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Tracking the COVID-19 crisis with high-resolution transaction data.
Vasco M Carvalho1,2, Juan R Garcia3, Stephen Hansen4
1Faculty of Economics, University of Cambridge, Cambridge, UK.
Royal Society Open Science
|August 17, 2021
Summary
Transaction data from payment systems offers a novel way to measure consumption, complementing official statistics. This study reveals COVID-19
Area of Science:
- Economics
- Data Science
- Public Health
Background:
- Official statistics often underutilize naturally occurring transaction data.
- Payment systems generate billions of data points with potential for economic measurement.
- The COVID-19 pandemic highlighted the need for timely and granular economic indicators.
Purpose of the Study:
- To assess the utility of payment transaction data as a source for official statistics.
- To analyze the impact of COVID-19 on consumption patterns in Spain.
- To investigate socioeconomic disparities in consumption and mobility during the pandemic.
Main Methods:
- Utilized billions of anonymized credit card transactions from Banco Bilbao Vizcaya Argentaria.
- Validated transaction data against official national accounts and consumption surveys.
- Analyzed consumption and mobility data in relation to COVID-19 policies and socioeconomic factors in Spain.
Main Results:
- Payment transaction data effectively complements traditional measures of consumption.
- Business closures had a significant impact on consumption, while capacity restrictions had a smaller effect.
- Spending declined more sharply in affluent areas, while lower-income neighborhoods showed increased mobility correlating with higher disease incidence.
Conclusions:
- Payment transaction data is a valuable, complementary source for constructing official statistics.
- COVID-19's economic impact varied significantly across socioeconomic groups and geographic areas.
- Mobility patterns during the pandemic were linked to income levels and disease spread.
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