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PRWP

Reproducibility package for Climate Immobility Traps: A Household-Level Test

2023
Get Reproducibility Package
Reference ID
RR_NGA_2023_35-v01
DOI
https://doi.org/10.60572/42nk-j003
Author(s)
Marco Letta, Pierluigi Montalbano, Adriana Paolantonio
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Nov 27, 2023
Last modified
Mar 19, 2024
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    The complex relationship between climate shocks, migration, and adaptation hampers a rigorous understanding of the multiple channels that drive the heterogeneous mobility responses of farm households exposed to climate stress. To unpack this heterogeneity, we couple a causal machine learning approach, tailored to a conceptual framework bridging the New Economics of Labor Migration and the poverty traps literature, with longitudinal multi-topic household data from Nigeria. The estimated conditional average treatment effects suggest that some key variables—pre-shock asset levels, in situ adaptive capacity, and cumulative shock exposure—drive not just the magnitude but even the sign of the impact of agriculture-relevant weather anomalies on the (im)mobility outcomes of farming households. While local adaptation acts as a substitute for migration, the amplifying role played by liquidity constraints and repeated shock exposure is consistent with the existence of climate-induced immobility traps.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/82/download/206/README.pdf
    Reproducibility package (data and code) for Climate Immobility Traps: A Household-Level Test
    Title
    Reproducibility package (data and code) for Climate Immobility Traps: A Household-Level Test
    Date
    2023-11
    Description
    The code in this folder generates the tables and figures in the paper "Climate Immobility Traps: A Household-Level Test” by Marco Letta, Pierluigi Montalbano and Adriana Paolantonio.
    Dependencies
    Stata: All dependencies are stored in the ado folder. R: All dependencies are stored in the renv.lock file.
    Instructions
    See README in the 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
    17
    R
    Name
    R
    Version
    4.3

    Reproducibility

    Technology environment

    Paper exhibits were attempted to be reproduced in three computers with the following specifications:
    – OS: Windows 11 Enterprise
    – Processor: Intel(R) Core(TM) i5-1145G7 CPU @ 2.60GHz
    – Memory available: 15.7 GB
    – Software version: Stata version 17, R version 4.3.0

    Technology requirements

    ~7 min runtime

    Reproduction instructions

    To run the package, new users only need to change the file paths in the scripts.

    Data

    Datasets
    Uniform Panel Data from Nigeria's General Household Survey (GHS)
    Name
    Uniform Panel Data from Nigeria's General Household Survey (GHS)
    Note
    Nigeria National Bureau of Statistics. General Household Survey, Panel (GHS-Panel) 2018-2019. Dataset downloaded from www.microdata.worldbank.org
    Access policy
    Public and intermediate data published with the package.
    Data URL
    https://microdata.worldbank.org/index.php/catalog/5835/get-microdata
    Standardized Evapotranspiration Index (SPEI)
    Name
    Standardized Evapotranspiration Index (SPEI)
    Access policy
    Public and intermediate data published with the package.
    Data URL
    https://spei.csic.es/database.html
    Datasets/dataset.csv
    Name
    Datasets/dataset.csv
    Note
    Intermediate data that was created from the two previous sources and used to run the analysis in this reproducibility package.
    Access policy
    Published with the package.
    Data statement

    The data employed for this analysis come from two data sources. Uniform Panel Data from Nigeria's General Household Survey (GHS) and Standardized Evapotranspiration Index (SPEI) data developed by Beguería et al. (2014). The reproducibility package runs from intermediate data stored in the DataSets folder. While the authors have provided specifications in their README file for constructing this dataset from raw sources, it does not include the code necessary to generate it. For questions regarding data for this package, please contact Marco Letta at marco.letta@uniroma1.it

    Description

    Output
    Climate Immobility Traps: A Household-Level Test
    Type
    Working Paper
    Title
    Climate Immobility Traps: A Household-Level Test
    Authors
    Marco Letta, Pierluigi Montalbano, Adriana Paolantonio
    Description
    Policy Research Working Paper (PRWP) 10724
    URL
    http://documents.worldbank.org/curated/en/099733203182440391/IDU1ff17bb7c1820d14ea71b1a41f7b756657814
    DOI
    https://doi.org/10.1596/1813-9450-10724
    Authors
    Author Affiliation Email
    Marco Letta Sapienza University of Rome marco.letta@uniroma1.it
    Pierluigi Montalbano Sapienza University of Rome pierluigi.montalbano@uniroma1.it
    Adriana Paolantonio World Bank apaolantonio@worldbank.org
    Date of production

    2023-11

    Scope and coverage

    Geographic locations
    Location Code
    Nigeria NGA
    Keywords
    climate migration immobility traps adaptation causal forests household data
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    C31 Cross-Sectional Models • Spatial Models • Treatment Effect Models • Quantile Regressions • Social Interaction Models C3 Journal of Economic Literature (JEL)
    O15 Human Resources • Human Development • Income Distribution • Migration O1 Journal of Economic Literature (JEL)
    Q54 Climate • Natural Disasters and Their Management • Global Warming Q5 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
    Marco Letta Sapienza University of Rome marco.letta@uniroma1.it
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

    Producers
    Name Abbreviation Affiliation Role
    Reyes Retana MRR World Bank Junior Data Scientist
    Date of Production

    2023-11-27

    Document version

    1

    Citation

    Citation
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