Testing for error cross section independence with an application to US health expenditure
This paper considers the problem of testing for error cross section independence in a panel where statistical units may be subject to unobserved common effects, spatial spill overs, or both. We review a number of diagnostics that are used for testing for error cross section independence in panels, including tests based on spacings and spatial statistics. We then argue that commonly used spatial statistics might give misleading results when cross section correlation arising from common effects is not taken into account. Hence, we study the properties of spatial statistics applied to residuals obtained from an augmented regression, where common factors have been approximated by principal components (Bai, 2009). Small sample properties of our testing strategy are investigated in a Monte Carlo study. Results show that spatial tests applied to de-factored residuals detect well the presence of spatial correlation in the data. The paper concludes with a small empirical exercise on US health expenditure.
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- Baltagi B-H & Bresson G. & Pirotte A., 2005.
"Panel Unit Root Tests and Spatial Dependence,"
Working Papers ERMES
0503, ERMES, University Paris 2.
- Ng, Serena, 2006. "Testing Cross-Section Correlation in Panel Data Using Spacings," Journal of Business & Economic Statistics, American Statistical Association, vol. 24, pages 12-23, January.
- Mario Forni & Lucrezia Reichlin, 1998.
"Let's get real: a factor analytical approach to disaggregated business cycle dynamics,"
ULB Institutional Repository
2013/10147, ULB -- Universite Libre de Bruxelles.
- Forni, Mario & Reichlin, Lucrezia, 1998. "Let's Get Real: A Factor Analytical Approach to Disaggregated Business Cycle Dynamics," Review of Economic Studies, Wiley Blackwell, vol. 65(3), pages 453-73, July.
- Di Matteo, Livio & Di Matteo, Rosanna, 1998. "Evidence on the determinants of Canadian provincial government health expenditures: 1965-1991," Journal of Health Economics, Elsevier, vol. 17(2), pages 211-228, April.
- F. Moscone & E. Tosetti, 2010.
"Health expenditure and income in the United States,"
John Wiley & Sons, Ltd., vol. 19(12), pages 1385-1403, December.
- Elisa Tosetti & Francesco Moscone, 2007. "Health Expenditure and Income in the United States," Discussion Papers in Economics 07/14, Department of Economics, University of Leicester.
- Jonathan Skinner & Douglas Staiger, 2007.
"Technology Adoption from Hybrid Corn to Beta-Blockers,"
in: Hard-to-Measure Goods and Services: Essays in Honor of Zvi Griliches, pages 545-570
National Bureau of Economic Research, Inc.
- Jonathan Skinner & Douglas Staiger, 2005. "Technology adoption from hybrid corn to beta blockers," Proceedings, Federal Reserve Bank of San Francisco.
- Jonathan Skinner & Douglas Staiger, 2005. "Technology Adoption From Hybrid Corn to Beta Blockers," NBER Working Papers 11251, National Bureau of Economic Research, Inc.
- Chou, Win Lin, 2007. "Explaining China's regional health expenditures using LM-type unit root tests," Journal of Health Economics, Elsevier, vol. 26(4), pages 682-698, July.
- Rivera-Batiz, Luis A & Romer, Paul M, 1991.
"Economic Integration and Endogenous Growth,"
The Quarterly Journal of Economics,
MIT Press, vol. 106(2), pages 531-55, May.
- Jushan Bai, 2003. "Inferential Theory for Factor Models of Large Dimensions," Econometrica, Econometric Society, vol. 71(1), pages 135-171, January.
- Moscone, Francesco & Knapp, Martin & Tosetti, Elisa, 2007. "Mental health expenditure in England: A spatial panel approach," Journal of Health Economics, Elsevier, vol. 26(4), pages 842-864, July.
- Jushan Bai & Serena Ng, 2000.
"Determining the Number of Factors in Approximate Factor Models,"
Boston College Working Papers in Economics
440, Boston College Department of Economics.
- Jushan Bai & Serena Ng, 2002. "Determining the Number of Factors in Approximate Factor Models," Econometrica, Econometric Society, vol. 70(1), pages 191-221, January.
- Jushan Bai & Serena Ng, 2000. "Determining the Number of Factors in Approximate Factor Models," Econometric Society World Congress 2000 Contributed Papers 1504, Econometric Society.
- Donald Robertson & James Symons, 2000.
"Factor Residuals in SUR Regressions: Estimating Panels Allowing for Cross Sectional Correlation,"
CEP Discussion Papers
dp0473, Centre for Economic Performance, LSE.
- Donald Robertson & James Symons, 2000. "Factor residuals in SUR regressions: estimating panels allowing for cross sectional correlation," LSE Research Online Documents on Economics 20163, London School of Economics and Political Science, LSE Library.
- Federico Revelli, 2004.
"Performance Rating and Yardstick Competition in Social Service Provision,"
CESifo Working Paper Series
1270, CESifo Group Munich.
- Revelli, Federico, 2006. "Performance rating and yardstick competition in social service provision," Journal of Public Economics, Elsevier, vol. 90(3), pages 459-475, February.
- Donald W.K. Andrews, 2004.
"Cross-section Regression with Common Shocks,"
Yale School of Management Working Papers
ysm401, Yale School of Management.
- Brock, William A. & Durlauf, Steven N., 2001.
Handbook of Econometrics,
in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 5, chapter 54, pages 3297-3380
- Andrew W. Lo & A. Craig MacKinlay, 1987.
"Stock Market Prices Do Not Follow Random Walks: Evidence From a Simple Specification Test,"
NBER Working Papers
2168, National Bureau of Economic Research, Inc.
- Andrew W. Lo, A. Craig MacKinlay, 1988. "Stock Market Prices do not Follow Random Walks: Evidence from a Simple Specification Test," Review of Financial Studies, Society for Financial Studies, vol. 1(1), pages 41-66.
- M. Hashem Pesaran, 2004.
"General Diagnostic Tests for Cross Section Dependence in Panels,"
CESifo Working Paper Series
1229, CESifo Group Munich.
- Pesaran, M. Hashem, 2004. "General Diagnostic Tests for Cross Section Dependence in Panels," IZA Discussion Papers 1240, Institute for the Study of Labor (IZA).
- Pesaran, M.H., 2004. "‘General Diagnostic Tests for Cross Section Dependence in Panels’," Cambridge Working Papers in Economics 0435, Faculty of Economics, University of Cambridge.
- Jan K. Brueckner, 1999. "Welfare Reform and the Race to the Bottom: Theory and Evidence," Southern Economic Journal, Southern Economic Association, vol. 66(2), pages 505-525, January.
- M. Hashem Pesaran, 2006.
"Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure,"
Econometric Society, vol. 74(4), pages 967-1012, 07.
- M. Hashem Pesaran, 2004. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," CESifo Working Paper Series 1331, CESifo Group Munich.
- Francesco Moscone & Elisa Tosetti, 2009. "A Review And Comparison Of Tests Of Cross-Section Independence In Panels," Journal of Economic Surveys, Wiley Blackwell, vol. 23(3), pages 528-561, 07.
- Donald Freeman, 2003. "Is health care a necessity or a luxury? Pooled estimates of income elasticity from US state-level data," Applied Economics, Taylor & Francis Journals, vol. 35(5), pages 495-502.
- Carrion-i-Silvestre, Josep Lluis, 2005. "Health care expenditure and GDP: Are they broken stationary?," Journal of Health Economics, Elsevier, vol. 24(5), pages 839-854, September.
- Lorant, Vincent & Thomas, Isabelle & Deliège, Denise & Tonglet, René, 2001. "Deprivation and mortality: the implications of spatial autocorrelation for health resources allocation," Social Science & Medicine, Elsevier, vol. 53(12), pages 1711-1719, December.
- Cooper, Russell & Haltiwanger, John, 1996.
"Evidence on Macroeconomic Complementarities,"
The Review of Economics and Statistics,
MIT Press, vol. 78(1), pages 78-93, February.
- Hitiris, Theo & Posnett, John, 1992. "The determinants and effects of health expenditure in developed countries," Journal of Health Economics, Elsevier, vol. 11(2), pages 173-181, August.
- H. Kelejian, Harry & Prucha, Ingmar R., 2001. "On the asymptotic distribution of the Moran I test statistic with applications," Journal of Econometrics, Elsevier, vol. 104(2), pages 219-257, September.
- Daniel Birke, 2009.
"The Economics Of Networks: A Survey Of The Empirical Literature,"
Journal of Economic Surveys,
Wiley Blackwell, vol. 23(4), pages 762-793, 09.
- Daniel Birke, 2008. "The economics of networks - A survey of the empirical literature," Occasional Papers 22, Industrial Economics Division.
- Jushan Bai, 2009. "Panel Data Models With Interactive Fixed Effects," Econometrica, Econometric Society, vol. 77(4), pages 1229-1279, 07.
- Federico Revelli, 2002. "Testing the taxmimicking versus expenditure spill-over hypotheses using English data," Applied Economics, Taylor & Francis Journals, vol. 34(14), pages 1723-1731.
- Maddala, G S & Wu, Shaowen, 1999. " A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 631-52, Special I.
- Peter C. B. Phillips & Donggyu Sul, 2003. "Dynamic panel estimation and homogeneity testing under cross section dependence *," Econometrics Journal, Royal Economic Society, vol. 6(1), pages 217-259, 06.
- Baicker, Katherine, 2005. "The spillover effects of state spending," Journal of Public Economics, Elsevier, vol. 89(2-3), pages 529-544, February.
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