Nowcasting Firms' Operating Activities from Satellite Data on Thermal Infrared Radiation

  • Yuan XUE
  • , Bohui ZHANG*
  • , Xiaofeng ZHAO
  • *Corresponding author for this work

Research output: Journal PublicationsJournal Article (refereed)peer-review

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 languageEnglish
Number of pages39
JournalJournal of Financial and Quantitative Analysis
Early online date8 Sept 2025
DOIs
Publication statusE-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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