Satellite Data for Nowcasting

Cambodia is not alone in facing capacity limitations in the production and timely release of key official statistics needed for data-driven policy decisions. This paper demonstrates that combining satellite-derived indicators (e.g., nighttime lights, NO₂ emissions, vegetation indices) with traditional high-frequency indicators in a machine learning framework significantly improves the accuracy of GDP nowcasts. Moreover, satellite data enables closer examination of subnational patterns, providing granular, near-real-time insights into economic activity. These findings highlight the potential of non-traditional approaches to complement conventional methods and strengthen macroeconomic surveillance in data-scarce environments.

Authors

Publication Details

Journal
Selected Issues Papers
Published
2026-01-01
DOI
https://doi.org/10.5089/9798229035323.018
Primary Topic
Impact of Light on Environment and Health
Type
article
Field-Weighted Citation Impact
0.00
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article

Satellite Data for Nowcasting

Alberto Sanchez Rodelgo, Iyke Maduako, Dharana Rijal
Selected Issues Papers
Impact of Light on Environment and Health
article

Satellite Data for Nowcasting

Alberto Sanchez Rodelgo, Iyke Maduako, Dharana Rijal
article en

Abstract

Cambodia is not alone in facing capacity limitations in the production and timely release of key official statistics needed for data-driven policy decisions. This paper demonstrates that combining satellite-derived indicators (e.g., nighttime lights, NO₂ emissions, vegetation indices) with traditional high-frequency indicators in a machine learning framework significantly improves the accuracy of GDP nowcasts. Moreover, satellite data enables closer examination of subnational patterns, providing granular, near-real-time insights into economic activity. These findings highlight the potential of non-traditional approaches to complement conventional methods and strengthen macroeconomic surveillance in data-scarce environments.

Selected Issues PapersVol. 2026(001)
Decent work and economic growth
Openalex Percentile: Top 95%
Impact of Light on Environment and Health
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