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PRWP

Reproducibility package for Digital Payments and the COVID-19 Shock: The Role of Pre-Existing Conditions in Banking, Infrastructure, Human Capabilities, and Digital Regulation

2023
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Reference ID
RR_WLD_2023_27-v01
DOI
https://doi.org/10.60572/w1wm-3075
Author(s)
Robert Cull, Vivien Foster, Dean Jolliffe, Daniel Lederman, Davide Salvatore Mare, Malarvizhi Veerappan
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Nov 01, 2023
Last modified
Nov 14, 2023
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Treating data collected pre- and post-COVID as a quasi-experiment, this paper examines the importance of presumed enablers and safeguards in driving the observed expansion of digital payments and digital financial inclusion. We interact drivers of digital payments usage with a country-specific proxy of the severity of the Covid shock, leveraging variation in both the drivers and the quasi-treatment (i.e., the COVID shock) to better identify the parameters. While regulation of banks and digital economic activity were correlated with digital payments before and during the pandemic, the capabilities of users and connectivity (to electricity, the internet, and mobile telephony) were responsible for increased use of digital financial services in response to the shock. One interpretation is that governments and the private sector were able to overcome underdeveloped banking systems and weak regulation of the digital economy; but only where there was adequate digital infrastructure, connectivity, and a high share of the population that understood and could make use of digital payments.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/71/download/172/README.pdf
    Reproducibility package (data and code) for Digital Payments and the COVID-19 Shock: The Role of Pre-Existing Conditions in Banking, Infrastructure, Human Capabilities, and Digital Regulation
    Title
    Reproducibility package (data and code) for Digital Payments and the COVID-19 Shock: The Role of Pre-Existing Conditions in Banking, Infrastructure, Human Capabilities, and Digital Regulation
    Date
    2023-10
    Description
    The code in this folder generates the tables and figures in the paper "Digital Payments and the COVID-19 Shock: The Role of Pre-Existing Conditions in Banking, Infrastructure, Human Capabilities, and Digital Regulation” by Robert Cull, Vivien Foster, Dean Jolliffe, Daniel Lederman, David Salvatore Mare, and Malarvizhi Veerappan.
    Dependencies
    Stata: All dependencies are installed in the Main do file.
    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
    17

    Reproducibility

    Technology environment

    – OS: MacOS Ventura 13.3
    – Processor: Apple M2
    – Memory available: 8GB
    – Software version: Stata version 18

    Technology requirements

    ~2 min runtime

    Reproduction instructions

    To run the script, new users only need to change only the directory in line 27 of the Main do file.

    Data

    Datasets
    data/db_2023_09.dta
    Name
    data/db_2023_09.dta
    Note
    This is the data file created by the authors, and it is the data from which the main code runs. The file contained in the reproducibility package compiled by the authors contains information on multiple data sources, which are listed in the following entries.
    Access policy
    Published with package
    data/raw_data/Coun_class_2021.xlsx
    Name
    data/raw_data/Coun_class_2021.xlsx
    Note
    World Bank Country and Lending Groups
    Access policy
    Published with package
    Data URL
    https://datahelpdesk.worldbank.org/knowledgebase/articles/906519-world-bank-country-and-lending-groups
    data/raw_data/GDPpcgrowth-Jan2020- June2020.dta
    Name
    data/raw_data/GDPpcgrowth-Jan2020- June2020.dta
    Note
    Global Economic Prospect, January 2020 and June 2020
    Access policy
    Published with package
    Data URL
    https://www.worldbank.org/en/publication/global-economicprospects
    data/raw_data/Enablers.dta, data/raw_data/Safeguards.dta
    Name
    data/raw_data/Enablers.dta, data/raw_data/Safeguards.dta
    Note
    Global Data Regulation Diagnostic Survey Dataset 2021
    Access policy
    Published with package
    Data URL
    https://microdata.worldbank.org/index.php/catalog/3866/get-microdata
    data/raw_data/HDR21- 22_Composite_indices_co mplete_time_series.csv
    Name
    data/raw_data/HDR21- 22_Composite_indices_co mplete_time_series.csv
    Note
    Human Development Index
    Access policy
    Published with package
    Data URL
    https://hdr.undp.org/data-center/documentation-and-downloads
    data/raw_data/GFDD_2021.xlsx
    Name
    data/raw_data/GFDD_2021.xlsx
    Note
    Global Financial Development Database
    Access policy
    Published with package
    Data URL
    https://thedocs.worldbank.org/en/doc/92631f5aa8ecaed440d9b2e0ab8810e7-0050062021/original/Global-Financial-Development-Database-11-1-2021.xlsx
    data/raw_data/Global Findex 2021.xlsx
    Name
    data/raw_data/Global Findex 2021.xlsx
    Note
    The Global Findex Database 2021
    Access policy
    Published with package
    Data URL
    https://www.worldbank.org/en/publication/globalfindex
    data/raw_data/WDI_2022.data
    Name
    data/raw_data/WDI_2022.data
    Note
    World Development Indicators - World Bank
    Access policy
    Published with package. Data is fetched in the do file and saved in data inputs folder
    Data URL
    https://databank.worldbank.org/source/world-development-indicators
    data/raw_data/GTMI_Dec2020.xlsx
    Name
    data/raw_data/GTMI_Dec2020.xlsx
    Note
    GovTech Maturity Index
    Access policy
    Published with package
    Data URL
    https://datacatalog.worldbank.org/int/search/dataset/0037889/govtech-dataset
    data/raw_data/brss543_yearpanel_20190 305.dta
    Name
    data/raw_data/brss543_yearpanel_20190 305.dta
    Note
    Bank Regulation and Supervision Survey
    Access policy
    The source is the Bank Regulation and Supervision Survey. The data is publicly available for each survey separately. The dta file with the time series is not accessible as of October/2023.
    Data URL
    https://www.worldbank.org/en/research/brief/BRSS
    Data statement

    All data is public and contained in the reproducibility package. The code runs from intermediate data, but there are clear instructions in the README on how to reproduce the intermediate data from the raw data, and the code to do that is also included. All the raw data is public. However, one data file (brss543_yearpanel_20190305.dta) is not yet publicly available.

    Description

    Output
    Digital Payments and the COVID-19 Shock: The Role of Pre-Existing Conditions in Banking, Infrastructure, Human Capabilities, and Digital Regulation
    Type
    Working Paper
    Title
    Digital Payments and the COVID-19 Shock: The Role of Pre-Existing Conditions in Banking, Infrastructure, Human Capabilities, and Digital Regulation
    Authors
    Robert Cull, Vivien Foster, Dean Jolliffe, Daniel Lederman, Davide Salvatore Mare, Malarvizhi Veerappan
    Description
    Policy Research Working Paper (PRWP) 10603
    URL
    http://documents.worldbank.org/curated/en/099454311132327828/IDU08c76166f0dda20435909e82051f6aa962419
    DOI
    https://doi.org/10.1596/1813-9450-10603
    Authors
    Author Affiliation Email
    Robert Cull World Bank rcull@worldbank.org
    Vivien Foster Imperial College London v.foster@imperial.ac.uk
    Dean Jolliffe World Bank djolliffe@worldbank.org
    Daniel Lederman World Bank dlederman@worldbank.org
    Davide Salvatore Mare World Bank dmare@worldbank.org
    Malarvizhi Veerappan World Bank mveerappan@worldbank.org
    Date of production

    2023-10

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    digital payments financial inclusion COVID-19 Global Findex Database
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    G5 Household Finance G Journal of Economic Literature (JEL)
    G53 Financial Literacy G5 Journal of Economic Literature (JEL)
    H12 Crisis Management H1 Journal of Economic Literature (JEL)
    C26 Instrumental Variables (IV) Estimation C2 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
    Davide Mare World Bank dmare@worldbank.org
    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

    2023-10-16

    Document version

    1

    Citation

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