Abstract
Practical real-world activities consume energy and emit thermal infrared radiation (TIR). Leveraging this physical fact, we develop a direct, real-time measure of firms operating activity using satellite data. Tracking 28,236 factories of Chinese listed firms, we find TIR declines significantly following operational shocks and strongly forecasts subsequent sales growth, costs, investment, employment, and profits. TIR also predicts future stock returns, especially among opaque firms and those with limited investor access, yet sophisticated investors largely ignore this information. Our findings highlight TIR as a distinctive, under-exploited indicator of corporate fundamentals.
| Original language | English |
|---|---|
| Number of pages | 39 |
| Journal | Journal of Financial and Quantitative Analysis |
| Early online date | 8 Sept 2025 |
| DOIs | |
| Publication status | E-pub ahead of print - 8 Sept 2025 |
Bibliographical note
Publisher Copyright:© 2025 Cambridge University Press. All rights reserved.
Funding
Xiaofeng Zhao acknowledges that the work described in this paper was fully supported by a grant from the Research Grants Council of the Hong Kong Special Administrative Region, China (Project No. LU13500021).
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Dive into the research topics of 'Nowcasting Firms' Operating Activities from Satellite Data on Thermal Infrared Radiation'. Together they form a unique fingerprint.Projects
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Nowcasting Corporate Fundamentals from Satellite Data on Thermal Infrared Radiation
ZHAO, X. (PI) & ZHANG, B. (CoI)
Research Grants Council (Hong Kong, China)
1/01/22 → 31/12/24
Project: Grant Research
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