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.
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Reproducible Research Repository (World Bank) | https://reproducibility.worldbank.org |
– OS: MacOS Ventura 13.3
– Processor: Apple M2
– Memory available: 8GB
– Software version: Stata version 18
~2 min runtime
To run the script, new users only need to change only the directory in line 27 of the Main do file.
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.
Author | Affiliation | |
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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 |
2023-10
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World | WLD |
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.
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Modified BSD3 | https://opensource.org/license/bsd-3-clause/ |
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Davide Mare | World Bank | dmare@worldbank.org |
Reproducibility WBG | World Bank | reproducibility@worldbank.org |
Name | Abbreviation | Affiliation | Role |
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Reyes Retana | MRR | World Bank | Junior Data Scientist |
2023-10-16
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