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Reproducibility package for Statistical Matching for Combining the European Survey on Income and Living Conditions and the Household Budget Surveys: An Evaluation of Energy Expenditures in Bulgaria

2024
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Reference ID
RR_BGR_2024_93
DOI
https://doi.org/10.60572/98p3-0031
Author(s)
Britta Rude, Monica Robayo-Abril
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jun 04, 2024
Last modified
Jun 04, 2024
  • Project Description
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  • Description
  • Scope and coverage
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  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Energy poverty has gained attention in the context of increasing energy prices and the recent energy crisis in Europe. However, measuring energy poverty and characterizing the energy poor is challenging, given that expenditure surveys (household budget surveys) often need more information to characterize the energy poor. Additionally, there is no consensus on how to measure and monitor energy poverty. It is also unknown how and why it differs from income poverty. While income poverty relies on a well-defined poverty line, energy poverty does not have a clearly defined energy poverty line that indicates the minimum energy necessary for satisfying basic needs. In addition, monetary poverty and other welfare measures are measured with income in EU countries using the European Survey of Income and Living Conditions (EU-SILC). Therefore, it is not straightforward to characterize energy affordability among the monetary income poor or to estimate the overlap between official income poverty and energy poverty. This paper explores statistical matching as a potential strategy to overcome these data challenges in the context of Bulgaria. Via data fusion, we generate a unique dataset that contains information on energy spending shares, income-based indicators of poverty and inequality, and additional variables on households' living conditions and welfare. For this purpose, we first generate a harmonized dataset, which consists of EU-SILC and household budget survey data. We then employ different imputation models and choose the best-performing one to impute energy spending shares into EU-SILC data. Based on the resulting dataset, we overlay energy poverty with monetary poverty. Our findings show that a large share of the energy poor is not income poor, calling for differentiated policy measures to tackle energy poverty. Importantly, these findings depend on the underlying definition of energy poverty. This paper contributes to a growing body of literature exploring the potential of statistical matching to improve the current data environment in the European Union.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/150/download/408/README.pdf
    Reproducibility package (code) for Statistical Matching for Combining the European Survey on Income and Living Conditions and the Household Budget Surveys: An Evaluation of Energy Expenditures in Bulgaria
    Title
    Reproducibility package (code) for Statistical Matching for Combining the European Survey on Income and Living Conditions and the Household Budget Surveys: An Evaluation of Energy Expenditures in Bulgaria
    Date
    2024-05
    Dependencies
    Stata: outreg2, estout, mat2txt, apoverty, venndiag (from SSC). Dependency files for Stata are included in the folder "Code/Do/ado".
    Instructions
    See README in reproducibility package.
    Notes
    Computational reproducibility verified by Development Impact (DIME) Analytics team, World Bank.
    Source code repository
    Repository name URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    Software
    Stata
    Name
    Stata
    Version
    18 MP

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise
    • 11th Gen Intel(R) Core(TM) i5-1145G7 @ 2.60GHz 1.50 GHz
    • Memory available: 15.7 GB
    • Software version: Stata 18 MP

    Technology requirements

    Runtime: 20 minutes

    Data

    Datasets
    Statistics on Income and Living Conditions (SILC) of the European Union
    Name
    Statistics on Income and Living Conditions (SILC) of the European Union
    Note
    EU statistics on income and living conditions (EU-SILC). Data file: "SILC_2017_2020.dta".
    Access policy
    The EU-SILC dataset can be requested from Eurostat under a data usage agreement. For more information on how to get access to the EU-LFS see the data URL.
    Data URL
    https://ec.europa.eu/eurostat/web/microdata/european-union-statistics-on-income-and-living-conditions
    Bulgaria National Household Budgets Survey (HBS)
    Name
    Bulgaria National Household Budgets Survey (HBS)
    Note
    The main objective of the household budget survey is to get reliable and scientifically founded data on the income, expenditure, consumption and other elements of the living standard of the population as well as changes which have occurred during the years. Data files: "hh_basic_2019_HBS_BG.xlsx", "hm_basic_2019_HBS_BG.xlsx", and "consumptionagg.dta".
    Access policy
    Access to the national HBS data is based on an approval process, a detailed research proposal, confidentiality agreements signed by each team member, and some standard forms sent by the Bulgarian National Statistics Institute (NSI). Access will be granted to all those with a valid research agreement and removed at the end of the agreement unless the user sends an extension or revised agreement. Additional information is included in the README.
    License URL
    https://www.nsi.bg/en/content/14843/basic-page/license-use-statistical-information-produced-and-disseminated-national-statistical-institute
    Data URL
    https://www.nsi.bg/en/content/3168/households-income-expenditure-and-consumption
    Data statement

    All datasets used are restricted and not included in the reproducibility package.

    Description

    Output
    Statistical Matching for Combining the European Survey on Income and Living Conditions and the Household Budget Surveys: An Evaluation of Energy Expenditures in Bulgaria
    Type
    Working paper
    Title
    Statistical Matching for Combining the European Survey on Income and Living Conditions and the Household Budget Surveys: An Evaluation of Energy Expenditures in Bulgaria
    Description
    Policy Research Working Paper (PRWP)
    Authors
    Author Affiliation Email
    Britta Rude World Bank brude@worldbank.org
    Monica Robayo-Abril World Bank mrobayo@worldbank.org
    Date of production

    2024-05

    Scope and coverage

    Geographic locations
    Location Code
    Bulgaria BGR
    Keywords
    energy poverty statistical matching poverty data fusion imputation EU-SILC Bulgaria
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    O13 Agriculture • Natural Resources • Energy • Environment • Other Primary Products O1 Journal of Economic Literature (JEL)
    P28 Natural Resources • Energy • Environment P2 Journal of Economic Literature (JEL)
    Q42 Alternative Energy Sources Q4 Journal of Economic Literature (JEL)
    D12 Consumer Economics: Empirical Analysis D1 Journal of Economic Literature (JEL)
    C15 Statistical Simulation Methods: General C1 Journal of Economic Literature (JEL)
    C52 Model Evaluation, Validation, and Selection C5 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
    Modified BSD3 https://opensource.org/license/bsd-3-clause/

    Contacts

    Contacts
    Name Affiliation Email
    Britta Rude World Bank brude@worldbank.org
    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

    2024-05-30

    Document version

    1

    Citation

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