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PRWP

Reproducibility package for Six Years Of High-Frequency Phone Surveys: Lessons From Sub-Saharan Africa

2026
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Reference ID
RR_SSA_2026_644
Author(s)
Philip Wollburg, Alemayehu Ambel, Sydney Gourlay, Talip Kilic, Kevin McGee, Amparo Palacios-Lopez, Ismael Yacoubou Djima
Collections
World Bank Policy Research Working Papers
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JSON
Created on
Jun 24, 2026
Last modified
Jul 28, 2026
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6
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  • Overview

    Abstract

    Phone surveys emerged as a critical data collection tool in low- and middle-income countries (LMICs) during the COVID-19 pandemic and have since become a permanent feature of the data landscape in many settings. This paper draws on the experience ofthe Living Standards Measurement Study High-Frequency Phone Surveys (LSMS-HFPS) — one of the longest-running and largest longitudinal phone survey initiatives in LMICs — to examine three methodological challenges central to their sustainable implementation: individual-level data collection and respondent selection, attrition, and the integration of phone and in-person surveys in mixed-mode data systems. The LSMS-HFPS initiative has provided continuous monitoring since April 2020 across six African countries, supporting over 120 phone survey rounds and more than 200,000 interviews alongside a parallel system of in-person surveys. We show that survey design choices can mitigate biases in individual-level data collection, though at the cost of interview length and logistical complexity. Attrition has been non-negligible but has not translated into significant sample bias. The paper discusses analytical and survey design strategies for addressing coverage bias and potential mode effects, and identify priorities for future research, including ex-post adjustment methods for mode effects, high-frequency welfare measurement through proxy-based imputation, and the cost-quality-feasibility trade-offs of mixed-mode survey design. The LSMS-HFPS experience demonstrates that the infrastructure, methods, and evidence base now exist to build genuinely integrated survey systems delivering reliable, timely, high-frequency data at substantially lower unit cost than in-person surveys alone.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/589/download/1838/README.pdf
    Reproducibility package for Six Years Of High-Frequency Phone Surveys: Lessons From Sub-Saharan Africa
    File name
    RR_SSA_2026_644
    Zip package
    RR_SSA_2026_644.zip
    Title
    Reproducibility package for Six Years Of High-Frequency Phone Surveys: Lessons From Sub-Saharan Africa
    Date
    2026-06
    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
    4.5.2
    Stata
    Name
    Stata
    Version
    19.5

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise
    • Processor: INTEL(R) XEON(R) PLATINUM 8562Y+ 2.80 GHz (2 processors)
    • Memory available: 128 GB

    Technology requirements

    Runtime: 30 minutes

    Reproduction instructions

    To reproduce the findings in this paper, a replicator must:

    1. Secure Access to Data: Obtain access to the datasets that are not included in the reproducibility package. See the Datasets subsection for details.
    2. Download and Place Data: Once access has been granted, download the datasets and place them in the appropriate folders as specified in the package documentation.
    3. Run the Package: After placing the data in the appropriate folders, execute the replication files as follows:
      • Update the working directory in line 11 of the 00_Master.do.
      • Open Reproducibility Package.Rproj, navigate to the 01_Prgms folder, and run FigureA1.R

    Because some of the data is restricted are not included in the package, the package contains output files generated by the replicators. These files can be used to review the results presented in the paper.

    Data

    Datasets
    Analysis Dataset from the LSMS High Frequency Phone Survey (HFPS) program
    Name
    Analysis Dataset from the LSMS High Frequency Phone Survey (HFPS) program
    Note
    Source: World Bank Location: 02_RawData. File name: analysis_dataset.dta
    Access policy
    Data is publicly available and included in the reproducibility package.
    License URL
    https://github.com/lsms-worldbank/HFPS_harmonization_working/blob/main/LICENSE
    Data URL
    https://github.com/lsms-worldbank/HFPS_harmonization_working/tree/main
    Citation
    World Bank Living Standards Measurement Study (LSMS). 2024. 'Analysis Dataset from the LSMS High Frequency Phone Survey (HFPS) program.' [dataset]. https://github.com/lsms-worldbank/HFPS_harmonization_working/tree/main. Accessed December-2024.
    COVID-19 High Frequency Phone Survey of Households 2020 - World Bank LSMS Harmonized Dataset - Ethiopia
    Name
    COVID-19 High Frequency Phone Survey of Households 2020 - World Bank LSMS Harmonized Dataset - Ethiopia
    Note
    Source: Central Statistics Agency of Ethiopia Location: 02_RawData/COVID-19 Harmonized Data/Ethiopia. Contribute to build baseline_covariates.dta in 03_FinalData
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Public use
    License URL
    https://microdata.worldbank.org/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/catalog/4072
    Citation
    Central Statistics Agency of Ethiopia. 2020. 'COVID-19 High Frequency Phone Survey of Households 2020 - World Bank LSMS Harmonized Dataset - Ethiopia' [dataset]. https://microdata.worldbank.org/catalog/4072. Accessed December-2024.
    COVID-19 High Frequency Phone Survey of Households 2020 - World Bank LSMS Harmonized Dataset - Malawi
    Name
    COVID-19 High Frequency Phone Survey of Households 2020 - World Bank LSMS Harmonized Dataset - Malawi
    Note
    Source: Malawi National Statistical Office (NSO) Location: 02_RawData/COVID-19 Harmonized Data/Malawi. Contribute to build baseline_covariates.dta in 03_FinalData
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Public use
    License URL
    https://microdata.worldbank.org/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/catalog/4071
    Citation
    Malawi National Statistical Office (NSO). 2021. 'COVID-19 High Frequency Phone Survey of Households 2020 - World Bank LSMS Harmonized Dataset - Malawi' [dataset]. https://microdata.worldbank.org/catalog/4071. Accessed December-2024.
    COVID-19 High Frequency Phone Survey of Households 2020 - World Bank LSMS Harmonized Dataset - Nigeria
    Name
    COVID-19 High Frequency Phone Survey of Households 2020 - World Bank LSMS Harmonized Dataset - Nigeria
    Note
    Source: Nigeria National Bureau of Statistics (NBS) Location: 02_RawData/COVID-19 Harmonized Data/Nigeria. Contribute to build baseline_covariates.dta in 03_FinalData
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Public use
    License URL
    https://microdata.worldbank.org/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/catalog/3856
    Citation
    Nigeria National Bureau of Statistics (NBS). 2021. 'COVID-19 High Frequency Phone Survey of Households 2020 - World Bank LSMS Harmonized Dataset - Nigeria' [dataset]. https://microdata.worldbank.org/catalog/3856. Accessed December-2024.
    COVID-19 High Frequency Phone Survey of Households 2020 - World Bank LSMS Harmonized Dataset - Uganda
    Name
    COVID-19 High Frequency Phone Survey of Households 2020 - World Bank LSMS Harmonized Dataset - Uganda
    Note
    Source: Uganda Bureau of Statistics (UBOS) Location: 02_RawData/COVID-19 Harmonized Data/. Contribute to build baseline_covariates.dta in 03_FinalData
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Public use
    License URL
    https://microdata.worldbank.org/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/catalog/4183
    Citation
    Uganda Bureau of Statistics (UBOS). 2021. 'COVID-19 High Frequency Phone Survey of Households 2020 - World Bank LSMS Harmonized Dataset - Uganda' [dataset]. https://microdata.worldbank.org/catalog/4183. Accessed December-2024.
    Harmonized Survey on Households Living Standards, Burkina Faso 2018/19
    Name
    Harmonized Survey on Households Living Standards, Burkina Faso 2018/19
    Note
    Source: Burkina Faso Institut National de la Statistique et de la Démographie (INSD) Location: Baseline Data/Burkina Faso EHCVM 2018-19/Public_datain. Contribute to build baseline_covariates.dta in 03_FinalData
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Public use
    License URL
    https://microdata.worldbank.org/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/index.php/catalog/4290
    Citation
    Burkina Faso Institut National de la Statistique et de la Démographie (INSD). 2022. 'Harmonized Survey on Households Living Standards, Burkina Faso 2018/19' [dataset]. https://microdata.worldbank.org/index.php/catalog/4290. Accessed December 2024.
    Socioeconomic Survey 2018-2019 (Ethiopia)
    Name
    Socioeconomic Survey 2018-2019 (Ethiopia)
    Note
    Source: Central Statistics Agency of Ethiopia. Location: 02_RawData/Baseline Data/Ethiopia ESS 2018-19. Contribute to build baseline_covariates.dta in 03_FinalData. We also use the geovariables for the map in Figure A1
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Public use
    License URL
    https://microdata.worldbank.org/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/catalog/3823
    Citation
    Central Statistics Agency of Ethiopia. (2020). Socioeconomic Survey 2018-2019 [Dataset]. World Bank, Development Data Group. https://doi.org/10.48529/3GMA-7G23 Accessed December-2024.
    Malawi Integrated Household Panel Survey 2010-2013-2016-2019 (Long-Term Panel, 102 EAs)
    Name
    Malawi Integrated Household Panel Survey 2010-2013-2016-2019 (Long-Term Panel, 102 EAs)
    Note
    Source: National Statistical Office (NSO) Location: 02_RawData/Baseline Data/Malawi IHPS 2019/Panel_Public.
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Public use
    License URL
    https://microdata.worldbank.org/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/catalog/3819/
    Citation
    National Statistical Office (NSO). (2020). Integrated Household Panel Survey 2010-2013-2016-2019 (Long-Term Panel, 102 EAs) [Dataset]. World Bank, Development Data Group. https://doi.org/10.48529/Q5Q1-2A34 Accessed December-2024.
    Nigeria General Household Survey, Panel 2018-2019, Wave 4
    Name
    Nigeria General Household Survey, Panel 2018-2019, Wave 4
    Note
    Source: National Bureau of Statistics (NBS) Location: 02_RawData/Baseline Data/Nigeria GHS-Panel 2018-19.
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Public use
    License URL
    https://microdata.worldbank.org/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/catalog/3557
    Citation
    National Bureau of Statistics (NBS) . (2019). General Household Survey, Panel 2018-2019, Wave 4 [Dataset]. World Bank, Development Data Group. https://doi.org/10.48529/1HGW-DQ47. Accessed December-2024.
    Uganda National Panel Survey 2019-2020
    Name
    Uganda National Panel Survey 2019-2020
    Note
    Source: Uganda Bureau of Statistics (UBOS) Location: 02_RawData/Baseline Data/Uganda UNPS 2019-20. Contribute to build baseline_covariates.dta in 03_FinalDataThis version of the Uganda UNPS 2019-2020 is not public. Part of this sample is not distributed publicly by UBOS (the National Bureau of Statistics). The public version part of the sample can be downloaded at https://microdata.worldbank.org/index.php/catalog/3902
    Access policy
    Data access was granted directly to the study 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.
    Citation
    Uganda Bureau of Statistics (UBOS). 2021. 'Uganda National Panel Survey 2019-2020' [dataset]. Accessed December-2024.
    Enquête Harmonisée sur le Conditions de Vie des Ménages 2018-2019 - Confidential Burkina Faso Household GPS coordinates
    Name
    Enquête Harmonisée sur le Conditions de Vie des Ménages 2018-2019 - Confidential Burkina Faso Household GPS coordinates
    Note
    Source: World Bank Location: Geovars LSMS-ISA/Burkina Faso. Confidential households coordinates currently under processing for public distribution with other geovariables datasets. Contribute to gps_coord.do for figureA1.
    Access policy
    Data access was granted directly to the study 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.
    Citation
    World Bank Living Standards Measurement Study (LSMS). 2022. 'Enquête Harmonisée sur le Conditions de Vie des Ménages 2018-2019 - Confidential Burkina Faso Household GPS coordinates' [dataset]. Accessed December 2024.
    Ethiopia Socioeconomic Panel Survey, Wave 5 (ESPS-5) 2021-2022 - household geovariables
    Name
    Ethiopia Socioeconomic Panel Survey, Wave 5 (ESPS-5) 2021-2022 - household geovariables
    Note
    Source: Ethiopia Central Statistics Agency of Ethiopia (CSA)
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Public use
    License URL
    https://microdata.worldbank.org/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/catalog/6161
    Citation
    Ethiopia Central Statistics Agency of Ethiopia (CSA). 2021. 'Ethiopia Socioeconomic Panel Survey, Wave 5 (ESPS-5) 2021-2022 - household geovariables' [dataset]. https://microdata.worldbank.org/catalog/6161. Accessed December-2024.
    Burkina Faso High Frequency Phone Survey 2020-2024
    Name
    Burkina Faso High Frequency Phone Survey 2020-2024
    Note
    Source: World Bank Location: 02_RawData/BFA_intw_results
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Public use
    License URL
    https://microdata.worldbank.org/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/catalog/3768
    Citation
    Burkina Faso Institut National de la Statistique et la Démographie (INSD). 2024. 'Burkina Faso High Frequency Phone Survey 2020-2024' [dataset]. https://microdata.worldbank.org/catalog/3768. Accessed December-2024.
    Ethiopia High Frequency Phone Survey 2020-2024
    Name
    Ethiopia High Frequency Phone Survey 2020-2024
    Note
    Source: World Bank Location: 02_RawData/ETH_intw_results
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Public use
    License URL
    https://microdata.worldbank.org/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/catalog/3716
    Citation
    World Bank Living Standards Measurement Study (LSMS). 2020. 'Ethiopia High Frequency Phone Survey 2020-2024' [dataset]. https://microdata.worldbank.org/catalog/3716. Accessed December-2024.
    Malawi High-Frequency Phone Survey 2020-2024
    Name
    Malawi High-Frequency Phone Survey 2020-2024
    Note
    Source: World Bank Location: 02_RawData/MWI_intw_results
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Public use
    License URL
    https://microdata.worldbank.org/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/catalog/3766
    Citation
    Malawi National Statistical Office (NSO). 2024. 'Malawi High-Frequency Phone Survey 2020-2024' [dataset]. https://microdata.worldbank.org/catalog/3766. Accessed December 2024.
    Nigeria COVID-19 National Longitudinal Phone Survey 2020-2021
    Name
    Nigeria COVID-19 National Longitudinal Phone Survey 2020-2021
    Note
    Source: World Bank Location: 02_RawData/NGA_P1_intw_results, r5_sect_6b.dta, r5_sect_a_2_5c_6_12.dta
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Public use
    License URL
    https://microdata.worldbank.org/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/catalog/3712
    Citation
    Nigeria National Bureau of Statistics (NBS). 2020. 'Nigeria COVID-19 National Longitudinal Phone Survey 2020-2021' [dataset]. https://microdata.worldbank.org/catalog/3712. Accessed December-2024.
    Nigeria National Longitudinal Phone Survey 2021-2024
    Name
    Nigeria National Longitudinal Phone Survey 2021-2024
    Note
    Location: 02_RawData/NGA_P2_intw_results
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Public use
    License URL
    https://microdata.worldbank.org/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/catalog/4444
    Citation
    Nigeria National Bureau of Statistics (NBS). 2024. 'Nigeria National Longitudinal Phone Survey 2021-2024' [dataset]. https://microdata.worldbank.org/catalog/4444.
    Tanzania High Frequency Welfare Monitoring Phone Survey 2021-2024
    Name
    Tanzania High Frequency Welfare Monitoring Phone Survey 2021-2024
    Note
    Location: 02_RawData/TZA_intw_results
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Public use
    License URL
    https://microdata.worldbank.org/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/catalog/4542
    Citation
    Tanzania National Bureau of Statistics. 2022. 'Tanzania High Frequency Welfare Monitoring Phone Survey 2021-2024' [dataset]. https://microdata.worldbank.org/catalog/4542. Accessed December-2024.
    Uganda High-Frequency Phone Survey 2020-2024
    Name
    Uganda High-Frequency Phone Survey 2020-2024
    Note
    Location: 02_RawData/UGA_intw_results/ Publicly available data here: https://microdata.worldbank.org/catalog/3765.
    Access policy
    Data access was granted directly to the study authors by the data owners/managers. It was obtained with a custom data license that does not allow for redistribution and it is not included in the reproducibility package.
    Citation
    Uganda Bureau of Statistics (UBOS). 2024. 'Uganda High-Frequency Phone Survey 2020-2024' [dataset].
    Multiple Respondents Random Assignment data
    Name
    Multiple Respondents Random Assignment data
    Note
    Location: 02_RawData/. This file is a country-round-household flag for the multiple-respondent experimental protocol run by the LSMS team in BFA, MWI, UGA. The random assignment was done within the CAPI application when the data was collected. The study uses the exported data that was obtained from the random assignment process.
    Access policy
    Data is forthcoming in the World Bank Microdata Library.
    Data URL
    Forthcoming at https://microdata.worldbank.org/
    Citation
    World Bank Living Standards Measurement Study (LSMS). 2024. 'Multiple Respondents Random Assignment data' [dataset].Forthcoming at: https://microdata.worldbank.org. Accessed December-2024.
    Uganda Multiple Respondents Household ID Mapping
    Name
    Uganda Multiple Respondents Household ID Mapping
    Note
    Location: 02_RawData.
    Access policy
    Data is forthcoming in the World Bank Microdata Library.
    Data URL
    Forthcoming at https://microdata.worldbank.org/
    Citation
    The World Bank Living Standards Measurement Study. 2024. 'Uganda Multiple Respondents Household ID Mapping' [dataset]. Forthcoming at: https://microdata.worldbank.org. Accessed December-2024.
    Uganda Panel Data Set Cover
    Name
    Uganda Panel Data Set Cover
    Note
    Location: 02_RawData.
    Access policy
    Data is forthcoming in the World Bank Microdata Library.
    Data URL
    Forthcoming at https://microdata.worldbank.org/
    Citation
    The World Bank Living Standards Measurement Study. 2024. 'Uganda Panel Data Set Cover' [dataset].Forthcoming at: https://microdata.worldbank.org. Accessed December 2024.
    Burkina Faso Interview durations data from Paradata
    Name
    Burkina Faso Interview durations data from Paradata
    Note
    Location: 02_RawData/intw_durations_paradata_hh_bfa.dta,. Household-round interview durations (minutes) for Burkina Faso.
    Access policy
    Data is forthcoming in the World Bank Microdata Library.
    Data URL
    Forthcoming at https://microdata.worldbank.org/
    Citation
    World Bank Living Standards Measurement Study (LSMS). 2024. 'Burkina Faso Interview durations data from Paradata' [dataset].Forthcoming at: https://microdata.worldbank.org. Accessed December-2024.
    Nigeria Interview durations data from Paradata
    Name
    Nigeria Interview durations data from Paradata
    Note
    Source: World Bank Location: 02_RawData/intw_durations_paradata_hh_nga.dta. Household-round interview durations (minutes) for Nigeria. The durations were computed from the CAPI server paradata. The underlying paradata is not public: it is downloaded directly from the survey-firm CAPI servers under World Bank credentials and contains operational metadata not cleared for release. The internal scripts that parse those server downloads are therefore not part of this package
    Access policy
    Data is forthcoming in the World Bank Microdata Library.
    Data URL
    Forthcoming at https://microdata.worldbank.org/
    Citation
    World Bank Living Standards Measurement Study (LSMS). 2024. 'Nigeria Interview durations data from Paradata' [dataset]. Forthcoming at: https://microdata.worldbank.org. Accessed December-2024.
    Malawi Integrated Household Survey 5 Consumption Aggregate
    Name
    Malawi Integrated Household Survey 5 Consumption Aggregate
    Note
    Source: World Bank File location: 02_RawData/mwi_consumption_ftf_ihs5.dta. A household-level Malawi consumption aggregate (food consumption, total consumption, consumption quintile) constructed by a separate research team for a different, unpublished project. The underlying microdata — the Malawi Integrated Household Survey 5 (IHS5) — is publicly available from the World Bank Microdata Library, but that team's processing scripts are not in the public domain and are tied to a separate workstream.
    Access policy
    Data is forthcoming in the World Bank Microdata Library.
    Data URL
    Forthcoming at https://microdata.worldbank.org/
    Citation
    World Bank Living Standard Measurement Study. 2024. 'Malawi Integrated Household Survey 5 Consumption Aggregate' [dataset]. Forthcoming at: https://microdata.worldbank.org. Accessed December-2024.
    Burkina Faso - Subnational Administrative Boundaries
    Name
    Burkina Faso - Subnational Administrative Boundaries
    Note
    Source: The Humanitarian Data Exchange Folder location: 02_RawData/bfa_adm_igb_20200323_shp/
    Access policy
    Data is publicly available but not included in the reproducibility package due to file size constraints.
    License
    CC BY 3.0 IGO
    License URL
    https://creativecommons.org/licenses/by/3.0/igo/legalcode
    Data URL
    https://data.humdata.org/dataset/cod-ab-bfa
    Citation
    The Humanitarian Data Exchange. 2024. 'Burkina Faso - Subnational Administrative Boundaries' [dataset]. https://data.humdata.org/dataset/cod-ab-bfa. Accessed September-2024.
    Ethiopia - Subnational Administrative Boundaries
    Name
    Ethiopia - Subnational Administrative Boundaries
    Note
    Source: The Humanitarian Data Exchange Folder location: 02_RawData/eth_adm_csa_bofedb_2021_shp
    Access policy
    Data is publicly available but not included in the reproducibility package due to file size constraints.
    License
    CC BY 3.0 IGO
    License URL
    https://creativecommons.org/licenses/by/3.0/igo/legalcode
    Data URL
    https://data.humdata.org/dataset/cod-ab-eth
    Citation
    The Humanitarian Data Exchange. 202. 'Ethiopia - Subnational Administrative Boundaries' [dataset]. https://data.humdata.org/dataset/cod-ab-eth. Accessed November-2024.
    Malawi - Subnational Administrative Boundaries
    Name
    Malawi - Subnational Administrative Boundaries
    Note
    Source: The Humanitarian Data Exchange File location: 02_RawData/mwi_adm_nso_hotosm_20230405_shp/
    Access policy
    Data is publicly available but not included in the reproducibility package due to file size constraints.
    License
    CC BY 3.0 IGO
    License URL
    https://creativecommons.org/licenses/by/3.0/igo/legalcode
    Data URL
    https://data.humdata.org/dataset/cod-ab-mwi
    Citation
    The Humanitarian Data Exchange. 2024. 'Malawi - Subnational Administrative Boundaries' [dataset]. https://data.humdata.org/dataset/cod-ab-mwi. Accessed November 2024.
    Nigeria - Subnational Administrative Boundaries
    Name
    Nigeria - Subnational Administrative Boundaries
    Note
    Source: The Humanitarian Data Exchange Location: 02_RawData/nga_adm_osgof_20190417/
    Access policy
    Data is publicly available but not included in the reproducibility package due to file size constraints.
    License
    CC BY 3.0 IGO
    License URL
    https://creativecommons.org/licenses/by/3.0/igo/legalcode
    Data URL
    https://data.humdata.org/dataset/cod-ab-nga
    Citation
    The Humanitarian Data Exchange. 2024. 'Nigeria - Subnational Administrative Boundaries' [dataset]. https://data.humdata.org/dataset/cod-ab-nga. Accessed November-2024.
    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
    Six Years Of High-Frequency Phone Surveys: Lessons From Sub-Saharan Africa
    Type
    Working Paper
    Title
    Six Years Of High-Frequency Phone Surveys: Lessons From Sub-Saharan Africa
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Philip Wollburg Living Standards Measurement Study (LSMS), Development Data Group, World Bank pwollburg@worldbank.org
    Alemayehu Ambel Living Standards Measurement Study (LSMS), Development Data Group aambel@worldbank.org
    Sydney Gourlay Living Standards Measurement Study (LSMS), Development Data Group, World Bank sgourlay@worldbank.org
    Talip Kilic Living Standards Measurement Study (LSMS), Development Data Group, World Bank tkilic@worldbank.org
    Kevin McGee Living Standards Measurement Study (LSMS), Development Data Group, World Bank kmcgee@worldbank.org
    Amparo Palacios-Lopez Living Standards Measurement Study (LSMS), Development Data Group, World Bank apalacioslopez@worldbank.org
    Ismael Yacoubou Djima Living Standards Measurement Study (LSMS), Development Data Group, World Bank iyacouboudjima@worldbank.org
    Date of production

    2026-06-24

    Scope and coverage

    Geographic locations
    Location Code
    Sub-Saharan Africa SSA
    Keywords
    High-Frequency Phone Surveys Mode Effects Survey Attrition Mixed-Mode Survey Design Sub-Saharan Africa Lsms
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    C81 Methodology for Collecting, Estimating, and Organizing Microeconomic Data • Data Access C8 Journal of Economic Literature (JEL)
    C83 Survey Methods • Sampling Methods C8 Journal of Economic Literature (JEL)
    O12 Microeconomic Analyses of Economic Development O1 Journal of Economic Literature (JEL)
    I31 General Welfare, Well-Being I3 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
    Philip Wollburg Living Standards Measurement Study (LSMS), Development Data Group, World Bank pwollburg@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

    2026-06-24

    Document version

    1

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