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PRWP

Reproducibility package for Not Too Much, Not Too Little: A Goldilocks Approach To Sustainable, Universal Electricity Access In Sub-Saharan Africa

2026
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Reference ID
RR_AFR_2026_691
DOI
https://doi.org/10.60572/xkaw-nq57
Author(s)
Santos J. Díaz-Pastor, Yang Liu, Ignacio J. Pérez-Arriaga
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Aug 11, 2026
Last modified
Aug 21, 2026
Page views
11
Downloads
7
  • Project Description
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  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    This paper proposes a replicable regulatory and financial framework to achieve universal electricity access as a core component of a just energy transition in sub-Saharan Africa. It argues that universal access is feasible under realistic constraints when electrification planning, tariff regulation, and capital mobilization are designed as one coherent system rather than separate workstreams. The analysis rests on a computational, multi-period financial model that integrates individual interacting sub-models for every actor in the distribution segment. Versions of the same overall approach are applied to three countries, spanning different starting points and sector structures. Uganda provides the reference implementation in the wake of an expiring private distribution concession; Zambia recalibrates the same logic to a distressed national utility and a thin domestic revenue base; and Madagascar—where the framework is already being applied as the Cadre d’Électrification Rurale Intégrée—shows it moving from design to district-scale delivery in the lowest electricity access setting of the three.
    The central mechanism is an integrated national planning, regulatory, business and financing architecture that coordinates grid extension, mini-grids, and stand-alone systems within a single distribution-level financial plan. The framework separates two gaps that are routinely mixed—the viability gap, the recurring shortfall between affordable tariff revenues and the regulated cost of service, and the financing needs, the timing mismatch between front-loaded investment and gradual cost recovery—and shows that each calls for a distinct instrument.
    The evidence indicates that universal access can be reached without permanent reliance on external grants, and that extending the access horizon rather than compressing investment improves feasibility while still reaching everyone—so that the design becomes a Goldilocks problem2: finding an electrification target year, a pattern of overall subsidy, and of tariffs that are just right; each neither too much nor too little. The paper reframes universal access as a challenge of cost allocation and institutional design, showing that affordability, inclusion, and financial sustainability are not competing objectives once electrification is designed as one system.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/625/download/1894/README.pdf
    Reproducibility package for Not Too Much, Not Too Little: A Goldilocks Approach To Sustainable, Universal Electricity Access In Sub-Saharan Africa
    File name
    RR_AFR_2026_691
    Zip package
    RR_AFR_2026_691.zip
    Title
    Reproducibility package for Not Too Much, Not Too Little: A Goldilocks Approach To Sustainable, Universal Electricity Access In Sub-Saharan Africa
    Date
    2026-07
    Instructions
    See README in reproducibility package.
    Notes
    Computational reproducibility verified by Development Impact (DECDI) Analytics team, World Bank.
    Source code repository
    Repository name URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    Software
    Excel
    Name
    Excel
    Version
    Microsoft Excel for Microsoft 365 MSO

    Reproducibility

    Technology environment

    Paper exhibits were reproduced in a computer with the following specifications:
    • OS: Windows 10 Enterprise
    • Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz 2.90 GHz (2 processors)
    • Memory available: 32 GB
    • Software version: Microsoft Excel for Microsoft 365 MSO

    Technology requirements

    No other technology requirements

    Reproduction instructions

    To successfully reproduce the analysis provided in this package, users should follow the instructions in the README file and replicate the analysis using the Excel spreadsheets. Since no code is provided, all results were verified manually following the instructions in the README.

    Data

    Datasets
    Uganda National Electrification Strategy
    Name
    Uganda National Electrification Strategy
    Note
    Source: Ministry of Energy and Mineral Development (MEMD) & World Bank Electrification plan, connection targets, and unit costs. Uganda National Electrification Strategy (MEMD & World Bank, 2022). Encoded in the NES worksheet. Source / URL: https://nrep.ug/document/national-electrification-strategy-for-uganda-national-electrification-strategy-study-report-nessr-vol1/
    Access policy
    Data is publicly available and included in the reproducibility package.
    Data URL
    https://nrep.ug/document/national-electrification-strategy-for-uganda-national-electrification-strategy-study-report-nessr-vol1/
    Citation
    Ministry of Energy and Mineral Development (MEMD) & World Bank (2022). National Electrification Strategy for Uganda: National Electrification Strategy Study Report (NESSR), Vol. 1. https://nrep.ug/document/national-electrification-strategy-for-uganda-national-electrification-strategy-study-report-nessr-vol1/
    IMF World Economic Outlook (Uganda)
    Name
    IMF World Economic Outlook (Uganda)
    Note
    Source: International Monetary Fund (IMF)
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    The Use of IMF Data
    License URL
    https://www.imf.org/en/about/copyright-and-terms
    Data URL
    https://www.imf.org/en/Countries/UGA
    Citation
    International Monetary Fund (IMF) Uganda: IMF Country Information. https://www.imf.org/en/Countries/UGA
    Q4 2024 Approved Electricity Tariffs by Consumer Category
    Name
    Q4 2024 Approved Electricity Tariffs by Consumer Category
    Note
    Source: Electricity Regulatory Authority (ERA)
    Access policy
    Data is publicly available and included in the reproducibility package.
    Data URL
    https://www.era.go.ug/downloads/tariff-reviews/
    Citation
    Electricity Regulatory Authority (ERA) (2024). Q4 2024 Approved Electricity Tariffs by Consumer Category. https://www.era.go.ug/downloads/tariff-reviews/
    Annual Reports (2018–2024)
    Name
    Annual Reports (2018–2024)
    Note
    Source: Umeme Ltd
    Access policy
    Data is publicly available and included in the reproducibility package.
    Data URL
    https://www.umeme.co.ug
    Citation
    Umeme Ltd. Annual Reports (2018–2024). https://www.umeme.co.ug
    PwC Uganda Corporate Tax Summary
    Name
    PwC Uganda Corporate Tax Summary
    Note
    Source: PwC
    Access policy
    Data is publicly available and included in the reproducibility package.
    License URL
    https://www.pwc.com/gx/en/legal-notices/terms-and-conditions.html
    Data URL
    https://taxsummaries.pwc.com/uganda/corporate/taxes-on-corporate-income
    Citation
    PwC. Uganda Corporate Tax Summary https://taxsummaries.pwc.com/uganda/corporate/taxes-on-corporate-income
    Rural Electrification Master Plan 2025–2030
    Name
    Rural Electrification Master Plan 2025–2030
    Note
    Source: Ministry of Energy (MoE) & Rural Electrification Authority (REA)
    Access policy
    Data is publicly available and included in the reproducibility package.
    Data URL
    https://www.moe.gov.zm/?p=5722
    Citation
    Ministry of Energy (MoE) & Rural Electrification Authority (REA) (2026). Rural Electrification Master Plan 2025–2030. https://www.moe.gov.zm/?p=5722
    Public-Private Partnership Act No. 18 of 2023
    Name
    Public-Private Partnership Act No. 18 of 2023
    Note
    Source: Government of the Republic of Zambia
    Access policy
    Data is publicly available and included in the reproducibility package.
    Data URL
    https://www.mofnp.gov.zm/?wpdmpro=act-no-18-of-2023-the-public-private-partnership
    Citation
    Government of the Republic of Zambia (2023). Public-Private Partnership Act No. 18 of 2023. https://www.mofnp.gov.zm/?wpdmpro=act-no-18-of-2023-the-public-private-partnership
    Government of Madagascar Laws
    Name
    Government of Madagascar Laws
    Note
    Source: Government of Madagascar
    Access policy
    Data is publicly available and included in the reproducibility package.
    Data URL
    https://cnlegis.gov.mg/page_find_direct_mots/
    Citation
    Government of Madagascar. Government of Madagascar Laws. https://cnlegis.gov.mg/page_find_direct_mots/
    Data statement

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

    Description

    Output
    Not Too Much, Not Too Little: A Goldilocks Approach To Sustainable, Universal Electricity Access In Sub-Saharan Africa
    Type
    Working Paper
    Title
    Not Too Much, Not Too Little: A Goldilocks Approach To Sustainable, Universal Electricity Access In Sub-Saharan Africa
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Santos J. Díaz-Pastor Massachusetts Institute of Technology (MIT), Cambridge, MA, USA sjdp@mit.edu
    Yang Liu World Bank yliu41@worldbank.org
    Ignacio J. Pérez-Arriaga Massachusetts Institute of Technology (MIT), Cambridge, MA, USA ipa@mit.edu
    Date of production

    2026-07-15

    Scope and coverage

    Geographic locations
    Location Code
    Africa AFR
    Keywords
    Universal Electricity Access Cross-Subsidization Mechanisms Integrated Electrification Planning Infrastructure Finance Sub-Saharan Africa
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    Q40 General Q4 Journal of Economic Literature (JEL)
    Q48 Government Policy Q4 Journal of Economic Literature (JEL)
    O13 Agriculture • Natural Resources • Energy • Environment • Other Primary Products O1 Journal of Economic Literature (JEL)
    H54 Infrastructures • Other Public Investment and Capital Stock H5 Journal of Economic Literature (JEL)
    L94 Electric Utilities L9 Journal of Economic Literature (JEL)
    H23 Externalities • Redistributive Effects • Environmental Taxes and Subsidies H2 Journal of Economic Literature (JEL)

    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
    MIT License https://opensource.org/license/mit
    World Bank IGO Rider https://github.com/worldbank/metadata-editor/blob/main/WB-IGO-RIDER.md

    Contacts

    Contacts
    Name Affiliation Email
    Santos J. Díaz-Pastor Massachusetts Institute of Technology (MIT), Cambridge, MA, USA sjdp@mit.edu
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

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

    2026-07-15

    Document version

    1

    Citation

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