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Data errors in small data sets can determine empirical findings

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  • Ling He
  • Joseph McGarrity

Abstract

This paper provides an example of a model that yields widely divergent estimates when different stock market indexes are used to calculate two independent variables in Romer's [1990] model. Her model sought to explain consumer durable good production before the Great Crash (31 observations). She used the Cowles Commissions Series P Stock Price Index to calculate two independent variables. However, when this paper uses the S&P Index to calculate these variables, its estimates completely contradict Romer's findings. It discovered that one incorrect monthly observation in the S&P Index is responsible for this difference. It also found that robustness techniques serve to limit the impact of the errant observation, illustrating the importance of using robustness techniques in small data sets. Copyright International Atlantic Economic Society 2004

Suggested Citation

  • Ling He & Joseph McGarrity, 2004. "Data errors in small data sets can determine empirical findings," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 32(2), pages 89-99, June.
  • Handle: RePEc:kap:atlecj:v:32:y:2004:i:2:p:89-99
    DOI: 10.1007/BF02298827
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    References listed on IDEAS

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    1. Kaul, Gautam, 1987. "Stock returns and inflation : The role of the monetary sector," Journal of Financial Economics, Elsevier, vol. 18(2), pages 253-276, June.
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    9. Roy E. Welsch, 1980. "Regression Sensitivity Analysis and Bounded-Influence Estimation," NBER Chapters, in: Evaluation of Econometric Models, pages 153-167, National Bureau of Economic Research, Inc.
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