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Planes, Trains, and Automobiles: What Drives Human-Made Light?

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  • Dickinson, Jeffrey

Abstract

This paper expands on our understanding of the lights-income relationship by linking the newest generation of nighttime satellite images derived from the Visible Infrared Imaging Radiometry Suite, VIIRS, to nationwide, panel data on population and income from 2012-2018 for both Brazil and the United States including 3,104 US counties, and 5,570 munic\'ipios. I leverage the quality and frequency of those data sources and the VIIRS lights images to decompose the links between population changes, GDP changes, and nighttime lights changes at the county and munic\'ipio level. I find decreasing marginal effects of GDP on nighttime light as well as decreasing marginal effects of population on nighttime light, a result which holds across many specifications and that is robust to sub-sample analysis and placebo tests. Interactions among controls also appear to be present. Using sub-sample analysis, I also find that nighttime light does a poor job of capturing less-wealthy areas. Finally, I use a between-county estimator to identify the effects of time-invariant infrastructure features on night-time light. Roads, rail, ports, airports, and border crossings I find to be strong contributors to increases in light.

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  • Dickinson, Jeffrey, 2020. "Planes, Trains, and Automobiles: What Drives Human-Made Light?," MPRA Paper 103504, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:103504
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    as
    1. Bluhm, Richard & Krause, Melanie, 2022. "Top lights: Bright cities and their contribution to economic development," Journal of Development Economics, Elsevier, vol. 157(C).
    2. Dalgaard, Carl-Johan & Kaarsen, Nicolai & Olsson, Ola & Selaya, Pablo, 2018. "Roman Roads to Prosperity: Persistence and Non-Persistence of Public Goods Provision," Working Papers in Economics 722, University of Gothenburg, Department of Economics.
    3. Nicola Gennaioli & Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer, 2013. "Human Capital and Regional Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(1), pages 105-164.
    4. Stelios Michalopoulos & Elias Papaioannou, 2013. "Pre‐Colonial Ethnic Institutions and Contemporary African Development," Econometrica, Econometric Society, vol. 81(1), pages 113-152, January.
    5. Nicolas Berman & Mathieu Couttenier & Dominic Rohner & Mathias Thoenig, 2017. "This Mine Is Mine! How Minerals Fuel Conflicts in Africa," American Economic Review, American Economic Association, vol. 107(6), pages 1564-1610, June.
    6. Elias Papaioannou, 2014. "National Institutions and Subnational Development in Africa," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(1), pages 151-213.
    7. Brock Smith & Samuel Wills, 2018. "Left in the Dark? Oil and Rural Poverty," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(4), pages 865-904.
    8. J Vernon Henderson & Tim Squires & Adam Storeygard & David Weil, 2018. "The Global Distribution of Economic Activity: Nature, History, and the Role of Trade1," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(1), pages 357-406.
    9. Remi Jedwab & Edward Kerby & Alexander Moradi, 2017. "History, Path Dependence and Development: Evidence from Colonial Railways, Settlers and Cities in Kenya," Economic Journal, Royal Economic Society, vol. 127(603), pages 1467-1494, August.
    10. Nathaniel Baum-Snow & Loren Brandt & J. Vernon Henderson & Matthew A. Turner & Qinghua Zhang, 2017. "Roads, Railroads, and Decentralization of Chinese Cities," The Review of Economics and Statistics, MIT Press, vol. 99(3), pages 435-448, July.
    11. J. Vernon Henderson & Adam Storeygard & David N. Weil, 2012. "Measuring Economic Growth from Outer Space," American Economic Review, American Economic Association, vol. 102(2), pages 994-1028, April.
    12. Huang, Luna Yue & Hsiang, Solomon & Gonzalez-Navarro, Marco, 2021. "Using Satellite Imagery and Deep Learning to Evaluate the Impact of Anti-Poverty Programs," Department of Agricultural & Resource Economics, UC Berkeley, Working Paper Series qt1sp2w73b, Department of Agricultural & Resource Economics, UC Berkeley.
    13. Dennis Egger & Johannes Haushofer & Edward Miguel & Paul Niehaus & Michael Walker, 2022. "General Equilibrium Effects of Cash Transfers: Experimental Evidence From Kenya," Econometrica, Econometric Society, vol. 90(6), pages 2603-2643, November.
    14. Priyaranjan Jha & Karan Talathi, 2021. "Impact of Colonial Institutions on Economic Growth and Development in India: Evidence from Night Lights Data," Working Papers 202102, University of California-Irvine, Department of Economics.
    15. Susanne A. Frick & Andrés Rodríguez-Pose & Michael Wong, 2018. "Towards economically dynamic Special Economic Zones in emerging countries," Papers in Evolutionary Economic Geography (PEEG) 1816, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Apr 2018.
    16. C. Justin Cook & Manisha Shah, 2022. "Aggregate Effects from Public Works: Evidence from India," The Review of Economics and Statistics, MIT Press, vol. 104(4), pages 797-806, October.
    17. Hoyt Bleakley & Jeffrey Lin, 2012. "Portage and Path Dependence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(2), pages 587-644.
    18. Charlotta Mellander & José Lobo & Kevin Stolarick & Zara Matheson, 2015. "Night-Time Light Data: A Good Proxy Measure for Economic Activity?," PLOS ONE, Public Library of Science, vol. 10(10), pages 1-18, October.
    19. Conley, T. G., 1999. "GMM estimation with cross sectional dependence," Journal of Econometrics, Elsevier, vol. 92(1), pages 1-45, September.
    20. Anna Bruederle & Roland Hodler, 2018. "Nighttime lights as a proxy for human development at the local level," PLOS ONE, Public Library of Science, vol. 13(9), pages 1-22, September.
    21. Gibson, John & Olivia, Susan & Boe-Gibson, Geua & Li, Chao, 2021. "Which night lights data should we use in economics, and where?," Journal of Development Economics, Elsevier, vol. 149(C).
    22. Dave Donaldson & Adam Storeygard, 2016. "The View from Above: Applications of Satellite Data in Economics," Journal of Economic Perspectives, American Economic Association, vol. 30(4), pages 171-198, Fall.
    23. Abhijit Banerjee & Lakshmi Iyer, 2005. "History, Institutions, and Economic Performance: The Legacy of Colonial Land Tenure Systems in India," American Economic Review, American Economic Association, vol. 95(4), pages 1190-1213, September.
    24. Bluhm, Richard & Krause, Melanie, 2022. "Top lights: Bright cities and their contribution to economic development," Journal of Development Economics, Elsevier, vol. 157(C).
    25. Yingyao Hu & Jiaxiong Yao, 2019. "Illuminating Economic Growth," IMF Working Papers 2019/077, International Monetary Fund.
    26. Remi Jedwab & Edward Kerby & Alexander Moradi, 2017. "History, Path Dependence and Development: Evidence from Colonial Railways, Settlers and Cities in Kenya," Economic Journal, Royal Economic Society, vol. 127(603), pages 1467-1494, August.
    27. Roland Hodler & Paul A. Raschky, 2014. "Regional Favoritism," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(2), pages 995-1033.
    28. Henderson, J. Vernon & Storeygard, Adam & Deichmann, Uwe, 2017. "Has climate change driven urbanization in Africa?," Journal of Development Economics, Elsevier, vol. 124(C), pages 60-82.
    29. Maxim Pinkovskiy & Xavier Sala-i-Martin, 2016. "Lights, Camera … Income! Illuminating the National Accounts-Household Surveys Debate," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(2), pages 579-631.
    30. Keola, Souknilanh & Andersson, Magnus & Hall, Ola, 2015. "Monitoring Economic Development from Space: Using Nighttime Light and Land Cover Data to Measure Economic Growth," World Development, Elsevier, vol. 66(C), pages 322-334.
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    More about this item

    Keywords

    night-time light; GDP; population; infrastructure; regional development;
    All these keywords.

    JEL classification:

    • C82 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Macroeconomic Data; Data Access
    • O51 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - U.S.; Canada
    • R10 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - General
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)

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