Consequences of Data Error in Aggregate Indicators: Evidence from the Human Development Index
This paper examines the consequences of data error in data series used to construct aggregate indicators. Using the most popular indicator of country level economic development, the Human Development Index (HDI), we identify three separate sources of data error. We propose a simple statistical framework to investigate how data error may bias rank assignments and identify two striking consequences for the HDI. First, using the cutoff values used by the United Nations to assign a country as ‘low’, ‘medium’, or ‘high’ developed, we find that currently up to 45% of developing countries are misclassified. Moreover, by replicating prior development/macroeconomic studies, we find that key estimated parameters such as Gini coefficients and speed of convergence measures vary by up to 100% due to data error.
|Date of creation:||Feb 2008|
|Date of revision:|
|Publication status:||published as 'Classification, Detection and Consequences of Data Error: Evidence from the Human Development Index' in: Economic Journal, 2011, 121 (553), 843 - 870|
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- Farhad Noorbakhsh, 1998. "The human development index: some technical issues and alternative indices," Journal of International Development, John Wiley & Sons, Ltd., vol. 10(5), pages 589-605.
- Guindon, G. Emmanuel & Boisclair, David, 2003. "Past, Current and Future Trends in Tobacco Use," University of California at San Francisco, Center for Tobacco Control Research and Education qt4q57d5vp, Center for Tobacco Control Research and Education, UC San Francisco.
- Subhayu Bandyopadhyay, 2006.
"The Determinants of Aid in the Post-Cold War Era,"
06-14 Classification- JEL, Department of Economics, West Virginia University.
- Danny Quah, 1996. "Twin peaks : growth and convergence in models of distribution dynamics," LSE Research Online Documents on Economics 2278, London School of Economics and Political Science, LSE Library.
- Kenneth Y. Chay & Patrick J. McEwan & Miguel Urquiola, 2003.
"The Central Role of Noise in Evaluating Interventions that Use Test Scores to Rank Schools,"
NBER Working Papers
10118, National Bureau of Economic Research, Inc.
- Kenneth Y. Chay & Patrick J. McEwan & Miguel Urquiola, 2005. "The Central Role of Noise in Evaluating Interventions That Use Test Scores to Rank Schools," American Economic Review, American Economic Association, vol. 95(4), pages 1237-1258, September.
- Noorbakhsh, Farhad, 2006. "International Convergence or Higher Inequality in Human Development? Evidence for 1975 to 2002," Working Paper Series RP2006/15, World Institute for Development Economic Research (UNU-WIDER).
- Stephen Morse, 2003. "Greening the United Nations' Human Development Index?," Sustainable Development, John Wiley & Sons, Ltd., vol. 11(4), pages 183-198.
- Arcelus Francisco J & Sharma Basu & Srinivasan Gopalan, 2005. "Foreign Capital Flows and the Efficiency of the HDI Dimensions," Global Economy Journal, De Gruyter, vol. 5(2), pages 1-14, June.
- Sudhir Anand & Amartya Sen, 2000. "The Income Component of the Human Development Index," Journal of Human Development and Capabilities, Taylor & Francis Journals, vol. 1(1), pages 83-106.
- Alberto Alesina & Beatrice Weder, 1999.
"Do Corrupt Governments Receive Less Foreign Aid?,"
NBER Working Papers
7108, National Bureau of Economic Research, Inc.
- Sudhir Anand and Amartya Sen, 2000. "The Income Component of Human Development Index," Human Development Occasional Papers (1992-2007) HDOCPA-2000-01, Human Development Report Office (HDRO), United Nations Development Programme (UNDP).
- Krishna Mazumdar, 2002. "A note on cross-country divergence in standard of living," Applied Economics Letters, Taylor & Francis Journals, vol. 9(2), pages 87-90.
- Quah, Danny, 1996.
"Twin Peaks: Growth and Convergence in Models of Distribution Dynamics,"
CEPR Discussion Papers
1355, C.E.P.R. Discussion Papers.
- Quah, Danny T, 1996. "Twin Peaks: Growth and Convergence in Models of Distribution Dynamics," Economic Journal, Royal Economic Society, vol. 106(437), pages 1045-55, July.
- Danny Quah, 1996. "Twin Peaks: Growth and Convergence in Models of Distribution Dynamics," CEP Discussion Papers dp0280, Centre for Economic Performance, LSE.
- Alesina, Alberto & Dollar, David, 2000.
"Who Gives Foreign Aid to Whom and Why?,"
Journal of Economic Growth,
Springer, vol. 5(1), pages 33-63, March.
- Dollar, David & Alesina, Alberto, 2000. "Who Gives Foreign Aid to Whom and Why?," Scholarly Articles 4553020, Harvard University Department of Economics.
- Alberto Alesina & David Dollar, 1998. "Who Gives Foreign Aid to Whom and Why?," NBER Working Papers 6612, National Bureau of Economic Research, Inc.
- Srinivasan, T N, 1994. "Human Development: A New Paradigm or Reinvention of the Wheel?," American Economic Review, American Economic Association, vol. 84(2), pages 238-43, May.
- Desai, Meghnad, 1991. "Human development : Concepts and measurement," European Economic Review, Elsevier, vol. 35(2-3), pages 350-357, April.
- J. Ram Pillarisetti, 1997. "An empirical note on inequality in the world development indicators," Applied Economics Letters, Taylor & Francis Journals, vol. 4(3), pages 145-147.
- Tomson Ogwang, 2000. "Inter-country inequality in human development indicators," Applied Economics Letters, Taylor & Francis Journals, vol. 7(7), pages 443-446.
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