Measuring Economic Growth from Outer Space
Abstract
GDP growth is often measured poorly for countries and rarely measured at all for cities or subnational regions. We propose a readily available proxy: satellite data on lights at night. We develop a statistical framework that uses lights growth to augment existing income growth measures, under the assumption that measurement error in using observed light as an indicator of income is uncorrelated with measurement error in national income accounts. For countries with good national income accounts data, information on growth of lights is of marginal value in estimating the true growth rate of income, while for countries with the worst national income accounts, the optimal estimate of true income growth is a composite with roughly equal weights. Among poor-data countries, our new estimate of average annual growth differs by as much as 3 percentage points from official data. Lights data also allow for measurement of income growth in sub- and supranational regions. As an application, we examine growth in Sub Saharan African regions over the last 17 years. We find that real incomes in non-coastal areas have grown faster by 1/3 of an annual percentage point than coastal areas; non-malarial areas have grown faster than malarial ones by 1/3 to 2/3 annual percent points; and primate city regions have grown no faster than hinterland areas. Such applications point toward a research program in which “empirical growth” need no longer be synonymous with “national income accounts.”Download Info
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Paper provided by National Bureau of Economic Research, Inc in its series NBER Working Papers with number 15199.Length:
Date of creation: Jul 2009
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Handle: RePEc:nbr:nberwo:15199
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Keywords:Other versions of this item:
- 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.
- Vernon Henderson & Adam Storeygard & David N. Weil, 2009. "Measuring Economic Growth from Outer Space," Working Papers 2009-8, Brown University, Department of Economics.
- E01 - Macroeconomics and Monetary Economics - - General - - - Measurement and Data on National Income and Product Accounts and Wealth; Environmental Accounts
- O47 - Economic Development, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Measurement of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
- Q1 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture
- R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes
This paper has been announced in the following NEP Reports:
- NEP-AGR-2009-08-02 (Agricultural Economics)
- NEP-ALL-2009-08-02 (All new papers)
- NEP-EFF-2009-08-02 (Efficiency & Productivity)
- NEP-GEO-2009-08-02 (Economic Geography)
- NEP-URE-2009-08-02 (Urban & Real Estate Economics)
References
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- Daniel da Mata & U. Deichmann & J. Vernon Henderson & Somik V. Lall & H.G. Wang, 2005.
"Determinants of City Growth in Brazil,"
NBER Working Papers
11585, National Bureau of Economic Research, Inc.
- da Mata, D. & Deichmann, U. & Henderson, J.V. & Lall, S.V. & Wang, H.G., 2007. "Determinants of city growth in Brazil," Journal of Urban Economics, Elsevier, vol. 62(2), pages 252-272, September.
- Daniel da Mata & Uwe Deichmann & J. Vernon Henderson & Somik V. Lall & Hyoung G. Wang, 2005. "Determinants of City Growth in Brazil," Discussion Papers 1112, Instituto de Pesquisa Econômica Aplicada - IPEA.
- Da Mata, Daniel & Deichmann, Uwe & Henderson, J. Vernon & Lall, Somik V. & Wang, Hyoung Gun, 2005. "Determinants of city growth in Brazil," Policy Research Working Paper Series 3723, The World Bank.
- International Monetary Fund, 2006. "Jamaica: Selected Issues," IMF Staff Country Reports 06/157, International Monetary Fund.
- repec:bla:restud:v:73:y:2006:i:3:p:549-576 is not listed on IDEAS
- John W. Dawson & Joseph P. Dejuan & John J. Seater & E. Frank Stephenson, 2001. "Economic information versus quality variation in cross-country data," Canadian Journal of Economics, Canadian Economics Association, vol. 34(4), pages 988-1009, November.
- Sutton, Paul C. & Costanza, Robert, 2002. "Global estimates of market and non-market values derived from nighttime satellite imagery, land cover, and ecosystem service valuation," Ecological Economics, Elsevier, vol. 41(3), pages 509-527, June.
- Alan B. Krueger & Mikael Lindahl, 2000.
"Education for Growth: Why and For Whom?,"
NBER Working Papers
7591, National Bureau of Economic Research, Inc.
- Mikael Lindahl & Alan B. Krueger, 2001. "Education for Growth: Why and for Whom?," Journal of Economic Literature, American Economic Association, vol. 39(4), pages 1101-1136, December.
- Alan Krueger & Mikael Lindahl, 2000. "Education for Growth: Why and For Whom?," Working Papers 808, Princeton University, Department of Economics, Industrial Relations Section..
- Chun-Chung Au & J. Vernon Henderson, 2006. "Are Chinese Cities Too Small?," Review of Economic Studies, Oxford University Press, vol. 73(3), pages 549-576.
- Richard Tiffin & Xavier Irz, 2006. "Is agriculture the engine of growth?," Agricultural Economics, International Association of Agricultural Economists, vol. 35(1), pages 79-89, 07.
- Sharon L. Maccini & Dean Yang, 2008.
"Under the Weather: Health, Schooling, and Economic Consequences of Early-Life Rainfall,"
NBER Working Papers
14031, National Bureau of Economic Research, Inc.
- Sharon Maccini & Dean Yang, 2009. "Under the Weather: Health, Schooling, and Economic Consequences of Early-Life Rainfall," American Economic Review, American Economic Association, vol. 99(3), pages 1006-26, June.
- Krugman, Paul, 1991.
"Increasing Returns and Economic Geography,"
Journal of Political Economy,
University of Chicago Press, vol. 99(3), pages 483-99, June.
- Paul Krugman, 1990. "Increasing Returns and Economic Geography," NBER Working Papers 3275, National Bureau of Economic Research, Inc.
- Angus Deaton & Alan Heston, 2008.
"Understanding PPPs and PPP-based national accounts,"
NBER Working Papers
14499, National Bureau of Economic Research, Inc.
- Angus Deaton & Alan Heston, 2010. "Understanding PPPs and PPP-Based National Accounts," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(4), pages 1-35, October.
- Angus Deaton & Alan Heston, 2008. "Understanding PPPs and PPP-based national accounts," Working Papers 1120, Princeton University, Woodrow Wilson School of Public and International Affairs, Research Program in Development Studies..
- Angus Deaton & Alan Heston, 2009. "Understanding PPPs and PPP-based national accounts," Working Papers 1186, Princeton University, Woodrow Wilson School of Public and International Affairs, Research Program in Development Studies..
- Kogel, Tomas & Prskawetz, Alexia, 2001.
" Agricultural Productivity Growth and Escape from the Malthusian Trap,"
Journal of Economic Growth,
Springer, vol. 6(4), pages 337-57, December.
- Fürnkranz-Prskawetz, Alexia & Kögel, Tomas, 2000. "Agricultural Productivity Growth and Escape from the Malthusian Trap," CEPR Discussion Papers 2485, C.E.P.R. Discussion Papers.
- Tomas Kögel & Alexia Prskawetz, 2000. "Agricultural productivity growth and escape from the Malthusian trap," MPIDR Working Papers WP-2000-002, Max Planck Institute for Demographic Research, Rostock, Germany.
- Martin Browning & Thomas Crossley, 2009.
"Are Two Cheap, Noisy Measures Better Than One Expensive, Accurate One?,"
American Economic Review,
American Economic Association, vol. 99(2), pages 99-103, May.
- Martin Browning & Thomas Crossley, 2009. "Are two cheap, noisy measures better than one expensive, accurate one?," IFS Working Papers W09/01, Institute for Fiscal Studies.
- Nuxoll, Daniel A, 1994. "Differences in Relative Prices and International Differences in Growth Rates," American Economic Review, American Economic Association, vol. 84(5), pages 1423-36, December.
- Edward L. Glaeser & Albert Saiz, 2003.
"The Rise of the Skilled City,"
Harvard Institute of Economic Research Working Papers
2025, Harvard - Institute of Economic Research.
- Edward L. Glaeser & Albert Saiz, 2003. "The Rise of the Skilled City," NBER Working Papers 10191, National Bureau of Economic Research, Inc.
- Edward L. Glaeser & Albert Saiz, 2003. "The rise of the skilled city," Working Papers 04-2, Federal Reserve Bank of Philadelphia.
- Doll, Christopher N.H. & Muller, Jan-Peter & Morley, Jeremy G., 2006. "Mapping regional economic activity from night-time light satellite imagery," Ecological Economics, Elsevier, vol. 57(1), pages 75-92, April.
- Hansen, Christian B., 2007. "Generalized least squares inference in panel and multilevel models with serial correlation and fixed effects," Journal of Econometrics, Elsevier, vol. 140(2), pages 670-694, October.
- Simon Johnson & William Larson & Chris Papageorgiou & Arvind Subramanian, 2009.
"Is Newer Better? Penn World Table Revisions and Their Impact on Growth Estimates,"
NBER Working Papers
15455, National Bureau of Economic Research, Inc.
- Simon Johnson & William Larson & Chris Papageorgiou & Arvind Subramanian, 2009. "Is Newer Better? Penn World Table Revisions and Their Impact on Growth Estimates," Working Papers 191, Center for Global Development.
- Glaeser, Edward L & Hedi D. Kallal & Jose A. Scheinkman & Andrei Shleifer, 1992.
"Growth in Cities,"
Journal of Political Economy,
University of Chicago Press, vol. 100(6), pages 1126-52, December.
- Edward L. Glaeser & Hedi D. Kallal & Jose A. Scheinkman & Andrei Shleifer, 1991. "Growth in Cities," NBER Working Papers 3787, National Bureau of Economic Research, Inc.
- Glaeser, Edward Ludwig & Kallal, Hedi D. & Scheinkman, Jose A. & Shleifer, Andrei, 1992. "Growth in Cities," Scholarly Articles 3451309, Harvard University Department of Economics.
- World Bank, 2005. "Managing Agricultural Production Risk : Innovations in Developing Countries," World Bank Other Operational Studies 8797, The World Bank.
- Brueckner, Jan K, 1990. "Analyzing Third World Urbanization: A Model with Empirical Evidence," Economic Development and Cultural Change, University of Chicago Press, vol. 38(3), pages 587-610, April.
- Edward Miguel & Shanker Satyanath & Ernest Sergenti, 2004. "Economic Shocks and Civil Conflict: An Instrumental Variables Approach," Journal of Political Economy, University of Chicago Press, vol. 112(4), pages 725-753, August.
- Duncan Black & Vernon Henderson, 1999. "A Theory of Urban Growth," Journal of Political Economy, University of Chicago Press, vol. 107(2), pages 252-284, April.
- William Larson & Chris Papageorgiou & Arvind Subramania & Simon Johnson, 2009. "Is Newer Better? Penn World Table Revisions and the Growth Literature," 2009 Meeting Papers 858, Society for Economic Dynamics.
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