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Monitoring Economic Development from Space: Using Nighttime Light and Land Cover Data to Measure Economic Growth

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Cited by:

  1. Punam Chuhan-Pole & Andrew L. Dabalen & Bryan Christopher Land, 2017. "Mining in Africa [L'exploitation minière en Afrique]," World Bank Publications - Books, The World Bank Group, number 26110, April.
  2. Christian Otchia & Simplice Asongu, 2020. "Industrial growth in sub-Saharan Africa: evidence from machine learning with insights from nightlight satellite images," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 48(8), pages 1421-1441, December.
  3. Phoebe W. Ishak & Pierre-Guillaume Méon, 2023. "A Resource-Rich Neighbor Is a Misfortune: The Spatial Distribution of the Resource Curse in Brazil," Economic Development and Cultural Change, University of Chicago Press, vol. 71(4), pages 1213-1247.
  4. Patrick Lehnert & Michael Niederberger & Uschi Backes-Gellner & Eric Bettinger, 2020. "Proxying Economic Activity with Daytime Satellite Imagery: Filling Data Gaps Across Time and Space," Economics of Education Working Paper Series 0165, University of Zurich, Department of Business Administration (IBW), revised Sep 2022.
  5. Jesson A. Pagaduan, 2023. "Spatial Income Inequality, Convergence, and Regional Development in a Lower Middle‐Income Country: Satellite Evidence from the Philippines," The Developing Economies, Institute of Developing Economies, vol. 61(2), pages 117-154, June.
  6. Corral, Leonardo R. & Schling, Maja, 2017. "The impact of shoreline stabilization on economic growth in small island developing states," Journal of Environmental Economics and Management, Elsevier, vol. 86(C), pages 210-228.
  7. Al Kez, Dlzar & Foley, Aoife & Abdul, Zrar Khald & Del Rio, Dylan Furszyfer, 2024. "Energy poverty prediction in the United Kingdom: A machine learning approach," Energy Policy, Elsevier, vol. 184(C).
  8. Hayakawa, Kazunobu & Keola, Souknilanh & Silaphet, Korrakoun & Yamanouchi, Kenta, 2022. "Estimating the impacts of international bridges on foreign firm locations: a machine learning approach," IDE Discussion Papers 847, Institute of Developing Economies, Japan External Trade Organization(JETRO).
  9. Beyer, Robert C.M. & Franco-Bedoya, Sebastian & Galdo, Virgilio, 2021. "Examining the economic impact of COVID-19 in India through daily electricity consumption and nighttime light intensity," World Development, Elsevier, vol. 140(C).
  10. Kammerlander, Andreas & Schulze, Günther G., 2023. "Local economic growth and infant mortality," Journal of Health Economics, Elsevier, vol. 87(C).
  11. Ola Hall & Mattias Ohlsson & Thortseinn Rognvaldsson, 2022. "Satellite Image and Machine Learning based Knowledge Extraction in the Poverty and Welfare Domain," Papers 2203.01068, arXiv.org.
  12. Lionel Roger, 2018. "Blinded by the light? Heterogeneity in the luminosity-growth nexus and the African growth miracle," Discussion Papers 2018-04, University of Nottingham, CREDIT.
  13. Paul Minard, 2020. "Institutions and China's comparative development," Papers 2001.02804, arXiv.org.
  14. Bandyopadhyay, Sanghamitra & Green, Elliott, 2025. "Explaining ethno-regional favouritism in Sub-Saharan Africa," World Development, Elsevier, vol. 188(C).
  15. Hofer, Martin & Sako, Tomas & Martinez, Jr., Arturo & Addawe, Mildred & Durante, Ron Lester, 2020. "Applying Artificial Intelligence on Satellite Imagery to Compile Granular Poverty Statistics," ADB Economics Working Paper Series 629, Asian Development Bank.
  16. Wahab Ibrahim & Ola Hall, 2022. "Welfare estimations from imagery. A test of domain experts ability to rate poverty from visual inspection of satellite imagery," Papers 2210.08785, arXiv.org.
  17. Felbermayr, Gabriel & Gröschl, Jasmin & Sanders, Mark & Schippers, Vincent & Steinwachs, Thomas, 2022. "The economic impact of weather anomalies," World Development, Elsevier, vol. 151(C).
  18. Omoniyi Alimi & Geua Boe-Gibson & John Gibson, 2022. "Noisy Night Lights Data: Effects on Research Findings for Developing Countries," Working Papers in Economics 22/12, University of Waikato.
  19. Nicolene Hamman & Andrew Phiri, 2022. "Using Nighttime Luminosity as a Proxy for Economic Growth in Africa: Is It a Bright Idea?," Managing Global Transitions, University of Primorska, Faculty of Management Koper, vol. 20(2 (Summer), pages 139-165.
  20. Bargain, Olivier B. & Vincent, Rose Camille & Caldeira, Emilie, 2025. "Shine a (night)light: Decentralization and economic development in Burkina Faso," World Development, Elsevier, vol. 187(C).
  21. Xiaoyan Cao & Jizong Jiao & Xiuli Liu & Wanyang Zhu & Haoran Wang & Huiqing Hao & Jingtao Lu, 2022. "Establishment of an Ecological Security Pattern under Arid Conditions Based on Ecological Carrying Capacity: A Case Study of Arid Area in Northwest China," Sustainability, MDPI, vol. 14(23), pages 1-20, November.
  22. Dickinson, Jeffrey, 2020. "Planes, Trains, and Automobiles: What Drives Human-Made Light?," MPRA Paper 103504, University Library of Munich, Germany.
  23. Büttner, Nicolas & Grimm, Michael & Günther, Isabel & Harttgen, Kenneth & Klasen, Stephan, 2022. "The fertility transition in Sub-Saharan Africa: The role of structural change," Passauer Diskussionspapiere, Volkswirtschaftliche Reihe V-90-22, University of Passau, Faculty of Business and Economics.
  24. Beyer, Robert & Yao, Jiaxiong & Hu, Yingyao, 2022. "Measuring Quarterly Economic Growth from Outer Space," VfS Annual Conference 2022 (Basel): Big Data in Economics 264007, Verein für Socialpolitik / German Economic Association.
  25. Liu, Min & Xu, Wenli & Zhang, Hangyu & Chen, Huang & Bie, Qiang & Han, Guodong & Yu, Xiaohua, 2022. "Livestock production, greenhouse gas emissions, air pollution, and grassland conservation: Quasi-natural experimental evidence," MPRA Paper 115704, University Library of Munich, Germany.
  26. Addison,Douglas M. & Stewart,Benjamin P., 2015. "Nighttime lights revisited : the use of nighttime lights data as a proxy for economic variables," Policy Research Working Paper Series 7496, The World Bank.
  27. Diep Hoang Phan, 2023. "Lights and GDP relationship: What does the computer tell us?," Empirical Economics, Springer, vol. 65(3), pages 1215-1252, September.
  28. Souknilanh Keola & Kazunobu Hayakawa, 2021. "Do Lockdown Policies Reduce Economic and Social Activities? Evidence from NO2 Emissions," The Developing Economies, Institute of Developing Economies, vol. 59(2), pages 178-205, June.
  29. 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).
  30. Zhang, Jin & Li, Pujiang & Zhao, Guochang, 2018. "Is power generation really the gold measure of the Chinese economy? A conceptual and empirical assessment," Energy Policy, Elsevier, vol. 121(C), pages 211-216.
  31. Felbermayr, Gabriel & Gröschl, Jasmin & Sanders, Mark & Schippers, Vincent & Steinwachs, Thomas, 2018. "Shedding Light on the Spatial Diffusion of Disasters," VfS Annual Conference 2018 (Freiburg, Breisgau): Digital Economy 181556, Verein für Socialpolitik / German Economic Association.
  32. Prachi Jhamb & Susana Ferreira & Patrick Stephens & Mekala Sundaram & Jonathan Wilson, 2025. "Shedding light on development: Leveraging the new nightlights data to measure economic progress," PLOS ONE, Public Library of Science, vol. 20(2), pages 1-19, February.
  33. Huimin Xu & Hutao Yang & Xi Li & Huiran Jin & Deren Li, 2015. "Multi-Scale Measurement of Regional Inequality in Mainland China during 2005–2010 Using DMSP/OLS Night Light Imagery and Population Density Grid Data," Sustainability, MDPI, vol. 7(10), pages 1-31, September.
  34. Abagna, Matthew Amalitinga, 2023. "Special Economic Zones and Local Economic Activities in Ethiopia," MPRA Paper 117427, University Library of Munich, Germany.
  35. Lessmann, Christian & Seidel, André, 2017. "Regional inequality, convergence, and its determinants – A view from outer space," European Economic Review, Elsevier, vol. 92(C), pages 110-132.
  36. Zhen Yang & Lu Zhang & Chengkun Liu & Yu Chen & Rongwei Wu & Yaomin Zheng, 2024. "Evaluation of economic inequality in ‘the Belt and Road’ region – The application of night‐time satellite imagery," The World Economy, Wiley Blackwell, vol. 47(7), pages 3076-3096, July.
  37. GIBSON, John & ZHANG, Xiaoxuan & PARK, Albert & YI, Jiang & XI, Li, 2024. "Remotely measuring rural economic activity and poverty : Do we just need better sensors?," CEI Working Paper Series 2023-08, Center for Economic Institutions, Institute of Economic Research, Hitotsubashi University.
  38. Bolivar, Osmar, 2024. "GDP nowcasting: A machine learning and remote sensing data-based approach for Bolivia," Latin American Journal of Central Banking (previously Monetaria), Elsevier, vol. 5(3).
  39. John Gibson & Susan Olivia & Geua Boe-Gibson, 2019. "A Test of DMSP and VIIRS Night Lights Data for Estimating GDP and Spatial Inequality for Rural and Urban Areas," Working Papers in Economics 19/11, University of Waikato.
  40. Xiaotong Xie & Xiaoshun Li & Huiping Fan, 2022. "Research on the Interactive Coupling Relationship between Land Space Development and Eco-Environment from the Perspective of Symbiosis: A Practical Analysis of Henan, China," Land, MDPI, vol. 11(8), pages 1-20, August.
  41. Satoru Kumagai & Toshitaka Gokan & Kenmei Tsubota & Ikumo Isono & Kazunobu Hayakawa, 2021. "Economic Impacts of the US–China Trade War on the Asian Economy: An Applied Analysis of IDE-GSM," Journal of Asian Economic Integration, , vol. 3(2), pages 127-143, September.
  42. Bargain, Olivier B. & Vincent, Rose Camille & Caldeira, Emilie, 2024. "Shine a (Night)Light: Decentralization and Economic Development in Burkina Faso," IZA Discussion Papers 17459, Institute of Labor Economics (IZA).
  43. Minghong Tan, 2015. "Urban Growth and Rural Transition in China Based on DMSP/OLS Nighttime Light Data," Sustainability, MDPI, vol. 7(7), pages 1-14, July.
  44. van der Weide, Roy & Blankespoor, Brian & Elbers, Chris & Lanjouw, Peter, 2024. "How accurate is a poverty map based on remote sensing data? An application to Malawi," Journal of Development Economics, Elsevier, vol. 171(C).
  45. John Gibson & Susan Olivia & Geua Boe‐Gibson, 2020. "Night Lights In Economics: Sources And Uses," Journal of Economic Surveys, Wiley Blackwell, vol. 34(5), pages 955-980, December.
  46. Lin Ma & Yueyao Wang & Ze Liang & Jiaqi Ding & Jiashu Shen & Feili Wei & Shuangcheng Li, 2021. "Changing Effect of Urban Form on the Seasonal and Diurnal Variations of Surface Urban Heat Island Intensities (SUHIIs) in More Than 3000 Cities in China," Sustainability, MDPI, vol. 13(5), pages 1-17, March.
  47. Xu, Feng & Wang, Zhanqi & Chi, Guangqing & Zhang, Zhexi, 2020. "The impacts of population and agglomeration development on land use intensity: New evidence behind urbanization in China," Land Use Policy, Elsevier, vol. 95(C).
  48. E. Ustaoglu & R. Bovkır & A. C. Aydınoglu, 2021. "Spatial distribution of GDP based on integrated NPS-VIIRS nighttime light and MODIS EVI data: a case study of Turkey," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(7), pages 10309-10343, July.
  49. McSharry, Patrick & Mawejje, Joseph, 2024. "Estimating urban GDP growth using nighttime lights and machine learning techniques in data poor environments: The case of South Sudan," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
  50. Kimura, Fukunari & Chang, Mateus Silva, 2017. "Industrialization and poverty reduction in East Asia: Internal labor movements matter," Journal of Asian Economics, Elsevier, vol. 48(C), pages 23-37.
  51. Zhou, You & Zhang, Lingzhu & JF Chiaradia, Alain, 2022. "Estimating wider economic impacts of transport infrastructure Investment: Evidence from accessibility disparity in Hong Kong," Transportation Research Part A: Policy and Practice, Elsevier, vol. 162(C), pages 220-235.
  52. Thomas Steinwachs, 2019. "Geography Matters: Spatial Dimensions of Trade, Migration and Growth," ifo Beiträge zur Wirtschaftsforschung, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, number 81, September.
  53. Karim Ennouri & Slim Smaoui & Mohamed Ali Triki, 2021. "Detection of Urban and Environmental Changes via Remote Sensing," Circular Economy and Sustainability, Springer, vol. 1(4), pages 1423-1437, December.
  54. Keola, Souknilanh & Kumagai, Satoru, 2016. "Measuring population mobility speed from space," IDE Discussion Papers 574, Institute of Developing Economies, Japan External Trade Organization(JETRO).
  55. Rangel González Erick & Llamosas-Rosas Irving, 2021. "Observing the Evolution of the Informal Sector from Space: A Municipal Approach 2013-2020," Working Papers 2021-18, Banco de México.
  56. Lin Li & Kaixu Zhao & Xinyu Wang & Sidong Zhao & Xingguang Liu & Weiwei Li, 2022. "Spatio-Temporal Evolution and Driving Mechanism of Urbanization in Small Cities: Case Study from Guangxi," Land, MDPI, vol. 11(3), pages 1-34, March.
  57. 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.
  58. Kiyoyasu Tanaka & Souknilanh Keola, 2017. "Shedding Light on the Shadow Economy: A Nighttime Light Approach," Journal of Development Studies, Taylor & Francis Journals, vol. 53(1), pages 32-48, January.
  59. Irwanda Wisnu Wardhana & Indri Riesfandiari & Erizal Jamal & Vyta W. Hanifah & Pihri Pihri & Felix Wisnu Handoyo & Nugroho Purwono & Rizky Prayogo Ramadhan & Budhi Setyawan & Michal Placek & Bakri Pra, 2025. "Does a special economic zone impact the surrounding economy? The case study of Kendal, Indonesia," Palgrave Communications, Palgrave Macmillan, vol. 12(1), pages 1-17, December.
  60. Donghyun Ahn & Jeasurk Yang & Meeyoung Cha & Hyunjoo Yang & Jihee Kim & Sangyoon Park & Sungwon Han & Eunji Lee & Susang Lee & Sungwon Park, 2023. "A human-machine collaborative approach measures economic development using satellite imagery," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
  61. Ruiting Zhai & Chuanrong Zhang & Weidong Li & Mark A. Boyer & Dean Hanink, 2016. "Prediction of Land Use Change in Long Island Sound Watersheds Using Nighttime Light Data," Land, MDPI, vol. 5(4), pages 1-16, December.
  62. Ola Hall & Francis Dompae & Ibrahim Wahab & Fred Mawunyo Dzanku, 2023. "A review of machine learning and satellite imagery for poverty prediction: Implications for development research and applications," Journal of International Development, John Wiley & Sons, Ltd., vol. 35(7), pages 1753-1768, October.
  63. Ogunlesi, Ayodeji & Bokana, Koye & Okoye, Chidozie & Loy, Jens-Peter, 2018. "Agricultural Productivity and Food Supply Stability in Sub-Saharan Africa: LSDV and SYS-GMM Approach," MPRA Paper 90204, University Library of Munich, Germany.
  64. Jasiński, Tomasz, 2019. "Modeling electricity consumption using nighttime light images and artificial neural networks," Energy, Elsevier, vol. 179(C), pages 831-842.
  65. Qian Chen & Tingting Ye & Naizhuo Zhao & Mingjun Ding & Zutao Ouyang & Peng Jia & Wenze Yue & Xuchao Yang, 2021. "Mapping China’s regional economic activity by integrating points-of-interest and remote sensing data with random forest," Environment and Planning B, , vol. 48(7), pages 1876-1894, September.
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  67. Miranda,Juan Jose & Butron,Luigi & Pantoja,Chrissie & Gunasekera,Rashmin, 2021. "Mangroves as Coastal Protection for Local Economic Activities from Hurricanes in the Caribbean," Policy Research Working Paper Series 9863, The World Bank.
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