Top lights: Bright cities and their contribution to economic development

June 1, 2022 /

This paper shows that nighttime lights can be used as reliable proxy for economic activity at the city level, provided they are first corrected for top-coding. Common satellite images fail to capture the true brightness of larger cities. We propose a correction procedure that recovers full distribution of city lights.

Abstract

Tracking the development of cities in emerging economies is difficult with
conventional data. This paper shows that nighttime lights can be used as a reliable
proxy for economic activity at the city level, provided they are first corrected for
top-coding. The commonly-used satellite images of nighttime light intensity fail to
capture the true brightness of larger cities. We present a stylized model of urban
luminosity and empirical evidence which both suggest that these ‘top lights’ can
be characterized by a Pareto distribution or similarly heavy-tailed distributions.
We then propose a correction procedure that recovers the full distribution of city
lights. Our results show that the brightest cities account for nearly a third of global
light output. Applying this approach to cities in Sub-Saharan Africa, we find that
primate cities are outgrowing secondary cities. Contrary to the top-coded data, our
data show that differences at the intensive margin drive the differential in relative
growth rates across city types.

Comparison of corrected and non-corrected satellite images
Comparison of corrected and non-corrected satellite images

Full text

To the top of the page