Estimating the collapse of Afghanistan’s economy using nightlights data

The Taliban's takeover of Afghanistan in August 2021 is associated with a rapid collapse of the Afghan economy. However, assessing the scale of this collapse is proving difficult as official data are scarce. To complement qualitative measures obtained through rapid surveys of the population, we employ monthly nightlights data as a proxy measure for changes in economic activity. By combining a synthetic control approach with nightlights data from neighboring countries, our analysis reveals a significant shift in Afghanistan's economic trajectory: from positive growth to a deep recession, even considering the impact of the Covid pandemic. Our estimations suggest that Afghanistan's GDP has declined by approximately 16% from 2020 to 2022, notably less than the World Bank's current survey-based measure of a 28% decline in 2021 alone. In contrast to other available estimates, our reporting includes confidence intervals to convey the uncertainties surrounding these point estimates. This study showcases the potential applicability of our methodology and the use of appropriately processed monthly nightlights data in scenarios where administrative data is limited or unreliable.

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Publication Details

Journal
PLoS ONE
Published
2024-12-13
DOI
https://doi.org/10.1371/journal.pone.0315337
Citations
2
Primary Topic
Impact of Light on Environment and Health
Type
article
Field-Weighted Citation Impact
0.57

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article

Estimating the collapse of Afghanistan’s economy using nightlights data

Ronnie Sircar, Ethan B. Kapstein, Till Raphael Saenger
2 citations
PLoS ONE
Impact of Light on Environment and Health
0.57
article

Estimating the collapse of Afghanistan’s economy using nightlights data

Ronnie Sircar, Ethan B. Kapstein, Till Raphael Saenger
article en
2 citations

Abstract

The Taliban's takeover of Afghanistan in August 2021 is associated with a rapid collapse of the Afghan economy. However, assessing the scale of this collapse is proving difficult as official data are scarce. To complement qualitative measures obtained through rapid surveys of the population, we employ monthly nightlights data as a proxy measure for changes in economic activity. By combining a synthetic control approach with nightlights data from neighboring countries, our analysis reveals a significant shift in Afghanistan's economic trajectory: from positive growth to a deep recession, even considering the impact of the Covid pandemic. Our estimations suggest that Afghanistan's GDP has declined by approximately 16% from 2020 to 2022, notably less than the World Bank's current survey-based measure of a 28% decline in 2021 alone. In contrast to other available estimates, our reporting includes confidence intervals to convey the uncertainties surrounding these point estimates. This study showcases the potential applicability of our methodology and the use of appropriately processed monthly nightlights data in scenarios where administrative data is limited or unreliable.

PLoS ONEVol. 19(12)
Princeton University (US)
Office of the Dean for Research, Princeton University, Princeton Institute for International and Regional Studies
Decent work and economic growth
Openalex Percentile: Top 32%
Impact of Light on Environment and Health
0.57
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