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Night-Time Light Data

A Good Proxy Measure for Economic Activity?

Bibliographic Data

ID23331125
AuthorsCharlotta Mellander (0000-0002-4560-1905, Jönköping University, corresponding author), J Lobo (0000-0002-0814-7168, Arizona State University), Kevin Stolarick (0000-0002-0862-7823, Ontario College of Art and Design), Zara Matheson (University of Toronto)
EditorsGuy J-P Schumann
Year2015
Volume10
Issue10
Pagese0139779
Publication date2015-10-23
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenuePLoS ONE (JOURNAL)
Journal identifiersISSN: 1932-6203 • E-ISSN: 1932-6203
PublisherPublic Library of Science (PLoS) (PUBLISHER)
DOI10.1371/journal.pone.0139779
PMID26496428
OpenAlexW2143022143
LanguageEN
Citations received100
References cited21

Much research has suggested that night-time light (NTL) can be used as a proxy for a number of variables, including urbanization, density, and economic growth. As governments around the world either collect census data infrequently or are scaling back the amount of detail collected, alternate sources of population and economic information like NTL are being considered. But, just how close is the statistical relationship between NTL and economic activity at a fine-grained geographical level? This paper uses a combination of correlation analysis and geographically weighted regressions in order to examine if light can function as a proxy for economic activities at a finer level. We use a fine-grained geo-coded residential and industrial full sample micro-data set for Sweden, and match it with both radiance and saturated light emissions. We find that the correlation between NTL and economic activity is strong enough to make it a relatively good proxy for population and establishment density, but the correlation is weaker in relation to wages. In general, we find a stronger relation between light and density values, than with light and total values. We also find a closer connection between radiance light and economic activity, than with saturated light. Further, we find the link between light and economic activity, especially estimated by wages, to be slightly overestimated in large urban areas and underestimated in rural areas.

Census · Econometrics · Economic growth · Economics · Geography · Physical geography · Physics · Population · Population density · Proxy (statistics) · Radiance · Remote sensing · Sample (material) · Scatter plot · Statistics · Urbanization · Demography · Environmental Science · Human Mobility and Location-Based Analysis · Impact of Light on Environment and Health · Mathematics · Urban Transport and Accessibility

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    Open Access•Christopher D Elvidge, Peter C Sutton et al.•Computers & Geosciences•2009

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    Open Access•Marc L Imhoff, William T Lawrence et al.•Remote Sensing of Environment•1997

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Unique citing works100
Citations per year10
Citation span2016 - 2026 (11)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 96
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