This short paper explores the link between maritime commerce and key macroeconomic indicators, such as gross domestic product (GDP) and international trade. We introduce a new metric derived from near-real-time satellite imagery of ports and processed using deep learning techniques. The index captures the scale of ongoing maritime activity and is tested for its ability to nowcast economic indicators and forecast shifts in European GDP, imports, and exports. Results show that the index closely tracks real economic activity, particularly GDP, well before official data releases. This provides a valuable tool for policymakers to make timely and informed decisions.

A Satellite-Based Approach to Nowcasting Macroeconomic Aggregates

Pagnottoni, Paolo
;
2025-01-01

Abstract

This short paper explores the link between maritime commerce and key macroeconomic indicators, such as gross domestic product (GDP) and international trade. We introduce a new metric derived from near-real-time satellite imagery of ports and processed using deep learning techniques. The index captures the scale of ongoing maritime activity and is tested for its ability to nowcast economic indicators and forecast shifts in European GDP, imports, and exports. Results show that the index closely tracks real economic activity, particularly GDP, well before official data releases. This provides a valuable tool for policymakers to make timely and informed decisions.
2025
Statistics for Innovation III. SIS 2025. Italian Statistical Society Series on Advances in Statistics.
9783031960321
9783031960338
SIS 2025 - Statistics for Innovation
Genova
16-18 June 2025
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11383/2197614
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