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PRWP

Reproducibility package for The Distributional Impacts Of Climatic Variability On Welfare In Thailand

2025
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Reference ID
RR_THA_2025_419
DOI
https://doi.org/10.60572/kgna-1n55
Author(s)
Sailesh Tiwari, Emmanuel Skoufias, Varun Kshirsagar
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Oct 20, 2025
Last modified
Oct 20, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    This paper uses cross sectional surveys of households over the period 2007-2021 from Thailand’s Socio-Economic Expenditure Survey (SES) to conduct one of the first investigations of the impacts of climatic variability on two key statistics characterizing the distribution of welfare in Thailand: the mean and the variance (or inequality). It shows that historically higher rainfall is positively associated with the mean level of welfare, as measured by household consumption expenditures per capita,and negatively associated with poverty and a variety of measures of inequality in the country. These results validate concerns regarding the impacts of increased climatic variability and more frequent and intense weather extremes associated with theprocess of climate change. More frequent and more intense shortages of rainfall will decrease welfare and increase inequality at the national level and in both urban and rural areas. There is considerable variation in the extent to which access to social assistance and credit programs in their current configuration manages to mitigate the negative impacts of rainfall shortages on welfare and prevent increases in inequality. Investing in irrigation infrastructure and strengthening the insurancecomponents of social protection and credit support programs, such as the Village Funds program, through increasing the identification, targeting and coverage of those vulnerable to poverty from exposure to such shocks, provide promising options for mitigating the impacts of climatic variability on welfare, poverty, and overall inequality in Thailand.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/378/download/1071/README.pdf
    Reproducibility package for The Distributional Impacts Of Climatic Variability On Welfare In Thailand
    File name
    RR_THA_2025_419
    Zip package
    RR_THA_2025_419.zip
    Title
    Reproducibility package for The Distributional Impacts Of Climatic Variability On Welfare In Thailand
    Date
    2025-10
    Dependencies
    R dependencies are listed in the file renv.lock. Stata dependencies are listed in the ado folder.
    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
    R
    Name
    R
    Version
    4.3.1
    Stata
    Name
    Stata
    Version
    18 MP

    Reproducibility

    Technology requirements

    Run time: ~ 30 minutes

    Reproduction instructions
    1. Obtain the data: Access the datasets not included in the package, which is only possible by contacting the data owner and signing an NDA. See subsection Datasets and the README for more details.
    2. Place the data in the correct folders: Once access to the data is granted, place the files in their corresponding folders as outlined in the README file.
    3. Adjust File Paths and Run Code: Update the paths in line 16 of the do-file Stata.do located in \Code\Master, and run the do-file to reproduce the tables. Then open the R project called rep package.Rproj and run the R script Maps_THA.R to reproduce the maps.
      Since all the data are not included, the package includes the results produced by replicators. These files can be used to review the results presented in the paper.

    Data

    Datasets
    Thailand Socio-economic Survey (SES) 2007-2021
    Name
    Thailand Socio-economic Survey (SES) 2007-2021
    Note
    Source: Government of Thailand Data was accessed via the World Bank Thailand Country Office and is managed by Buntarika Sangarun (buntarika@worldbank.org). Access is granted only upon signing a non-disclosure agreement (NDA).
    Access policy
    Data access was granted directly to the authors by the data owners. It was obtained with a custom data license that does not allow for redistribution and it is not included in the reproducibility package.
    Global Normalized Difference Vegetation Index (NDVI) data (2000 – 2021)
    Name
    Global Normalized Difference Vegetation Index (NDVI) data (2000 – 2021)
    Note
    Source: NASA Earth Data Users must login and download the data. See README for details
    Access policy
    Data is publicly available but does not allow redistribution.
    License URL
    https://www.nasa.gov/privacy/
    Data URL
    https://www.earthdata.nasa.gov/data/catalog/lpcloud-mod13c2-061
    Citation
    Didan, K. (2021). MODIS/Terra Vegetation Indices Monthly L3 Global 0.05Deg CMG V061 [Data set]. NASA EOSDIS Land Processes DAAC. Accessed 2021-06-24 from https://doi.org/10.5067/MODIS/MOD13C2.061
    Rainfall and temperature data
    Name
    Rainfall and temperature data
    Note
    Source: Climate Data Store
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC BY 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://doi.org/10.24381/cds.68d2bb30
    Data statement

    Some data is restricted and has not been included in the reproducibility package. For more details, please refer to the README file.

    Description

    Output
    The Distributional Impacts Of Climatic Variability On Welfare In Thailand
    Type
    Working Paper
    Title
    The Distributional Impacts Of Climatic Variability On Welfare In Thailand
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Sailesh Tiwari World Bank stiwari@worldbank.org
    Emmanuel Skoufias National University of Singapore, Lee Kuan Yew School of Public Policy skoufias@nus.edu.sg
    Varun Kshirsagar World Bank vkshirsagar@worldbank.org
    Date of production

    2025-10-16

    Scope and coverage

    Geographic locations
    Location Code
    Thailand THA

    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
    Sailesh Tiwari World Bank stiwari@worldbank.org
    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

    2025-10-16

    Document version

    1

    Citation

    Citation
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