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Illuminating the Global South

Author

Listed:
  • Giorgio Chiovelli

  • Stelios Michalopoulus

  • Elias Papaioannou

  • Tanner Regan

Abstract

Satellite images of nighttime lights are commonly used to proxy local economic conditions. Despite their popularity, there are concerns about how accurately they capture local development in different settings and scales. We compile an annual series of comparable nighttime lights globally from 1992 to 2023 by applying adjustments that consider key factors affecting accuracy and comparability over time: top coding, blooming, and variations in satellite systems (DMSP and VIIRS). Applied to various low-income settings, the adjusted luminosity series outperforms the unadjusted series as a predictor of local development, particularly over time and at higher spatial resolutions.

Suggested Citation

  • Giorgio Chiovelli & Stelios Michalopoulus & Elias Papaioannou & Tanner Regan, 2025. "Illuminating the Global South," Working Papers 2025-009, The George Washington University, The Center for Economic Research.
  • Handle: RePEc:gwc:wpaper:2025-009
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    References listed on IDEAS

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    1. Aigner, Dennis J., 1973. "Regression with a binary independent variable subject to errors of observation," Journal of Econometrics, Elsevier, vol. 1(1), pages 49-59, March.
    2. Ch, Rafael & Martin, Diego A. & Vargas, Juan F., 2021. "Measuring the size and growth of cities using nighttime light," Journal of Urban Economics, Elsevier, vol. 125(C).
    3. Bluhm, Richard & Krause, Melanie, 2022. "Top lights: Bright cities and their contribution to economic development," Journal of Development Economics, Elsevier, vol. 157(C).
    4. Fenske, James, 2015. "African polygamy: Past and present," Journal of Development Economics, Elsevier, vol. 117(C), pages 58-73.
    5. Stelios Michalopoulos & Elias Papaioannou, 2016. "The Long-Run Effects of the Scramble for Africa," American Economic Review, American Economic Association, vol. 106(7), pages 1802-1848, July.
    6. Jonathan Proctor & Tamma Carleton & Sandy Sum, 2023. "Parameter Recovery Using Remotely Sensed Variables," NBER Working Papers 30861, National Bureau of Economic Research, Inc.
    7. Sara Lowes & Eduardo Montero, 2021. "The Legacy of Colonial Medicine in Central Africa," American Economic Review, American Economic Association, vol. 111(4), pages 1284-1314, April.
    8. Sam Asher & Tobias Lunt & Ryu Matsuura & Paul Novosad, 2021. "Development Research at High Geographic Resolution: An Analysis of Night-Lights, Firms, and Poverty in India Using the SHRUG Open Data Platform," The World Bank Economic Review, World Bank, vol. 35(4), pages 845-871.
    9. 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.
    10. Sara Lowes & Eduardo Montero, 2021. "Concessions, Violence, and Indirect Rule: Evidence from the Congo Free State," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(4), pages 2047-2091.
    11. Sendhil Mullainathan & Jann Spiess, 2017. "Machine Learning: An Applied Econometric Approach," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 87-106, Spring.
    12. John Gibson, 2021. "Better Night Lights Data, For Longer," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 83(3), pages 770-791, June.
    13. Nicola Gennaioli & Ilia Rainer, 2007. "The modern impact of precolonial centralization in Africa," Journal of Economic Growth, Springer, vol. 12(3), pages 185-234, September.
    14. Sam Asher & Paul Novosad, 2020. "Rural Roads and Local Economic Development," American Economic Review, American Economic Association, vol. 110(3), pages 797-823, March.
    15. 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.
    16. Nava Ashraf & Natalie Bau & Nathan Nunn & Alessandra Voena, 2020. "Bride Price and Female Education," Journal of Political Economy, University of Chicago Press, vol. 128(2), pages 591-641.
    17. Samuel Bazzi & Arya Gaduh & Alexander D. Rothenberg & Maisy Wong, 2019. "Unity in Diversity? How Intergroup Contact Can Foster Nation Building," American Economic Review, American Economic Association, vol. 109(11), pages 3978-4025, November.
    18. Gabriel Chodorow-Reich & Gita Gopinath & Prachi Mishra & Abhinav Narayanan, 2020. "Cash and the Economy: Evidence from India’s Demonetization," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(1), pages 57-103.
    19. 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.
    20. 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.
    21. Alwyn Young, 2012. "The African Growth Miracle," Journal of Political Economy, University of Chicago Press, vol. 120(4), pages 696-739.
    22. Meyer, Bruce D. & Mittag, Nikolas, 2017. "Misclassification in binary choice models," Journal of Econometrics, Elsevier, vol. 200(2), pages 295-311.
    23. AIGNER, Dennis J., 1973. "Regression with a binary independent variable subject to errors of observation," LIDAM Reprints CORE 130, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    24. Maxim L. Pinkovskiy, 2017. "Growth discontinuities at borders," Journal of Economic Growth, Springer, vol. 22(2), pages 145-192, June.
    25. 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.
    26. Alwyn Young, 2012. "The African Growth Miracle," NBER Working Papers 18490, National Bureau of Economic Research, Inc.
    27. Veda Narasimhan & Jeffrey Weaver, 2024. "Polity Size and Local Government Performance: Evidence from India," American Economic Review, American Economic Association, vol. 114(11), pages 3385-3426, November.
    28. Leonard Wantchekon & Marko Klašnja & Natalija Novta, 2015. "Education and Human Capital Externalities: Evidence from Colonial Benin," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(2), pages 703-757.
    29. Susan Athey & Guido W. Imbens, 2019. "Machine Learning Methods That Economists Should Know About," Annual Review of Economics, Annual Reviews, vol. 11(1), pages 685-725, August.
    30. Katarzyna Anna Bilicka & André Seidel, 2022. "Measuring Firm Activity from Outer Space," CESifo Working Paper Series 9701, CESifo.
    31. Stelios Michalopoulos & Elias Papaioannou, 2018. "Spatial Patterns of Development: A Meso Approach," Annual Review of Economics, Annual Reviews, vol. 10(1), pages 383-410, August.
    32. 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.
    33. Li, Pei & Lu, Yi & Wang, Jin, 2016. "Does flattening government improve economic performance? Evidence from China," Journal of Development Economics, Elsevier, vol. 123(C), pages 18-37.
    34. 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).
    35. Ilari Määttä & Thomas Ferreira & Christian Leßmann, 2022. "Nighttime lights and wealth in very small areas: [Nachtlichter und Wohlstand in Kleinräumigen Daten:]," Review of Regional Research: Jahrbuch für Regionalwissenschaft, Springer;Gesellschaft für Regionalforschung (GfR), vol. 42(2), pages 161-190, August.
    36. De Luca, Giacomo & Hodler, Roland & Raschky, Paul A. & Valsecchi, Michele, 2018. "Ethnic favoritism: An axiom of politics?," Journal of Development Economics, Elsevier, vol. 132(C), pages 115-129.
    37. Mariaflavia Harari, 2020. "Cities in Bad Shape: Urban Geometry in India," American Economic Review, American Economic Association, vol. 110(8), pages 2377-2421, August.
    38. Jonas Hjort & Jonas Poulsen, 2019. "The Arrival of Fast Internet and Employment in Africa," American Economic Review, American Economic Association, vol. 109(3), pages 1032-1079, March.
    39. Adam Storeygard, 2016. "Farther on down the Road: Transport Costs, Trade and Urban Growth in Sub-Saharan Africa," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(3), pages 1263-1295.
    40. Luis R. Martínez, 2022. "How Much Should We Trust the Dictator’s GDP Growth Estimates?," Journal of Political Economy, University of Chicago Press, vol. 130(10), pages 2731-2769.
    41. Esteban Rossi-Hansberg & Jialing Zhang, 2025. "Local GDP Estimates Around the World," NBER Working Papers 33458, National Bureau of Economic Research, Inc.
    42. Monica Martinez-Bravo, 2017. "The Local Political Economy Effects of School Construction in Indonesia," American Economic Journal: Applied Economics, American Economic Association, vol. 9(2), pages 256-289, April.
    43. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    44. Frances Lu & Tom Vogl, 2023. "Intergenerational Persistence in Child Mortality," American Economic Review: Insights, American Economic Association, vol. 5(1), pages 93-110, March.
    45. Stelios Michalopoulos & Elias Papaioannou, 2020. "Historical Legacies and African Development," Journal of Economic Literature, American Economic Association, vol. 58(1), pages 53-128, March.
    46. 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.
    47. 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.
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    Keywords

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    JEL classification:

    • O1 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development
    • R1 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics
    • E01 - Macroeconomics and Monetary Economics - - General - - - Measurement and Data on National Income and Product Accounts and Wealth; Environmental Accounts
    • I32 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - Measurement and Analysis of Poverty

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