Trade in the spotlight: enhancing gravity model predictions with nightlights and population-weighted distance measures

Elizaveta Gonchar, Ian Helfrich

The distribution of population across and within countries naturally relates to the distribution of economic production. We explore differences in gravity-model estimates of trade that take spatial factors of population distribution seriously, introducing a novel geodesic distance measure between countries using population-weighted centroids as endpoints for bilateral distance. Canonical gravity models have relied on time-invariant CEPII distance measures since 2004; we show that incorporating annual VIIRS nightlight intensity and gridded population yields measurably better gravity fit. The OVDL (Origin-VIIRS to Destination-LandScan) measure is the headline construction. April 2025 preprint; the full panel and structural-gravity validation are in Paper 5 (Effective Distance, in preparation).

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April 2025 working paper. The OVDL measure introduced here is the seed of the global effective-distance panel work we’re currently finishing for JIE submission. That paper extends OVDL to a full multi-modal least-cost-path construction with transport-network endogenization, structural-gravity validation with three-way FE PPML, and three welfare counterfactuals on live chokepoint shocks (Suez 2021, Panama 2023, Red Sea 2024).