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PRWP

Reproducibility package for The Timing versus Allocation Trade-off in Politically Constrained Climate Policies

2024
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Reference ID
RR_WLD_2024_225
DOI
https://doi.org/10.60572/4yf6-ne78
Author(s)
Adam Michael Bauer, Stephane Hallegatte, Florent McIsaac
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Nov 21, 2024
Last modified
May 15, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    When leaders face political economy constraints, is it best to delay all decarbonization initiatives until a sectorally coordinated strategy can be implemented, or is it preferable to implement an approach where sectors’ decarbonization strategies are uncoordinated? This question underscores a crucial trade-off—here coined the “timing versus allocation” trade-off—for politically constrained climate policymakers: whether to sacrifice the optimal timing of climate policies to preserve the optimal allocation of emissions across economic sectors, or to preserve the optimal timing of abatement investment at the expense of emissions allocation across sectors. This paper systematically explores this trade-off by presenting a modeling framework that elucidates the economic implications of various sub-optimal policy approaches to decarbonization that involve relaxing or delaying efforts in a subset of sectors or economy-wide. The analysis shows that the cost difference between an economy-wide, coordinated decarbonization strategy and an uncoordinated approach with heterogeneous carbon prices is smaller than the cost of delaying action and implementing a coordinated policy in the future. This finding implies that it is preferable to implement some policy in each sector, insofar as this is politically feasible, with less politically challenged sectors compensating with a marginal increase in policy ambition. Furthermore, the paper highlights that sectors with high annual emission rates, such as energy, are more costly to delay in comparison to their mid- to low-emission counterparts, such as industry, despite the latter being nominally more expensive to decarbonize.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/217/download/625/README.pdf
    Reproducibility package (code and data) for The Timing versus Allocation Trade-off in Politically Constrained Climate Policies
    Title
    Reproducibility package (code and data) for The Timing versus Allocation Trade-off in Politically Constrained Climate Policies
    Date
    2024-11
    Dependencies
    All dependencies and their versions are listed in the file "pol_econ.yml".
    Notes
    Computational reproducibility verified by Development Impact (DIME) Analytics team, World Bank.
    Source code repository
    Repository name Type URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    BHM-pol-econ-reprod Github https://github.com/adam-bauer-34/BHM-pol-econ-reprod
    Software
    Python
    Name
    Python
    Version
    3.11

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 10 Enterprise, version 22H2
    • Processor: Intel(R) Xeon(R) Gold 6132 CPU @ 2.60GHz 2.60 GHz (2 processors)
    • Memory available: 128 GB
    • Software version: Python 3.11, Gitbash 2.47.0

    Technology requirements

    Runtime: 15 minutes

    Reproduction instructions

    To successfully replicate this package, new users must follow these steps: a. replicating the programming environment using the file pol_econ.yml ; b. running the main run_all.sh in Git Bash.

    Data

    Datasets
    Global Carbon Budget 2023
    Name
    Global Carbon Budget 2023
    Note
    Source: Earth System Science Data Located at: \codes\data\cal Filenames: ar6_17_glob.csv, ar6_17_secs.csv Individual numbers used in the simulations can be found in the files for each simulation. Carbon budget values have been extracted by the authors from the paper linked in the data URL.
    Access policy
    Included in the reproducibility package
    Data URL
    https://doi.org/10.5194/essd-15-5301-2023
    Marginal investment cost data
    Name
    Marginal investment cost data
    Note
    Source: How Delayed Learning about Climate Uncertainty Impacts Decarbonization Investment Strategies. Policy Research working paper WPS 10743 Located at: \codes\data\cal Filenames: ar6_17_glob.csv, ar6_17_secs.csv Individual numbers used in the simulations can be found in the files for each simulation. Marginal investment cost have been extracted by the authors from the paper linked in the data URL.
    Access policy
    Included in the reproducibility package
    Data URL
    http://documents.worldbank.org/curated/en/099829103282438373/IDU1f2d86d77127091490d1a6df1dc342f15d10b
    Capital depreciation rates
    Name
    Capital depreciation rates
    Note
    Source: Philibert, C. Technology penetration and capital stock turnover. Lessons from IEA scenario analysis. France: N. p., 2007. Web. Located at: \codes\data\cal Filenames: ar6_17_glob.csv, ar6_17_secs.csv Individual numbers used in the simulations can be found in the files for each simulation. Capital depreciation rates have been extracted by the authors from the paper linked in the data URL.
    Access policy
    Included in the reproducibility package
    Data URL
    https://www.osti.gov/etdeweb/biblio/20962174
    Social discount rate data
    Name
    Social discount rate data
    Note
    Source: Drupp, Moritz A., Mark C. Freeman, Ben Groom, and Frikk Nesje. 2018. "Discounting Disentangled." American Economic Journal: Economic Policy, 10 (4): 109–34. Located at: \codes\data\cal Filenames: ar6_17_glob.csv, ar6_17_secs.csv Individual numbers used in the simulations can be found in the files for each simulation. Social discount rate data and median estimates have been extracted by the authors from the paper linked in the data URL.
    Access policy
    Included in the reproducibility package
    Data URL
    https://doi.org/10.1257/pol.20160240
    Transient climate response to emissions data
    Name
    Transient climate response to emissions data
    Note
    Source: Dvorak, M.T., Armour, K.C., Frierson, D.M.W. et al. Estimating the timing of geophysical commitment to 1.5 and 2.0 °C of global warming. Nat. Clim. Chang. 12, 547–552 (2022) Located at: \codes\data\cal Filenames: ar6_17_glob.csv, ar6_17_secs.csv Individual numbers used in the simulations can be found in the files for each simulation. Transient climate response to emissions and median estimates have been extracted by the authors from the paper linked in the data URL.
    Access policy
    Included in the reproducibility package
    Data URL
    https://doi.org/10.1038/s41558-022-01372-y
    Data statement

    All data sources are publicly available and included in the reproducibility package.

    Description

    Output
    The Timing versus Allocation Trade-off in Politically Constrained Climate Policies
    Type
    Working Paper
    Title
    The Timing versus Allocation Trade-off in Politically Constrained Climate Policies
    Authors
    Adam Michael Bauer, Stephane Hallegatte, Florent McIsaac
    Description
    Policy Research Working Paper (PRWP) 10971
    URL
    http://documents.worldbank.org/curated/en/099144211072445400/IDU166da20581c28314e5619c6512a33b683eb58
    DOI
    https://doi.org/10.1596/1813-9450-10971
    Authors
    Author Affiliation Email
    Adam Michael Bauer University of Illinois Urbana-Champaign adammb4@illinois.edu
    Stephane Hallegatte World Bank shallegatte@worldbank.org.
    Florent McIsaac World Bank fmcisaac@worldbank.org
    Date of production

    2024-11

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    green investment political economy climate policy second-best policies adjustment costs
    Topics
    ID Topic Vocabulary Vocabulary URI
    P18 Energy • Environment Journal of Economic Literature
    Q52 Pollution Control Adoption and Costs • Distributional Effects • Employment Effects Journal of Economic Literature
    Q54 Climate • Natural Disasters and Their Management • Global Warming Journal of Economic Literature
    Q58 Government Policy Journal of Economic Literature

    Disclaimer

    Disclaimer

    The materials in the reproducibility packages are distributed as they were prepared by the staff of the International Bank for Reconstruction and Development/The World Bank. The findings, interpretations, and conclusions expressed in this event do not necessarily reflect the views of the World Bank, the Executive Directors of the World Bank, or the governments they represent. The World Bank does not guarantee the accuracy of the materials included in the reproducibility package.

    Access and rights

    License
    Name URI
    Modified BSD3 https://opensource.org/license/bsd-3-clause/

    Contacts

    Contacts
    Name Affiliation Email
    Adam Michael Bauer University of Illinois Urbana-Champaign adammb4@illinois.edu
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

    Producers
    Name Abbreviation Affiliation Role
    Reproducibility WBG DIME World Bank - Development Impact Department Verification and preparation of metadata
    Date of Production

    2024-11-21

    Document version

    1

    Citation

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