+@exo_data.register_source
+class LDV(MaybeAdaptR11Source):
+    """Provider of exogenous data on LDVs
+
+    Parameters
+    ----------
+    source_kw :
+       Must include exactly the keys "measure" (must be one of "fuel economy",
+       "fix_cost", or "inv_cost"), "nodes", and "scenario".
+    """
+
+    id = __name__
+    measures = {"inv_cost", "fuel economy", "fix_cost"}
+    filename = {
+        "inv_cost": "ldv-inv_cost.csv",
+        "fuel economy": "ldv-fuel-economy.csv",
+        "fix_cost": "ldv-fix_cost.csv",
+    }
+
+    def __init__(self, source, source_kw) -> None:
+        super().__init__(source, source_kw)
+        # Use "exo" tag on the target key, to align with existing code in this module
+        self.key = Key(f"ldv {self.measure}:n-t-y:exo")
+
+
 def prepare_computer(c: Computer):
     """Set up `c` to compute techno-economic data for light-duty-vehicle technologies.
 
@@ -57,6 +80,7 @@ def prepare_computer(c: Computer):
     In both cases, :func:`get_constraints` is used to generate constraints.
     """
     from genno import Key
+    from genno.core.attrseries import AttrSeries
 
     from . import factor
 
@@ -65,21 +89,20 @@ def prepare_computer(c: Computer):
     source = config.data_source.LDV
     info = config.base_model_info
 
-    # Add all the following computations, even if they will not be used
-    k1 = Key("US-TIMES MA3T")
-    c.add(k1 + "R11", read_USTIMES_MA3T_2, None, quote("R11"))
-
-    # Operator for adapting R11 data
-    adapt = {"R12": adapt_R11_R12, "R14": adapt_R11_R14}.get(context.model.regions)
-    if adapt:
-        c.add(k1 + "exo", adapt, k1 + "R11")  # Adapt
-    else:
-        c.add(k1 + "exo", k1 + "R11")  # Alias
-
-    # Extract the separate quantities
-    for name in TABLES:
-        k2 = Key(f"ldv {name}:n-t-y:exo")
-        c.add(k2, itemgetter(name), k1 + "exo")
+    # Use .tools.exo_data.prepare_computer() to add task that load, adapt, and select
+    # the appropriate data
+    for measure in LDV.measures:
+        exo_data.prepare_computer(
+            context,
+            c,
+            source=__name__,
+            source_kw=dict(
+                measure=measure,
+                nodes=context.model.regions,
+                scenario=str(config.ssp),
+            ),
+            strict=False,
+        )
 
     # Insert a scaling factor that varies according to SSP
     k_fe = Key("ldv fuel economy:n-t-y")
@@ -99,12 +122,7 @@ def prepare_computer(c: Computer):
 
     # Multiply by values from ldv-input-adj.csv. See file comment. Drop the 'scenario'
     # dimension; there is only one value in the file per 'n'.
-    c.add(
-        "ldv input adj:n",
-        "sum",
-        "ldv input adj:n-scenario:exo",
-        dimensions=["scenario"],
-    )
+    c.add("ldv input adj:n", "sum", exo.input_adj_ldv, dimensions=["scenario"])
     c.add(k_eff + "adj", "mul", k_eff + "adj+0", "ldv input adj:n")
 
     # Select a task for the final step that computes "ldv::ixmp"
@@ -139,52 +157,82 @@ def prepare_computer(c: Computer):
     # Insert a scaling factor that varies according to SSP
     c.apply(factor.insert, lf_ny + "0", name="ldv load factor", target=lf_ny)
 
-    keys = [
-        c.add("ldv tech::ixmp", *final),
-        c.add(
-            "ldv usage::ixmp",
-            usage_data,
-            lf_ny,
-            "cg",
-            "n::ex world",
-            "t::transport LDV",
-            "y::model",
-        ),
-        c.add("ldv constraints::ixmp", constraint_data, "context"),
-        c.add(
-            "ldv capacity_factor::ixmp",
-            capacity_factor,
-            "ldv activity:n:exo",
-            "t::transport LDV",
-            "y",
-            "broadcast:y-yv-ya",
-        ),
-    ]
+    # Keys to be included in combined data
+    keys = []
 
-    # Add data from file ldv-new-capacity.csv
-    try:
-        k = Key(c.full_key("cap_new::ldv+exo"))
-    except KeyError:
-        pass  # No such file in this configuration
-    else:
-        kw: Dict[str, Any] = dict(
-            dims=dict(node_loc="nl", technology="t", year_vtg="yv"), common={}
-        )
+    t_ldv = "t::transport LDV"
+
+    # Extend (forward fill) lifetime to cover all periods
+    c.add(exo.lifetime_ldv + "0", "extend_y", exo.lifetime_ldv, "y", dim="yv")
+    # Broadcast to all nodes
+    c.add(
+        "lifetime:nl-yv:ldv",
+        "broadcast_n",
+        exo.lifetime_ldv + "0",
+        "n::ex world",
+        dim="nl",
+    )
+    # Broadcast to all LDV technologies
+    # TODO Use a named operator like genno.operator.expand_dims, instead of the method
+    #      of the AttrSeries class
+    c.add("lifetime:nl-t-yv:ldv", AttrSeries.expand_dims, "lifetime:nl-yv:ldv", t_ldv)
+    # Convert to MESSAGE data structure
+    keys.append(Key("technical_lifetime::ldv+ixmp"))
+    c.add(
+        keys[-1],
+        "as_message_df",
+        "lifetime:nl-t-yv:ldv",
+        name=keys[-1].name,
+        dims=dict(node_loc="nl", technology="t", year_vtg="yv"),
+        common={},
+    )
 
+    # Add further keys for MESSAGE-structured data
+    # Techno-economic attributes
+    keys.append("ldv tech::ixmp")
+    c.add(keys[-1], *final)
+    # Usage
+    keys.append("ldv usage::ixmp")
+    c.add(keys[-1], usage_data, lf_ny, "cg", "n::ex world", t_ldv, "y::model")
+    # Constraints
+    keys.append("ldv constraints::ixmp")
+    c.add(keys[-1], constraint_data, "context")
+    # Capacity factor
+    keys.append("ldv capacity_factor::ixmp")
+    c.add(keys[-1], capacity_factor, exo.activity_ldv, t_ldv, "y", "broadcast:y-yv-ya")
+
+    # Calculate base-period CAP_NEW and historical_new_capacity (‘sales’)
+    if config.ldv_stock_method == "A":
+        # Data from file ldv-new-capacity.csv
+        try:
+            k = Key(c.full_key("cap_new::ldv+exo"))
+        except KeyError:
+            pass  # No such file in this configuration
+    elif config.ldv_stock_method == "B":
+        k = c.apply(stock)
+
+    kw: Dict[str, Any] = dict(
+        dims=dict(node_loc="nl", technology="t", year_vtg="yv"), common={}
+    )
+    if k:
         # historical_new_capacity: select only data prior to y₀
         kw.update(name="historical_new_capacity")
         y_historical = list(filter(lambda y: y < info.y0, info.set["year"]))
         c.add(k + "1", "select", k, indexers=dict(yv=y_historical))
         keys.append(c.add("ldv hnc::ixmp", "as_message_df", k + "1", **kw))
 
-        # bound_new_capacity_{lo,up}: select only data from y₀ and later
+        # CAP_NEW/bound_new_capacity_{lo,up}
+        # - Select only data from y₀ and later.
+        # - Discard values for ICE_conv.
+        #   TODO Do not hard code this label; instead, identify the technology with the
+        #   largest share and avoid setting constraints on it.
+        # - Add both upper and lower constraints to ensure the solution contains exactly
+        #   the given value.
         c.add(k + "2", "select", k, indexers=dict(yv=info.Y))
-        for s in "lo", "up":
+        c.add(k + "3", "select", k + "2", indexers=dict(t=["ICE_conv"]), inverse=True)
+        for s in ("lo", "up"):
             kw.update(name=f"bound_new_capacity_{s}")
-            keys.append(c.add(f"ldv bnc_{s}::ixmp", "as_message_df", k + "2", **kw))
-
-    # TODO add bound_activity constraints for first year given technology shares
-    # TODO add historical_new_capacity for period prior to to first year
+            keys.append(c.add(f"ldv bnc_{s}::ixmp", "as_message_df", k + "3", **kw))
 
     k_all = "transport ldv::ixmp"
     c.add(k_all, "merge_data", *keys)
@@ -267,21 +315,6 @@ def read_USTIMES_MA3T(nodes: List[str], subdir=None) -> Mapping[str, "AnyQuantit
     return qty
 
 
-def read_USTIMES_MA3T_2(nodes: Any, subdir=None) -> Dict[str, "AnyQuantity"]:
-    """Same as :func:`read_USTIMES_MA3T`, but from CSV files."""
-    result = {}
-    for name in "fix_cost", "fuel economy", "inv_cost":
-        result[name] = load_file(
-            path=package_data_path(
-                "transport", subdir or "", f"ldv-{name.replace(' ', '-')}.csv"
-            ),
-            dims=rename_dims(),
-            name=name,
-        ).ffill("y")
-
-    return result
-
-
 def get_USTIMES_MA3T(
     context, efficiency: "AnyQuantity", inv_cost: "AnyQuantity", fix_cost: "AnyQuantity"
 ) -> Dict[str, pd.DataFrame]:
@@ -308,7 +341,6 @@ def get_USTIMES_MA3T(
 
     # Retrieve configuration and ScenarioInfo
     config: "Config" = context.transport
-    technical_lifetime = config.ldv_lifetime["average"]
     info = config.base_model_info
     spec = config.spec
 
@@ -322,7 +354,8 @@ def get_USTIMES_MA3T(
     data = dict(efficiency=efficiency, inv_cost=inv_cost, fix_cost=fix_cost)
 
     # Years to include
-    target_years = list(filter(partial(le, 2010), info.set["year"]))
+    # FIXME Avoid hard-coding this period
+    target_years = list(filter(lambda y: 1995 <= y, info.set["year"]))
     # Extend over missing periods in the model horizon
     data = {name: extend_y(qty, target_years) for name, qty in data.items()}
 
@@ -381,11 +414,6 @@ def _io_units(t, c, l):  # noqa: E741
         .pipe(same_node)
     )
 
-    # Add technical lifetimes
-    result.update(
-        make_matched_dfs(base=result["output"], technical_lifetime=technical_lifetime)
-    )
-
     # Transform costs
     for name in "fix_cost", "inv_cost":
         base = data[name].to_series().reset_index()
@@ -533,6 +561,15 @@ def constraint_data(context) -> Dict[str, pd.DataFrame]:
             name, value=value, year_act=years, time="year", unit="-"
         ).pipe(broadcast, node_loc=info.N[1:], technology=constrained)
 
+        if bound == "lo":
+            continue
+
+        # Add initial_activity_up values allowing usage to begin in any period
+        name = f"initial_activity_{bound}"
+        data[name] = make_df(
+            name, value=1e6, year_act=years, time="year", unit="-"
+        ).pipe(broadcast, node_loc=info.N[1:], technology=constrained)
+
     # Prevent new capacity from being constructed for techs annotated
     # "historical-only: True"
     historical_only_techs = list(
@@ -546,6 +583,63 @@ def constraint_data(context) -> Dict[str, pd.DataFrame]:
     return data
 
 
+def stock(c: Computer) -> Key:
+    """Prepare `c` to compute base-period stock and historical sales."""
+    from .key import ldv_ny
+
+    k = KeySeq("stock:n-y:ldv")
+
+    # - Divide total LDV activity by (1) annual driving distance per vehicle and (2)
+    #   load factor (occupancy) to obtain implied stock.
+    # - Correct units: "load factor ldv:n-y" is dimensionless, should be
+    #   passenger/vehicle
+    # - Select only the base-period value.
+    c.add(k[0], "div", ldv_ny + "total", exo.activity_ldv)
+    c.add(k[1], "div", k[0], "load factor ldv:n-y")
+    c.add(k[2], "div", k[1], genno.Quantity(1.0, units="passenger / vehicle"))
+    c.add(k[3] / "y", "select", k[2], "y0::coord")
+
+    # Multiply by exogenous technology shares to obtain stock with (n, t) dimensions
+    c.add("stock:n-t:ldv", "mul", k[3] / "y", exo.t_share_ldv)
+
+    # TODO Move the following 4 calls to .build.add_structure() or similar
+    # Identify the subset of periods up to and including y0
+    c.add(
+        "y::to y0",
+        lambda periods, y0: dict(y=list(filter(lambda y: y <= y0, periods))),
+        "y",
+        "y0",
+    )
+    # Convert duration_period to Quantity
+    c.add("duration_period:y", "duration_period", "info")
+    # Duration_period up to and including y0
+    c.add("duration_period:y:to y0", "select", "duration_period:y", "y::to y0")
+    # Groups for aggregating annual to period data
+    c.add("y::annual agg", "groups_y_annual", "duration_period:y")
+
+    # Fraction of sales in preceding years (annual, not MESSAGE 'year' referring to
+    # multi-year periods)
+    c.add("sales fraction:n-t-y:ldv", "sales_fraction_annual", exo.age_ldv)
+    # Absolute sales in preceding years
+    c.add("sales:n-t-y:ldv+annual", "mul", "stock:n-t:ldv", "sales fraction:n-t-y:ldv")
+    # Aggregate to model periods; total sales across the period
+    c.add(
+        "sales:n-t-y:ldv+total",
+        "aggregate",
+        "sales:n-t-y:ldv+annual",
+        "y::annual agg",
+        keep=False,
+    )
+    # Divide by duration_period for the equivalent of CAP_NEW/historical_new_capacity
+    c.add("sales:n-t-y:ldv", "div", "sales:n-t-y:ldv+total", "duration_period:y")
+
+    # Rename dimensions to match those expected in prepare_computer(), above
+    k = Key("sales:nl-t-yv:ldv")
+    c.add(k, "rename_dims", "sales:n-t-y:ldv", name_dict={"n": "nl", "y": "yv"})
+
+    return k
+
+
 def usage_data(
     load_factor: "AnyQuantity",
     cg: List["Code"],
diff --git a/message_ix_models/model/transport/non_ldv.py b/message_ix_models/model/transport/non_ldv.py
index 1482b7e898..9b2dc6f39b 100644
--- a/message_ix_models/model/transport/non_ldv.py
+++ b/message_ix_models/model/transport/non_ldv.py
@@ -23,6 +23,7 @@
     same_time,
 )
 
+from . import files as exo
 from .emission import ef_for_input
 
 if TYPE_CHECKING:
@@ -56,6 +57,7 @@
 
 
 def prepare_computer(c: Computer):
+    from . import files as exo
     from .key import n, t_modes, y
 
     context: "Context" = c.graph["context"]
@@ -83,7 +85,7 @@ def prepare_computer(c: Computer):
     # Data for usage technologies
     k_usage = "transport nonldv usage::ixmp"
     keys.append(k_usage)
-    c.add(k_usage, usage_data, "load factor nonldv:t:exo", t_modes, n, y)
+    c.add(k_usage, usage_data, exo.load_factor_nonldv, t_modes, n, y)
 
     # Data for non-specified transport technologies
 
@@ -109,7 +111,7 @@ def prepare_computer(c: Computer):
     kw = dict(header_comment=ENERGY_OTHER_HEADER)
     c.add("energy other csv", "write_report", e[1] / "flow", path=path, kwargs=kw)
 
-    # Handle data from the file energy-transport.csv
+    # Handle data from the file energy-other.csv
     try:
         k = Key("energy:c-nl:transport other")
         keys.extend(iter_keys(c.apply(other, k)))
@@ -123,6 +125,9 @@ def prepare_computer(c: Computer):
     keys.append(k_constraint)
     c.add(k_constraint, constraint_data, "t::transport", t_modes, n, y, "config")
 
+    # Add other constraints on activity of non-LDV technologies
+    keys.extend(bound_activity(c))
+
     # Add to the scenario
     k_all = "transport nonldv::ixmp"
     c.add(k_all, "merge_data", *keys)
@@ -173,7 +178,24 @@ def get_2w_dummies(context) -> Dict[str, pd.DataFrame]:
     return data
 
 
+def bound_activity(c: "Computer") -> List[Key]:
+    """Constrain activity of non-LDV technologies based on :file:`act-non_ldv.csv`."""
+    base = exo.act_non_ldv
+
+    # Produce MESSAGE parameters bound_activity_{lo,up}:nl-t-ya-m-h
+    kw = dict(
+        dims=dict(node_loc="n", technology="t", year_act="y"),
+        common=dict(mode="all", time="year"),
+    )
+    k_bau = Key("bound_activity_up::non_ldv+ixmp")
+    c.add(k_bau, "as_message_df", base, name=k_bau.name, **kw)
+
+    return [k_bau]
+
+
 def bound_activity_lo(c: Computer) -> List[Key]:
+    """Set minimum activity for certain technologies to ensure |y0| energy use."""
+
     @lru_cache
     def techs_for(mode: Code, commodity: str) -> List[Code]:
         """Return techs that are (a) associated with `mode` and (b) use `commodity`."""
@@ -193,9 +215,7 @@ def _(nodes, technologies, y0, config: dict) -> Quantity:
         rows: List[List] = []
         cols = ["n", "t", "c", "value"]
         for (n, modes, c), value in cfg.minimum_activity.items():
-            for m in (
-                ["2W", "BUS", "LDV", "freight truck"] if modes == "ROAD" else ["RAIL"]
-            ):
+            for m in ["2W", "BUS", "freight truck"] if modes == "ROAD" else ["RAIL"]:
                 m_idx = technologies.index(m)
                 rows.extend([n, t, c, value] for t in techs_for(technologies[m_idx], c))
 
@@ -241,8 +261,10 @@ def constraint_data(
     """
     config: Config = genno_config["transport"]
 
-    # Non-LDV modes
+    # Non-LDV modes passenger modes
     modes = set(t for t in t_modes if t != "LDV")
+    # Freight modes
+    modes.add("freight truck")
 
     # Lists of technologies to constrain
     # All technologies under the non-LDV modes
@@ -323,13 +345,15 @@ def broadcast_other_transport(technologies) -> Quantity:
     # Convert units to GWa
     c.add(k_cnty[1], "convert_units", k_cnty[0], quote("GWa"))
 
-    # Produce MESSAGE parameter bound_activity_lo:nl-t-ya-m-h
+    # Produce MESSAGE parameters bound_activity_{lo,up}:nl-t-ya-m-h
     kw = dict(
         dims=dict(node_loc="n", technology="t", year_act="y"),
         common=dict(mode="all", time="year"),
     )
     k_bal = Key("bound_activity_lo::transport other+ixmp")
     c.add(k_bal, "as_message_df", k_cnty.prev, name=k_bal.name, **kw)
+    k_bau = Key("bound_activity_up::transport other+ixmp")
+    c.add(k_bau, "as_message_df", k_cnty.prev, name=k_bau.name, **kw)
 
     # Divide by self to ensure values = 1.0 but same dimensionality
     c.add(k_cnty[2], "div", k_cnty[0], k_cnty[0])
@@ -343,7 +367,7 @@ def broadcast_other_transport(technologies) -> Quantity:
     c.add(k_input, "as_message_df", k_cnty.prev, name=k_input.name, **kw)
 
     result = Key("transport other::ixmp")
-    c.add(result, "merge_data", k_bal, k_input)
+    c.add(result, "merge_data", k_bal, k_bau, k_input)
     return [result]
 
 
diff --git a/message_ix_models/model/transport/operator.py b/message_ix_models/model/transport/operator.py
index a01b54b8c0..8b96a8c05c 100644
--- a/message_ix_models/model/transport/operator.py
+++ b/message_ix_models/model/transport/operator.py
@@ -3,7 +3,7 @@
 import logging
 import re
 from functools import partial, reduce
-from itertools import product
+from itertools import pairwise, product
 from operator import gt, le, lt
 from typing import (
     TYPE_CHECKING,
@@ -26,6 +26,7 @@
 from genno import Computer, KeySeq, Operator, quote
 from genno.operator import apply_units, rename_dims
 from genno.testing import assert_qty_allclose, assert_units
+from scipy import integrate
 from sdmx.model.v21 import Code
 
 from message_ix_models import ScenarioInfo
@@ -62,17 +63,20 @@
     "distance_ldv",
     "distance_nonldv",
     "dummy_prices",
+    "duration_period",
     "extend_y",
     "factor_fv",
     "factor_input",
     "factor_pdt",
     "groups_iea_eweb",
+    "groups_y_annual",
     "iea_eei_fv",
     "indexers_n_cd",
     "indexers_usage",
     "input_commodity_level",
     "logit",
     "max",
+    "maybe_select",
     "min",
     "merge_data",
     "nodes_ex_world",  # Re-export from message_ix_models.util TODO do this upstream
@@ -80,6 +84,7 @@
     "price_units",
     "quantity_from_config",
     "relabel2",
+    "sales_fraction_annual",
     "share_weight",
     "smooth",
     "transport_check",
@@ -197,15 +202,28 @@ def broadcast_advance(data: "AnyQuantity", y0: int, config: dict) -> "AnyQuantit
     return result
 
 
-def broadcast_y_yv_ya(y: List[int], y_model: List[int]) -> "AnyQuantity":
+def broadcast_n(qty: "AnyQuantity", n: List[str], *, dim: str) -> "AnyQuantity":
+    existing = sorted(qty.coords[dim].data)
+    missing = set(n) - set(existing)
+
+    if missing:
+        n_map = [(n_, n_) for n_ in existing] + [("*", n_) for n_ in missing]
+        return MappingAdapter({dim: n_map})(qty)
+    else:
+        return qty
+
+
+def broadcast_y_yv_ya(y: List[int], y_include: List[int]) -> "AnyQuantity":
     """Return a quantity for broadcasting y to (yv, ya).
 
-    This is distinct from :attr:`.ScenarioInfo.ya_ya`, because it omits all
-    :math:`y^V < y_0`.
+    This omits all :math:`y^V \notin y^{include}`.
+
+    If :py:`"y::model"` is passed as `y_include`, this is equivalent to
+    :attr:`.ScenarioInfo.ya_ya`.
     """
     dims = ["y", "yv", "ya"]
     series = (
-        pd.DataFrame(product(y, y_model), columns=dims[1:])
+        pd.DataFrame(product(y, y_include), columns=dims[1:])
         .query("ya >= yv")
         .assign(value=1.0, y=lambda df: df["yv"])
         .set_index(dims)["value"]
@@ -317,22 +335,54 @@ def dummy_prices(gdp: "AnyQuantity") -> "AnyQuantity":
     )
 
 
-def extend_y(qty: "AnyQuantity", y: List[int]) -> "AnyQuantity":
-    """Extend `qty` along the "y" dimension to cover `y`."""
+def duration_period(info: "ScenarioInfo") -> "AnyQuantity":
+    """Convert ``duration_period`` parameter data to :class:`.Quantity`.
+
+    .. todo:: Move to a more general module/location.
+    """
+    from genno.operator import unique_units_from_dim
+
+    return genno.Quantity(
+        info.par["duration_period"]
+        .replace("y", "year")
+        .rename(columns={"year": "y"})
+        .set_index(["y", "unit"])["value"]
+    ).pipe(unique_units_from_dim, "unit")
+
+
+def extend_y(qty: "AnyQuantity", y: List[int], *, dim: str = "y") -> "AnyQuantity":
+    """Extend `qty` along the dimension `dim` to cover all of `y`.
+
+    - Values are first filled forward, then backwards, within existing `dim` labels in
+      `qty`.
+    - Labels in `y` that are *not* in `qty` are filled using the first or last existing
+      value.
+    """
     y_ = set(y)
 
     # Subset of `y` appearing in `qty`
-    y_qty = sorted(set(qty.to_series().reset_index()["y"].unique()) & y_)
-    # Subset of `target_years` to fill forward from the last period in `qty`
-    y_to_fill = sorted(filter(partial(lt, y_qty[-1]), y_))
-
-    log.info(f"{qty.name}: extend from {y_qty[-1]} → {y_to_fill}")
+    existing = sorted(set(qty.coords[dim].data) & y_)
+    # y-coords to fill backward from the earliest appearing in `qty`
+    to_bfill = sorted(filter(partial(gt, existing[0]), y_))
+    # y-coords to fill forward from the latest appearing in `qty`
+    to_ffill = sorted(filter(partial(lt, existing[-1]), y_))
+
+    log.info(
+        f"{qty.name}: extend {to_bfill} ← {dim}={existing[0]}; "
+        f"{dim}={existing[-1]} → {to_ffill}"
+    )
 
-    # Map existing labels to themselves, and missing labels to the last existing one
-    y_map = [(y, y) for y in y_qty] + [(y_qty[-1], y) for y in y_to_fill]
-    # - Forward-fill *within* `qty` existing values.
-    # - Use message_ix_models MappingAdapter to do the rest.
-    return MappingAdapter({"y": y_map})(qty.ffill("y"))  # type: ignore [attr-defined]
+    # Map existing labels to themselves, and missing labels to the first or last in
+    # `existing`
+    y_map = (
+        [(existing[0], y) for y in to_bfill]
+        + [(y, y) for y in existing]
+        + [(existing[-1], y) for y in to_ffill]
+    )
+    # - Forward-fill within existing y-coords of `qty`.
+    # - Backward-fill within existing y-coords of `qty`
+    # - Use MappingAdapter to do the rest.
+    return MappingAdapter({dim: y_map})(qty.ffill(dim).bfill(dim))  # type: ignore [attr-defined]
 
 
 def factor_fv(n: List[str], y: List[int], config: dict) -> "AnyQuantity":
@@ -533,6 +583,17 @@ def groups_iea_eweb(technologies: List[Code]) -> Tuple[Groups, Groups, Dict]:
     return g0, g1, g2
 
 
+def groups_y_annual(duration_period: "AnyQuantity") -> "AnyQuantity":
+    """Return a list of groupers for aggregating annual data to MESSAGE periods.
+
+    .. todo:: Move to a more general module/location.
+    """
+    result = {}
+    for (period,), duration in duration_period.to_series().items():
+        result[period] = list(range(period + 1 - int(duration), period + 1))
+    return dict(y=result)
+
+
 def input_commodity_level(t: List[Code], default_level=None) -> "AnyQuantity":
     """Return a Quantity for broadcasting dimension (t) to (c, l) for ``input``.
 
@@ -614,6 +675,34 @@ def max(
     return qty.groupby(level=dim).max()  # type: ignore
 
 
+def maybe_select(qty: "AnyQuantity", *, indexers: dict) -> "AnyQuantity":
+    """Select from `qty` if possible, using :py:`"*"` wildcard.
+
+    Same as :func:`genno.operator.select`, except:
+
+    1. If not all the dimensions of `indexers` are in `qty`, no selection is performed.
+    2. For each dimension of `indexers`, if the corresponding (scalar) value is not
+       present in `qty`, it is replaced with "*". `qty` **should** contain this value
+       along every dimension to be selected; otherwise, the result will be empty.
+    """
+    from genno.operator import select
+
+    try:
+        idx = {}
+        for dim, value in indexers.items():
+            if value in qty.coords[dim]:
+                idx[dim] = value
+            else:
+                log.debug(f"Use {dim}='*' for missing {value!r}")
+                idx[dim] = "*"
+    except ValueError as e:
+        msg = f"{e.args[0]} not among dims {qty.dims} of {qty.name}; no selection"
+        log.info(msg)
+        return qty
+    else:
+        return select(qty, indexers=idx)
+
+
 def min(
     qty: "AnyQuantity",
     dim: "Dims" = None,
@@ -784,6 +873,68 @@ def relabel2(qty: "AnyQuantity", new_dims: dict):
     return result
 
 
+def uniform_in_dim(value: "AnyQuantity", dim: str = "y") -> "AnyQuantity":
+    """Construct a uniform distribution from `value` along its :math:`y`-dimension.
+
+    `value` must have a dimension `dim` with length 1 and a single value, :math:`k`. The
+    sole `dim`-coordinate is taken as :math:`d_{max}`: the upper end of a uniform
+    distribution of which the mean is :math:`d_{max} - k`.
+
+    Returns
+    -------
+    genno.Quantity
+        with dimension `dim`, and `dim` coordinates including all integer values up to
+        and including :math:`d_{max}`. Values are the piecewise integral of the uniform
+        distribution in the interval ending at the respective coordinate.
+    """
+    d_max = value.coords[dim].item()  # Upper end of the distribution
+    width = 2 * value.item()  # Width of a uniform distribution
+    height = 1.0 / width  # Height of the distribution
+    d_min = d_max - width  # Lower end of the distribution
+
+    def _uniform(x: float) -> float:
+        """Uniform distribution between `d_min` and `d_max`."""
+        return height if d_min < x < d_max else 0.0
+
+    # Points for piecewise integration of `_uniform`: integers from the first <= d_min
+    # to d_max inclusive
+    points = np.arange(np.floor(d_min), d_max + 1).astype(int)
+
+    # - Group `points` pairwise: (d0, d1), (d1, d2)
+    # - On each interval, compute the integral of _uniform() by quadrature.
+    # - Convert to Quantity with y-dimension, labelled with interval upper bounds.
+    return genno.Quantity(
+        pd.Series(
+            {b: integrate.quad(_uniform, a, b)[0] for a, b in pairwise(points)}
+        ).rename_axis(dim),
+        units="",
+    )
+
+
+def sales_fraction_annual(age: "AnyQuantity") -> "AnyQuantity":
+    """Return fractions of current vehicle stock that should be added in prior years.
+
+    Parameters
+    ---
+    age : genno.Quantity
+        Mean age of vehicle stock. Must have dimension "y" and at least 1 other
+        dimension. For every unique combination of those other dimensions, there must be
+        only one value/|y|-coordinate. This is taken as the *rightmost* end of a uniform
+        distribution with mean age given by the respective value.
+
+    Returns
+    -------
+    genno.Quantity
+        Same dimensionality as `age`, with sufficient |y| coordinates to cover all years
+        in which. Every integer year is included, i.e. the result is **not** aggregated
+        to multi-year periods (called ``year`` in MESSAGE).
+    """
+    # - Group by all dims other than `y`.
+    # - Apply the function to each scalar value.
+    dims = list(filter(lambda d: d != "y", age.dims))
+    return age.groupby(dims).apply(uniform_in_dim)
+
+
 def share_weight(
     share: "AnyQuantity",
     gdp: "AnyQuantity",
diff --git a/message_ix_models/model/transport/report.py b/message_ix_models/model/transport/report.py
index e0ca1ded10..0c0c57cd5b 100644
--- a/message_ix_models/model/transport/report.py
+++ b/message_ix_models/model/transport/report.py
@@ -270,6 +270,8 @@ def misc(c: "Computer") -> None:
 
     - ``calibrate fe`` → a file :file:`calibrate-fe.csv`. See the header comment.
     """
+    from . import files as exo
+
     config: "Config" = c.graph["config"]["transport"]
 
     # Configuration for :func:`check`. Adds a single key, 'transport check', that
@@ -295,9 +297,7 @@ def misc(c: "Computer") -> None:
     )
 
     k_ratio = single_key(
-        c.add(
-            "fuel economy::ratio", "div", "fuel economy:nl-m:ldv+ref", k_check + "sel"
-        )
+        c.add("fuel economy::ratio", "div", exo.input_ref_ldv, k_check + "sel")
     )
     c.add("calibrate fe path", "make_output_path", "config", name="calibrate-fe.csv")
     hc = "\n\n".join(
diff --git a/message_ix_models/model/transport/testing.py b/message_ix_models/model/transport/testing.py
index 55e21f2bca..85358013a8 100644
--- a/message_ix_models/model/transport/testing.py
+++ b/message_ix_models/model/transport/testing.py
@@ -24,7 +24,8 @@
 
 log = logging.getLogger(__name__)
 
-# Common marks for transport code
+# Common marks for transport code. Do not reuse keys that are less than the highest key
+# appearing in the dict.
 MARK = {
     0: pytest.mark.xfail(
         reason="Missing R14 input data/assumptions", raises=FileNotFoundError
@@ -41,9 +42,6 @@
     5: lambda f: pytest.mark.xfail(
         raises=FileNotFoundError, reason=f"Requires non-public data ({f})"
     ),
-    6: pytest.mark.xfail(
-        reason="Temporary, for https://github.com/iiasa/message-ix-models/pull/207"
-    ),
     7: pytest.mark.xfail(
         condition=testing.GHA and platform.system() == "Darwin" and not HAS_GRAPHVIZ,
         reason="Graphviz missing on macos-13 GitHub Actions runners",
diff --git a/message_ix_models/model/transport/workflow.py b/message_ix_models/model/transport/workflow.py
index 0dba58873d..8a6b441ae4 100644
--- a/message_ix_models/model/transport/workflow.py
+++ b/message_ix_models/model/transport/workflow.py
@@ -6,10 +6,13 @@
 
 from genno import KeyExistsError
 
+from message_ix_models.model.workflow import Config
 from message_ix_models.project.ssp import SSP_2024
 from message_ix_models.util import package_data_path
 
 if TYPE_CHECKING:
+    import message_ix
+
     import message_ix_models
 
     from .config import Config
@@ -17,6 +20,21 @@
 log = logging.getLogger(__name__)
 
 
+# Use lpmethod=4, scaind=1 to overcome LP status 5 (optimal with unscaled
+# infeasibilities) when running on SSP(2024) base scenarios
+SOLVE_CONFIG = Config(
+    reserve_margin=False,
+    solve=dict(
+        model="MESSAGE",
+        solve_options=dict(
+            iis=1,
+            lpmethod=4,
+            scaind=1,
+        ),
+    ),
+)
+
+
 def base_scenario_url(
     context: "message_ix_models.Context", method: Literal["auto", "bare"] = "bare"
 ) -> str:
@@ -129,6 +147,40 @@ def short_hash(value: str) -> str:
     return blake2s(value.encode()).hexdigest()[:3]
 
 
+def tax_emission(
+    context: "message_ix_models.Context", scenario: "message_ix.Scenario", price: float
+) -> "message_ix.Scenario":
+    """Add emission tax.
+
+    This function calls code from :mod:`message_data.projects.navigate.workflow`,
+    :mod:`message_data.tools.utilities`, and other non-public locations. It cannot be
+    used without access to those codes.
+    """
+    from message_ix import make_df
+
+    from message_ix_models.util import broadcast
+
+    try:
+        from message_data.projects.engage import workflow as engage_workflow
+        from message_data.projects.navigate import workflow as navigate_workflow
+    except ImportError:
+        raise RuntimeError("Requires non-public code from message_data")
+
+    # Add ENGAGE-style emissions accounting
+    scenario = engage_workflow.step_0(context, scenario)
+
+    # Add values for the MACRO 'drate' parameter.
+    # message_data.tools.utilities.add_tax_emission() refers to this parameter, rather
+    # than the MESSAGE 'interestrate' parameter, to compute nominal future values of the
+    # tax. The parameter is not present if MACRO has not been set up on the scenario.
+    name = "drate"
+    df = make_df(name, value=0.05, unit="-").pipe(broadcast, node=scenario.set("node"))
+    with scenario.transact(f"Add values for {name}"):
+        scenario.add_par(name, df)
+
+    return navigate_workflow.tax_emission(context, scenario, price)
+
+
 def generate(
     context: "message_ix_models.Context",
     *,
@@ -137,9 +189,7 @@ def generate(
     **options,
 ):
     from message_ix_models import Workflow
-    from message_ix_models.model.workflow import Config as SolveConfig
     from message_ix_models.model.workflow import solve
-    from message_ix_models.project import navigate
     from message_ix_models.report import register, report
 
     from . import build
@@ -157,16 +207,6 @@ def generate(
     # Prepare transport configuration, passing the remaining `options`
     Config.from_context(context, options=options)
 
-    # Set values expected by workflow steps re-used from .projects.navigate
-    context.navigate = navigate.Config(
-        scenario="baseline", buildings=False, material=False
-    )
-    # Use lpmethod=4, scaind=1 to overcome LP status 5 (optimal with unscaled
-    # infeasibilities) when running on SSP(2024) base scenarios
-    solve_config = SolveConfig(
-        reserve_margin=False,
-        solve=dict(model="MESSAGE", solve_options=dict(lpmethod=4, scaind=1)),
-    )
     # Set the default .report.Config key for ".* reported" steps
     register("model.transport")
     context.report.key = report_key
@@ -199,7 +239,7 @@ def generate(
             wf.add_step(base, None, target=base_url)
         except KeyExistsError:
             # Base scenario URL is identical to another (ssp, policy) combination; use
-            # that step
+            # the scenario returned by that step
             pass
 
         # Identify the target of the build step
@@ -207,16 +247,21 @@ def generate(
         targets.append(target_url)
 
         # Build MESSAGEix-Transport on the scenario
-        wf.add_step(
+        name = wf.add_step(
             f"{label} built", base, build.main, target=target_url, clone=True, ssp=ssp
         )
 
+        # This block copied from message_data.projects.navigate.workflow
+        if policy:
+            # Add a carbon tax
+            name = wf.add_step(f"{label} with tax", name, tax_emission, price=1000.0)
+
         # 'Simulate' build and produce debug outputs
         debug.append(f"{label} debug build")
         wf.add_step(debug[-1], base, build.main, ssp=ssp, dry_run=True)
 
         # Solve
-        wf.add_step(f"{label} solved", f"{label} built", solve, config=solve_config)
+        wf.add_step(f"{label} solved", name, solve, config=SOLVE_CONFIG)
 
         # Report
         reported.append(f"{label} reported")
diff --git a/message_ix_models/project/advance/data.py b/message_ix_models/project/advance/data.py
index 8eaca2d384..3ef86ab647 100644
--- a/message_ix_models/project/advance/data.py
+++ b/message_ix_models/project/advance/data.py
@@ -98,11 +98,11 @@ def __init__(self, source, source_kw):
 
         # Map the `measure` keyword to a string appearing in the data
         _kw = copy(source_kw)
-        measure = _kw.pop("measure")
+        self.measure = _kw.pop("measure")
         self.variable = {
             "GDP": "GDP|PPP",
             "POP": "Population",
-        }.get(measure, measure)
+        }.get(self.measure, self.measure)
 
         # Store the model and scenario ID
         self.model = _kw.pop("model", None)
diff --git a/message_ix_models/project/gea/data.py b/message_ix_models/project/gea/data.py
index ed4fdb0d01..9a4c671280 100644
--- a/message_ix_models/project/gea/data.py
+++ b/message_ix_models/project/gea/data.py
@@ -52,7 +52,7 @@ def __init__(self, source, source_kw):
         # Pieces for query
         model = source_kw.pop("model", None)
         scenario = source_kw.pop("scenario", None)
-        variable = source_kw.pop("measure")
+        self.measure = variable = source_kw.pop("measure")
 
         # Check for a valid (model, scenario) combination
         check = (model, scenario)
diff --git a/message_ix_models/project/shape/data.py b/message_ix_models/project/shape/data.py
index 65cf5c998f..515f4cf504 100644
--- a/message_ix_models/project/shape/data.py
+++ b/message_ix_models/project/shape/data.py
@@ -72,15 +72,15 @@ def __init__(self, source, source_kw):
         if source != self.id:
             raise ValueError(source)
 
-        measure = source_kw.pop("measure", None)
+        self.measure = source_kw.pop("measure", None)
         version = source_kw.pop("version", "latest")
         scenario = source_kw.pop("scenario", None)
 
         try:
             # Retrieve information about the `quantity`
-            info = INFO[measure]
+            info = INFO[self.measure]
         except KeyError:
-            raise ValueError(f"quantity must be one of {sorted(INFO.keys())}")
+            raise ValueError(f"measure must be one of {sorted(INFO.keys())}")
 
         self.raise_on_extra_kw(source_kw)
 
@@ -90,13 +90,13 @@ def __init__(self, source, source_kw):
         # Construct path to data file
         self.path = path_fallback(
             "shape",
-            f"{measure}_v{version.replace('.', 'p')}{info['suffix']}",
+            f"{self.measure}_v{version.replace('.', 'p')}{info['suffix']}",
             where="private test",
         )
         if "test" in self.path.parts:
             log.warning(f"Reading random data from {self.path}")
 
-        variable = info.get("variable", measure)
+        variable = info.get("variable", self.measure)
         self.query = " and ".join(
             [
                 f"Scenario == {scenario!r}" if scenario else "True",
diff --git a/message_ix_models/project/ssp/data.py b/message_ix_models/project/ssp/data.py
index d0f9f04c85..dcd64d5835 100644
--- a/message_ix_models/project/ssp/data.py
+++ b/message_ix_models/project/ssp/data.py
@@ -77,10 +77,11 @@ def __init__(self, source, source_kw):
         *parts, ssp_id = source.partition(s)
 
         # Map the `measure` keyword to a string appearing in the data
+        self.measure = source_kw.pop("measure")
         measure = {
             "GDP": "GDP|PPP",
             "POP": "Population",
-        }[source_kw.pop("measure")]
+        }[self.measure]
 
         # Store the model ID, if any
         model = source_kw.pop("model", None)
@@ -154,10 +155,11 @@ def __init__(self, source, source_kw):
         *parts, ssp_id = source.partition(s)
 
         # Map the `measure` keyword to a 'Variable' dimension code
+        self.measure = source_kw.pop("measure")
         measure = {
             "GDP": "GDP|PPP",
             "POP": "Population",
-        }[source_kw.pop("measure")]
+        }[self.measure]
 
         # Store the model code, if any
         model = source_kw.pop("model", None)
diff --git a/message_ix_models/report/operator.py b/message_ix_models/report/operator.py
index 0777b700d8..bc2a0b416f 100644
--- a/message_ix_models/report/operator.py
+++ b/message_ix_models/report/operator.py
@@ -160,7 +160,7 @@ def gwp_factors() -> Quantity:
     )
 
 
-def make_output_path(config: Mapping, name: str) -> "Path":
+def make_output_path(config: Mapping, name: Union[str, "Path"]) -> "Path":
     """Return a path under the "output_dir" Path from the reporter configuration."""
     return config["output_dir"].joinpath(name)
 
diff --git a/message_ix_models/tests/model/transport/test_base.py b/message_ix_models/tests/model/transport/test_base.py
index 852de98a0c..dd874d0a55 100644
--- a/message_ix_models/tests/model/transport/test_base.py
+++ b/message_ix_models/tests/model/transport/test_base.py
@@ -1,10 +1,18 @@
+from typing import TYPE_CHECKING
+
+import genno
 import numpy as np
+import pandas as pd
+import pytest
 from genno import Computer, KeySeq
 from genno.operator import relabel
 from genno.testing import random_qty
 
 from message_ix_models.model.structure import get_codes
-from message_ix_models.model.transport.base import smooth
+from message_ix_models.model.transport.base import format_share_constraints, smooth
+
+if TYPE_CHECKING:
+    from genno.types import AnyQuantity
 
 
 @smooth.minimum_version
@@ -60,3 +68,37 @@ def test_smooth(recwarn) -> None:
 
     # One value for nl=nl1 is interpolated
     assert np.isclose(result.loc["nl1", 2030], 0.8)
+
+
+@pytest.fixture(scope="module")
+def qty() -> "AnyQuantity":
+    return genno.Quantity(
+        pd.DataFrame(
+            columns=["nl", "ya", "t", "value"],
+            data=[
+                ["R12_AFR", 2020, "elec_trp", 0.0014875088932665413],
+                ["R12_AFR", 2020, "eth_fc_trp", 0.0012603672387565318],
+                ["R12_AFR", 2025, "elec_trp", 0.0018723207739392755],
+                ["R12_AFR", 2025, "eth_fc_trp", 0.0015452722864602048],
+                ["R12_CHN", 2020, "elec_trp", 0.10682429727325753],
+                ["R12_CHN", 2020, "eth_fc_trp", 0.011632663973514212],
+                ["R12_CHN", 2025, "elec_trp", 0.06696025519877587],
+                ["R12_CHN", 2025, "eth_fc_trp", 0.005241369125381201],
+            ],
+        ).set_index(["nl", "ya", "t"])["value"]
+    )
+
+
+@pytest.mark.parametrize("groupby", ([], ["node"], ["year"], ["node", "year"]))
+@pytest.mark.parametrize("kind", ("lo", "up"))
+def test_format_share_constraints(qty, groupby, kind) -> None:
+    from message_ix_models.model.transport import Config
+    from message_ix_models.project.ssp import SSP_2024
+
+    config = dict(transport=Config(ssp=SSP_2024["1"]))
+
+    # Function runs
+    df = format_share_constraints(qty, config, kind=kind, groupby=groupby)
+
+    assert not df.isna().any(axis=None)
+    # TODO Expand with content assertions
diff --git a/message_ix_models/tests/model/transport/test_build.py b/message_ix_models/tests/model/transport/test_build.py
index a4dfffcfba..6199c986f7 100644
--- a/message_ix_models/tests/model/transport/test_build.py
+++ b/message_ix_models/tests/model/transport/test_build.py
@@ -171,7 +171,10 @@ def test_build_existing(tmp_path, test_context, url, solve=False):
     ],
 )
 def test_debug(test_context, tmp_path, regions, years, N_node, options):
-    """Exogenous demand calculation succeeds."""
+    """Debug particular calculations in the transport build process."""
+    # Import certain keys
+    # from message_ix_models.model.transport.key import pdt_ny
+
     c, info = configure_build(
         test_context, tmp_path=tmp_path, regions=regions, years=years, options=options
     )
@@ -180,10 +183,8 @@ def test_debug(test_context, tmp_path, regions, years, N_node, options):
     # commented: these are slow because they repeat some calculations many times.
     # Uncommented as needed for debugging
     for key, unit in (
-        # ("bound_activity_lo:n-t-y:transport minimum+ixmp", None),
-        # ("constraints::ixmp+transport+non-ldv", None),
-        # ("energy:flow-n-product:trn other+1", "TJ"),
-        # ("transport other::ixmp", None),
+        # Uncomment and modify these line(s) to check certain values
+        # ("transport nonldv::ixmp", None),
     ):
         print(f"\n\n-- {key} --\n\n")
         print(c.describe(key))
@@ -209,9 +210,15 @@ def test_debug(test_context, tmp_path, regions, years, N_node, options):
             # qty.to_series().to_csv(dump)
         elif isinstance(result, dict):
             for k, v in result.items():
-                print(f"{k} = ")
-                print(v.head().to_string())
-                print(v.tail().to_string())
+                print(
+                    f"=== {k} ===",
+                    # v.head().to_string(),  # Initial rows
+                    v.to_string(),  # Entire value
+                    # v.tail().to_string(),  # Final rows
+                    f"=== {k} ===",
+                    sep="\n",
+                )
+                # print(v.tail().to_string())
                 missing = v.isna()
                 if missing.any(axis=None):
                     raise ValueError("Missing values")
diff --git a/message_ix_models/tests/model/transport/test_data.py b/message_ix_models/tests/model/transport/test_data.py
index 97831aadfd..744701fc44 100644
--- a/message_ix_models/tests/model/transport/test_data.py
+++ b/message_ix_models/tests/model/transport/test_data.py
@@ -1,31 +1,14 @@
 import numpy as np
 import pytest
-from genno import Key, Quantity
 from iam_units import registry
 
-from message_ix_models.model.transport import build, files, testing
+from message_ix_models.model.transport import build, testing
 from message_ix_models.model.transport.CHN_IND import get_chn_ind_data, get_chn_ind_pop
 from message_ix_models.model.transport.roadmap import get_roadmap_data
 from message_ix_models.model.transport.testing import MARK, assert_units
 from message_ix_models.project.navigate import T35_POLICY
 
 
-@build.get_computer.minimum_version
-@pytest.mark.parametrize("file", files.FILES, ids=lambda f: "-".join(f.parts))
-def test_data_files(test_context, file):
-    """Input data can be read."""
-    c, _ = testing.configure_build(test_context, regions="R12", years="B")
-
-    # Task runs
-    result = c.get(file.key)
-
-    # Quantity is loaded
-    assert isinstance(result, Quantity)
-
-    # Dimensions are as expected
-    assert set(Key(result).dims) == set(file.key.dims)
-
-
 @MARK[5]("RoadmapResults_2017.xlsx")
 @pytest.mark.parametrize(
     "region, length",
@@ -95,6 +78,7 @@ def test_get_non_ldv_data(test_context, regions, years="B"):
     # Data are provided for the these parameters
     exp_pars = {
         "bound_activity_lo",  # From .non_ldv.other(). For R11 this is empty.
+        "bound_activity_up",  # From act-non_ldv.csv via .non_ldv.bound_activity()
         "capacity_factor",
         "emission_factor",
         "fix_cost",
diff --git a/message_ix_models/tests/model/transport/test_disutility.py b/message_ix_models/tests/model/transport/test_disutility.py
index e20380e450..6e3b0f0945 100644
--- a/message_ix_models/tests/model/transport/test_disutility.py
+++ b/message_ix_models/tests/model/transport/test_disutility.py
@@ -1,9 +1,10 @@
 from ixmp.testing import assert_logs
 
+import message_ix_models.model.transport.build
 from message_ix_models.model.transport import testing
 
 
-@testing.MARK[6]
+@message_ix_models.model.transport.build.get_computer.minimum_version
 def test_disutility(
     caplog, tmp_path, test_context, regions="R12", years="B", options={}
 ):
@@ -32,4 +33,4 @@ def test_disutility(
     # Data are added to the scenario
     N = 12 * 27 * 12 * 14  # n × cg × t × y
     with assert_logs(caplog, f"{N} rows in 'input'"):
-        c.get("add message_data.model.transport.disutility")
+        c.get("add message_ix_models.model.transport.disutility")
diff --git a/message_ix_models/tests/model/transport/test_files.py b/message_ix_models/tests/model/transport/test_files.py
new file mode 100644
index 0000000000..563e069785
--- /dev/null
+++ b/message_ix_models/tests/model/transport/test_files.py
@@ -0,0 +1,79 @@
+from typing import TYPE_CHECKING
+
+import genno
+import pytest
+from genno import Key
+
+from message_ix_models.model.transport import build, testing
+from message_ix_models.model.transport.files import (
+    FILES,
+    ExogenousDataFile,
+    collect_structures,
+    read_structures,
+)
+
+if TYPE_CHECKING:
+    from genno import Computer
+
+
+class TestExogenousDataFile:
+    """Test :class:`.ExogenousDataFile."""
+
+    # TODO Use a broader-scoped context to allow (scope="class")
+    @pytest.fixture
+    def build_computer(self, test_context):
+        """A :class:`.Computer` from :func:`.configure_build`.
+
+        This in turn invokes :func:`.transport.build.add_exogenous_data`, which adds
+        each of :data:`.FILES` to a Computer.
+        """
+        c, _ = testing.configure_build(test_context, regions="R12", years="B")
+        yield c
+
+    @build.get_computer.minimum_version
+    @pytest.mark.parametrize("file", FILES, ids=lambda f: "-".join(f.path.parts))
+    def test_configure_build(
+        self, build_computer: "Computer", file: "ExogenousDataFile"
+    ) -> None:
+        """Input data can be read and has the expected dimensions."""
+        c = build_computer
+
+        # Task runs
+        result = c.get(file.key)
+
+        # Quantity is loaded
+        assert isinstance(result, genno.Quantity)
+
+        # Dimensions are as expected
+        assert set(Key(result).dims) == set(file.key.dims)
+
+    def test_generate_csv_template(self):
+        with pytest.raises(NotImplementedError):
+            FILES[0].generate_csv_template()
+
+    def test_repr(self):
+        assert (
+            "<ExogenousDataFile freight-activity.csv → freight activity:n:exo>"
+            == repr(FILES[0])
+        )
+
+    def test_required(self):
+        """The :`ExogenousDataFiles.required` property has a :class:`bool` value."""
+        assert isinstance(FILES[0].required, bool)
+
+    def test_units(self):
+        """The :`ExogenousDataFiles.units` property has a :class:`pint.Unit` value."""
+        import pint
+
+        assert isinstance(FILES[0].units, pint.Unit)
+
+
+def test_collect_structures():
+    sm1 = collect_structures()
+
+    sm2 = read_structures()
+
+    # Structures are retrieved from file successfully
+    # The value is either 30 or 31 depending on whether .build.add_exogenous_data() has
+    # run
+    assert 30 <= len(sm1.dataflow) == len(sm2.dataflow)
diff --git a/message_ix_models/tests/model/transport/test_ldv.py b/message_ix_models/tests/model/transport/test_ldv.py
index 803bcf4d79..578f63406b 100644
--- a/message_ix_models/tests/model/transport/test_ldv.py
+++ b/message_ix_models/tests/model/transport/test_ldv.py
@@ -1,6 +1,7 @@
 import logging
+from itertools import product
+from typing import List, Mapping, Tuple
 
-import genno
 import pandas as pd
 import pytest
 from iam_units import registry
@@ -8,11 +9,7 @@
 
 from message_ix_models.model.structure import get_codes
 from message_ix_models.model.transport import build, testing
-from message_ix_models.model.transport.ldv import (
-    constraint_data,
-    read_USTIMES_MA3T,
-    read_USTIMES_MA3T_2,
-)
+from message_ix_models.model.transport.ldv import constraint_data, read_USTIMES_MA3T
 from message_ix_models.model.transport.testing import assert_units
 from message_ix_models.project.navigate import T35_POLICY
 
@@ -28,10 +25,10 @@
         param("ISR", marks=testing.MARK[3]),
         "R11",
         "R12",
-        param("R14", marks=testing.MARK[2](genno.ComputationError)),
+        "R14",
     ],
 )
-def test_get_ldv_data(tmp_path, test_context, source, regions, years):
+def test_get_ldv_data(tmp_path, test_context, source, regions, years) -> None:
     # Info about the corresponding RES
     ctx = test_context
     # Prepare a Computer for LDV data calculations
@@ -61,12 +58,16 @@ def test_get_ldv_data(tmp_path, test_context, source, regions, years):
 
     # Data are returned for the following parameters
     exp_pars = {
+        "bound_new_capacity_lo",
         "bound_new_capacity_up",
         "capacity_factor",
         "growth_activity_lo",
         "growth_activity_up",
+        "historical_new_capacity",
+        "initial_activity_up",
         "input",
         "output",
+        "technical_lifetime",
         "var_cost",
     }
     if source == "US-TIMES MA3T":
@@ -75,10 +76,7 @@ def test_get_ldv_data(tmp_path, test_context, source, regions, years):
             "fix_cost",
             "inv_cost",
             "relation_activity",
-            "technical_lifetime",
         }
-    if regions == "R12":
-        exp_pars |= {"bound_new_capacity_lo", "historical_new_capacity"}
 
     assert exp_pars == set(data.keys())
 
@@ -100,54 +98,72 @@ def test_get_ldv_data(tmp_path, test_context, source, regions, years):
     for name in ("fix_cost", "inv_cost"):
         assert_units(data[name], registry.Unit("USD_2010 / vehicle"))
 
-    # Historical periods from 2010 + all model periods
-    i = info.set["year"].index(2010)
-    y_2010 = info.set["year"][i:]
-
-    # Remaining data have the correct size
-    for par_name, df in sorted(data.items()):
-        # log.info(par_name)
-
-        # No missing entries
-        assert not df.isna().any(axis=None), df.tostring()
+    # Expected number of nodes
+    N_node = len(info.N[1:])
+
+    # Historical periods from 1990 + all model periods
+    y_min = 1995
+    y_all = sorted(filter(lambda y: y_min <= y, info.set["year"]))
+
+    # Number of valid (yv, ya) combinations for vintaged technologies
+    def include(arg):
+        yv, ya = arg
+        return yv <= ya and info.y0 <= ya
+
+    N_y_vintaged = len(list(filter(include, product(y_all, y_all))))
+    # TODO Retrieve N_tech = 11 from info.set["technology"]
+
+    # Information about returned parameters
+    # TODO Include unit checks, above, in this collection
+    par_info: Mapping[str, Tuple[bool, List[int], int]] = {
+        "bound_new_capacity_lo": (False, [info.y0], 1),
+        "bound_new_capacity_up": (False, info.Y, 1),
+        "emission_factor": (True, None, None),
+        "historical_new_capacity": (
+            True,
+            list(filter(lambda y: y < info.y0, y_all))[1:],
+            11,
+        ),
+        "output": (False, y_all, 8),  # NB 8 here is arbitrary
+        "var_cost": (False, info.Y, 1),
+    }
 
-        if "year_vtg" not in df.columns:
-            continue
+    try:
+        for par_name, df in sorted(data.items()):
+            # Expected values for this parameter: periods, number of technologies
+            skip, exp_y, N_t = par_info.get(par_name, (False, y_all, 11))
 
-        # Data covers at least these periods
-        exp_y = {"bound_new_capacity_up": info.Y, "var_cost": info.Y}.get(
-            par_name, y_2010
-        )
+            # print(par_name)  # DEBUG
 
-        # FIXME Temporarily disabled for #514
-        continue
+            # No missing entries
+            assert not df.isna().any(axis=None), df.tostring()
 
-        assert set(exp_y) <= set(df["year_vtg"].unique())
+            if "year_vtg" not in df.columns:
+                continue
 
-        # Expected number of (yv, ya) combinations in the data
-        N_y = len(exp_y)
-        try:
-            # Check for a vintaged parameter and technology
-            cond = df.eval("year_act - year_vtg > 0").any(axis=None)
-        except pd.errors.UndefinedVariableError:
-            cond = False
-        N_y *= ((len(exp_y) - 1) // 2) if cond else 1
+            # Data covers at least these periods
+            assert exp_y is None or set(exp_y) <= set(df["year_vtg"].unique())
 
-        # Total length of data is at least the product of:
-        # - # of regions
-        # - # of technologies: 11 if specific to each LDV tech
-        # - # of periods
-        N_exp = (
-            len(info.N[1:])
-            * {"bound_new_capacity_up": 1, "var_cost": 1}.get(par_name, 11)
-            * N_y
-        )
-        # log.info(f"{N_exp = } {len(df) = }")
+            if skip:
+                continue
 
-        # # Show the data for debugging
-        # print(par_name, df.to_string(), sep="\nq")
+            # Expected number of (yv, ya) combinations in the data
+            try:
+                # Check for a vintaged parameter and technology
+                assert df.eval("year_act - year_vtg > 0").any(axis=None)
+                N_y = N_y_vintaged
+            except (pd.errors.UndefinedVariableError, AssertionError):
+                N_y = len(exp_y)
 
-        assert N_exp <= len(df)
+            # Total length of data is at least the product of:
+            # - # of regions
+            # - # of technologies
+            # - # of periods
+            assert N_node * N_t * N_y <= len(df)
+    except AssertionError:
+        # Show the data for debugging
+        print(par_name, df.to_string(), sep="\n")
+        raise
 
 
 @build.get_computer.minimum_version
@@ -194,9 +210,12 @@ def test_ldv_constraint_data(test_context, source, regions, years):
     data = constraint_data(ctx)
 
     # Data are returned for the following parameters
-    assert {"bound_new_capacity_up", "growth_activity_lo", "growth_activity_up"} == set(
-        data.keys()
-    )
+    assert {
+        "bound_new_capacity_up",
+        "growth_activity_lo",
+        "growth_activity_up",
+        "initial_activity_up",
+    } == set(data.keys())
 
     for bound in ("lo", "up"):
         # Constraint data are returned. Use .pop() to exclude from the next assertions
@@ -215,10 +234,14 @@ def test_ldv_constraint_data(test_context, source, regions, years):
         pytest.param(
             read_USTIMES_MA3T, marks=testing.MARK[5]("R11/ldv-cost-efficiency.xlsx")
         ),
-        read_USTIMES_MA3T_2,
     ),
 )
 def test_read_USTIMES_MA3T(func):
+    """Data from the US-TIMES / MA³T source can be read.
+
+    .. todo:: Adapt to be more like :func:`.test_build.test_debug`, using the output
+       of :func:`.ldv.prepare_computer`.
+    """
     all_nodes = get_codes("node/R11")
     nodes = all_nodes[all_nodes.index("World")].child
     data = func(nodes, "R11")
diff --git a/message_ix_models/tests/model/transport/test_operator.py b/message_ix_models/tests/model/transport/test_operator.py
index df07c7b4ca..3a78a860ae 100644
--- a/message_ix_models/tests/model/transport/test_operator.py
+++ b/message_ix_models/tests/model/transport/test_operator.py
@@ -1,8 +1,12 @@
+from importlib.metadata import version
+
+import genno
+import numpy.testing as npt
 import pytest
-from genno import Quantity
 from genno.testing import assert_qty_equal
 from message_ix import Scenario
 from numpy.testing import assert_allclose
+from packaging.version import parse
 
 from message_ix_models.model.transport import Config, factor
 from message_ix_models.model.transport.operator import (
@@ -11,6 +15,7 @@
     distance_nonldv,
     factor_input,
     factor_ssp,
+    sales_fraction_annual,
     transport_check,
 )
 from message_ix_models.model.transport.structure import get_technology_groups
@@ -69,7 +74,7 @@ def test_distance_nonldv(test_context, regions):
 
     # Check a computed value
     assert_qty_equal(
-        Quantity(32.7633, units="Mm / vehicle / year", name="non-ldv distance"),
+        genno.Quantity(32.7633, units="Mm / vehicle / year", name="non-ldv distance"),
         result.sel(nl=f"{regions}_EEU", t="BUS", drop=True),
     )
 
@@ -131,8 +136,33 @@ def test_factor_ssp(test_context, ssp: SSP_2024) -> None:
     assert {"n", "y"} == set(result.dims)
 
 
+@pytest.mark.skipif(
+    parse(version("genno")) < parse("1.25.0"), reason="Requires genno >= 1.25.0"
+)
+def test_sales_fraction_annual():
+    q = genno.Quantity(
+        [[12.4, 6.1]], coords={"y": [2020], "n": list("AB")}, units="year"
+    )
+
+    result = sales_fraction_annual(q)
+
+    # Result has same dimensions as input
+    assert set(q.dims) == set(result.dims)
+    # Results are bounded in y at the last period given in input
+    assert 2020 == max(q.coords["y"])
+    # Results sum to 1.0
+    npt.assert_allclose([1.0, 1.0], result.sum(dim="y"))
+
+    # Values for earlier periods are uniform…
+    assert result.sel(n="A", y=1997).item() == result.sel(n="A", y=2020).item()
+    assert result.sel(n="B", y=2009).item() == result.sel(n="B", y=2020).item()
+    # Except the earliest period, containing the remainder of the distribution
+    assert result.sel(n="A", y=1996).item() <= result.sel(n="A", y=2020).item()
+    assert result.sel(n="B", y=2008).item() <= result.sel(n="B", y=2020).item()
+
+
 @pytest.mark.xfail(reason="Incomplete test")
 def test_transport_check(test_context):
     s = Scenario(test_context.get_platform(), model="m", scenario="s", version="new")
 
-    transport_check(s, Quantity())
+    transport_check(s, genno.Quantity())
diff --git a/message_ix_models/tests/model/transport/test_report.py b/message_ix_models/tests/model/transport/test_report.py
index 9e38cdfbba..341f12ed25 100644
--- a/message_ix_models/tests/model/transport/test_report.py
+++ b/message_ix_models/tests/model/transport/test_report.py
@@ -1,11 +1,10 @@
 import logging
 from copy import deepcopy
-from importlib.metadata import version
 from typing import TYPE_CHECKING
 
 import genno
 import pytest
-from packaging.version import parse
+from message_ix import ModelError
 from pytest import mark, param
 
 from message_ix_models import ScenarioInfo
@@ -17,6 +16,7 @@
     simulated_solution,
 )
 from message_ix_models.report import prepare_reporter, sim
+from message_ix_models.testing import GHA
 
 if TYPE_CHECKING:
     import message_ix
@@ -24,7 +24,10 @@
 log = logging.getLogger(__name__)
 
 
-@MARK[6]
+@pytest.mark.xfail(
+    reason="Requires variables in .report.legacy.default_tables that have not been "
+    "migrated from message_data"
+)
 def test_configure_legacy():
     from message_ix_models.report.legacy.default_tables import TECHS
 
@@ -57,8 +60,14 @@ def test_configure_legacy():
 @pytest.mark.parametrize(
     "regions, years",
     (
-        param("R11", "A", marks=MARK[1]),
-        ("R12", "A"),
+        param("R11", "A", marks=MARK[2](ValueError)),
+        param(
+            "R12",
+            "A",
+            marks=pytest.mark.xfail(
+                raises=ModelError, reason="Temporary, for message-ix-models#213"
+            ),
+        ),
         param("R14", "A", marks=MARK[2](genno.ComputationError)),
         param("ISR", "A", marks=MARK[3]),
     ),
@@ -125,6 +134,7 @@ def test_simulated_solution(request, test_context, regions="R12", years="B"):
     assert 0 < len(result)
 
 
+@pytest.mark.xfail(condition=GHA, reason="Temporary, for #213; fails on GitHub Actions")
 @build.get_computer.minimum_version
 @mark.usefixtures("quiet_genno", "preserve_report_callbacks")
 @pytest.mark.parametrize(
@@ -149,12 +159,8 @@ def test_plot_simulated(request, test_context, plot_name, regions="R12", years="
     rep.get(f"plot {plot_name}")
 
 
+@pytest.mark.xfail(condition=GHA, reason="Temporary, for #213; fails on GitHub Actions")
 @sim.to_simulate.minimum_version
-@pytest.mark.xfail(
-    raises=AssertionError,
-    reason="Temporary, for #549",
-    condition=parse(version("message_ix")) >= parse("3.8.0"),
-)
 @pytest.mark.usefixtures("preserve_report_callbacks")
 def test_iamc_simulated(
     request, tmp_path_factory, test_context, regions="R12", years="B"
diff --git a/message_ix_models/tests/test_util.py b/message_ix_models/tests/test_util.py
index 43bde462be..97da823f2a 100644
--- a/message_ix_models/tests/test_util.py
+++ b/message_ix_models/tests/test_util.py
@@ -348,7 +348,7 @@ def test_path_fallback(caplog):
 
     # "package", "private", and "test" each expanded to a path
     with pytest.raises(ValueError, match=r"'foo.bar' not found in any of \["):
-        path_fallback("foo", "bar", where="cache package private test")
+        path_fallback("foo", "bar", where="cache local package private test")
 
     assert 4 <= len(caplog.messages)
     assert caplog.messages[-1].startswith("Not found: ")
diff --git a/message_ix_models/tools/exo_data.py b/message_ix_models/tools/exo_data.py
index c3ce1bff20..718f3ae836 100644
--- a/message_ix_models/tools/exo_data.py
+++ b/message_ix_models/tools/exo_data.py
@@ -41,8 +41,11 @@ class ExoDataSource(ABC):
     #: Identifier for this particular source.
     id: str = ""
 
-    #: Optional name for the returned :class:`.Key`/:class:`.Quantity`. If not set by
-    #: :meth:`.__init__`, then the "measure" keyword is used.
+    #: Key for the returned :class:`.Quantity`. Optional. See :meth:`get_keys`.
+    key: Optional[Key] = None
+
+    #: Name for the returned :class:`.Key`/:class:`.Quantity`. Optional. See
+    # :meth:`get_keys`.
     name: str = ""
 
     #: Optional additional dimensions for the returned :class:`.Key`/:class:`.Quantity`.
@@ -93,6 +96,25 @@ def __call__(self) -> Quantity:
         """
         raise NotImplementedError
 
+    def get_keys(self) -> Tuple[Key, Key]:
+        """Return the target keys for the (1) raw and (2) transformed data.
+
+        Subclasses **may** override this method to provide different targets keys. In
+        the default implementation, the key for the transformed data is:
+
+        1. :attr:`.key`, if any, or
+        2. Constructed from:
+
+           - :attr:`.name` or :attr:`.measure` in lower-case.
+           - The dimensions :math:`(n, y)`, plus any :attr:`.extra_dims`.
+
+        The key for the raw data is the same, with :attr`.id` as an extra tag.
+        """
+        k = self.key or Key(
+            self.name or self.measure.lower(), ("n", "y") + self.extra_dims
+        )
+        return k + self.id, k
+
     def transform(self, c: "Computer", base_key: Key) -> Key:
         """Prepare `c` to transform raw data from `base_key`.
 
@@ -184,10 +206,13 @@ def prepare_computer(
     # Handle arguments
     source_kw = source_kw or dict()
     if measure := source_kw.get("measure"):
-        if measure not in MEASURES:
-            log.debug(f"source keyword {measure = } not in recognized {MEASURES}")
-    else:
-        measure = "UNKNOWN"
+        # commented: quiet logging; MEASURES is not automatically updated to include the
+        # IDs of measures recognized by additional SOURCES
+        # TODO Remove use of this variable, below, by ensuring that source_obj.name is
+        #      always present
+        # if measure not in MEASURES:
+        #     log.debug(f"source keyword {measure = } not in recognized {MEASURES}")
+        del measure
 
     # Look up input data flow
     source_obj = None
@@ -227,15 +252,17 @@ def prepare_computer(
     c.add("y::coords", lambda years: dict(y=years), "y")
     c.add("y0::coord", lambda year: dict(y=year), "y0")
 
-    # Retrieve the raw data
-    k = Key(source_obj.name or measure.lower(), ("n", "y") + source_obj.extra_dims)
-    k_raw = k + source_obj.id  # Tagged with the source ID
-    keys = [k]  # Keys to return
+    # Retrieve the keys that will refer to the raw and transformed data
+    k_raw, k = source_obj.get_keys()
 
+    # Keys to return
+    keys = [k]
+
+    # Retrieve the raw data by invoking ExoDataSource.__call__
     c.add(k_raw, source_obj)
 
-    # Allow the class to further transform the data. See ExoDataSource.transform() for
-    # the default: aggregate, then interpolate
+    # Allow the class to add further tasks that transform the data. See
+    # ExoDataSource.transform() for the default: aggregate, then interpolate.
     key = source_obj.transform(c, k_raw)
 
     # Alias `key` -> `k`
@@ -246,7 +273,8 @@ def prepare_computer(
     c.add(k_y0, "index_to", k, "y0::coord")
     keys.append(k_y0)
 
-    # TODO also insert (1) index to a particular label on the "n" dimension (2) both
+    # TODO Index to a particular label on the "n" dimension
+    # TODO Index on both "n" and "y"
 
     return tuple(keys)
 
@@ -283,9 +311,8 @@ def __init__(self, source, source_kw):
         self.indexers = dict(s=scenario)
 
         # Map from the measure ID to a variable name
-        self.indexers.update(
-            v={"POP": "Population", "GDP": "GDP"}[source_kw["measure"]]
-        )
+        self.measure = source_kw["measure"]
+        self.indexers.update(v={"POP": "Population", "GDP": "GDP"}[self.measure])
 
     def __call__(self) -> Quantity:
         from genno.operator import select
diff --git a/message_ix_models/tools/iea/web.py b/message_ix_models/tools/iea/web.py
index 6607bbe8e7..a6092e84ae 100644
--- a/message_ix_models/tools/iea/web.py
+++ b/message_ix_models/tools/iea/web.py
@@ -12,12 +12,7 @@
 from platformdirs import user_cache_path
 
 from message_ix_models.tools.exo_data import ExoDataSource, register_source
-from message_ix_models.util import (
-    HAS_MESSAGE_DATA,
-    cached,
-    package_data_path,
-    private_data_path,
-)
+from message_ix_models.util import cached, package_data_path, path_fallback
 from message_ix_models.util._logging import silence_log
 
 if TYPE_CHECKING:
@@ -38,6 +33,12 @@
     ("OECD", "2023"): ("8624f431-en.zip",),  # Timestamped 20231012T1000
 }
 
+#: Location of :data:`.FILES`; :py:`where=` argument to :func:`.path_fallback`.
+#:
+#: .. todo:: Change to :py:`"local test"`` after adjusting :file:`transport.yaml`
+#:    workflow in :mod:`.message_data`.
+WHERE = "local private test"
+
 
 @register_source
 class IEA_EWEB(ExoDataSource):
@@ -69,7 +70,7 @@ class IEA_EWEB(ExoDataSource):
 
     id = "IEA_EWEB"
 
-    extra_dims = ("product", "flow")
+    key = "energy:n-y-product-flow:iea"
 
     def __init__(self, source, source_kw):
         """Initialize the data source."""
@@ -80,8 +81,10 @@ def __init__(self, source, source_kw):
 
         provider = _kw.pop("provider", None)
         edition = _kw.pop("edition", None)
-        assert (provider, edition) in FILES
-        self.load_kw = dict(provider=provider, edition=edition)
+        try:
+            files = FILES[(provider, edition)]
+        except KeyError:
+            raise ValueError(f"No IEA data files for ({provider=!r}, {edition=!r})")
 
         self.indexers = dict(MEASURE="TJ")
         if product := _kw.pop("product", None):
@@ -92,6 +95,12 @@ def __init__(self, source, source_kw):
         if len(_kw):
             raise ValueError(_kw)
 
+        # Identify a location that contains the files for the given (provider, edition)
+        path = path_fallback("iea", files[0], where=WHERE).parent
+
+        # Store keyword arguments for load_data()
+        self.load_kw = dict(provider=provider, edition=edition, path=path)
+
     def __call__(self):
         """Load and process the data."""
         # - Load the data.
@@ -231,19 +240,12 @@ def load_data(
     pandas.DataFrame
         The data frame has one column for each of :data:`.DIMS`, plus "Value".
     """
-    files = FILES[(provider, edition)]
-
-    # Identify a location that contains the `files`
-    if path is None:
-        if HAS_MESSAGE_DATA:
-            path = private_data_path("iea")
-        else:
-            path = package_data_path("test", "iea")
-            log.warning(f"Reading random data from {path}")
-
-    assert path.joinpath(files[0]).exists()
-
-    return iea_web_data_for_query(path, *files, query_expr=query_expr)
+    path = path or package_data_path("test", "iea")
+    if "test" in path.parts:
+        log.warning(f"Reading random data from {path}")
+    return iea_web_data_for_query(
+        path, *FILES[(provider, edition)], query_expr=query_expr
+    )
 
 
 def generate_code_lists(
@@ -264,14 +266,9 @@ def generate_code_lists(
     register_agency(IEA)
 
     # Read the data
-    if HAS_MESSAGE_DATA:
-        path = private_data_path("iea")
-    else:
-        path = package_data_path("test", "iea")
-        log.warning(f"Reading random data from {path}")
-    data = iea_web_data_for_query(
-        path, *FILES[(provider, edition)], query_expr="TIME > 0"
-    )
+    files = FILES[(provider, edition)]
+    path = path_fallback("iea", files[0], where=WHERE).parent
+    data = iea_web_data_for_query(path, *files, query_expr="TIME > 0")
 
     for concept_id in ("COUNTRY", "FLOW", "PRODUCT"):
         # Create a code list with the unique values from this dimension
diff --git a/message_ix_models/util/__init__.py b/message_ix_models/util/__init__.py
index a7ff0bf33d..90263124e9 100644
--- a/message_ix_models/util/__init__.py
+++ b/message_ix_models/util/__init__.py
@@ -629,6 +629,8 @@ def path_fallback(
         - :class:`str` containing one or more of:
 
           - "cache": locate `parts` in the :mod:`message_ix_models` cache directory.
+          - "local": locate `parts in the user's local data directory (same as
+            :func:`local_data_path`).
           - "package": locate `parts` in :mod:`message_ix_models` package data (same
             as :func:`.package_data_path`).
           - "private": locate `parts` in the :mod:`message_data` :file:`/data/`
@@ -654,6 +656,8 @@ def path_fallback(
         if isinstance(item, str):
             if item == "cache":
                 dirs.append(user_cache_path("message-ix-models"))
+            elif item == "local":
+                dirs.append(local_data_path())
             elif item == "package":
                 dirs.append(package_data_path())
             elif item == "private":
diff --git a/message_ix_models/util/ixmp.py b/message_ix_models/util/ixmp.py
index fe154eba1d..ffb5d4628c 100644
--- a/message_ix_models/util/ixmp.py
+++ b/message_ix_models/util/ixmp.py
@@ -2,6 +2,7 @@
 
 try:
     # ixmp 3.8.0 and later
+    from ixmp.report.util import get_reversed_rename_dims
     from ixmp.util import (
         discard_on_error,
         maybe_check_out,
@@ -13,7 +14,10 @@
     # ixmp <= 3.7.0
     from contextlib import nullcontext
 
-    from ixmp.utils import (  # type: ignore [import-not-found,no-redef]  # noqa: F401
+    from ixmp.reporting.util import (  # type: ignore [import-not-found,no-redef]
+        get_reversed_rename_dims,
+    )
+    from ixmp.utils import (  # type: ignore [import-not-found,no-redef]
         maybe_check_out,
         maybe_commit,
         parse_url,
@@ -24,6 +28,16 @@ def discard_on_error(*args):
         return nullcontext()
 
 
+__all__ = [
+    "get_reversed_rename_dims",
+    "maybe_check_out",
+    "maybe_commit",
+    "parse_url",
+    "rename_dims",
+    "show_versions",
+]
+
+
 def rename_dims() -> Dict[str, str]:
     """Access :data:`.ixmp.report.common.RENAME_DIMS`.