Lack of signal error (LoSE) and implications for OLS regression: measurement error for macro data
This paper proposes a simple generalization of the classical measurement error model, introducing new measurement errors that subtract signal from the true variable of interest, in addition to the usual classical measurement errors (CME) that add noise. The effect on OLS regression of these lack of signal errors (LoSE) is opposite the conventional wisdom about CME: while CME in the explanatory variables causes attenuation bias, LoSE in the dependent variable, not the explanatory variables, causes a similar bias under some conditions. In addition, LoSE in the dependent variable shrinks the variance of the regression residuals, making inference potentially misleading. The paper provides evidence that LoSE is an important source of error in US macroeconomic quantity data such as GDP growth, illustrates downward bias in regressions of GDP growth on asset prices, and provides recommendations for econometric practice.
|Date of creation:||2008|
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- Jon Faust & John H. Rogers & Shing-Yi Wang & Jonathan H. Wright, 2003.
"The high-frequency response of exchange rates and interest rates to macroeconomic announcements,"
International Finance Discussion Papers
784, Board of Governors of the Federal Reserve System (U.S.).
- Faust, Jon & Rogers, John H. & Wang, Shing-Yi B. & Wright, Jonathan H., 2007. "The high-frequency response of exchange rates and interest rates to macroeconomic announcements," Journal of Monetary Economics, Elsevier, vol. 54(4), pages 1051-1068, May.
- Dennis J. Fixler & Jeremy Nalewaik, 2010.
"News, Noise, and Estimates of the "True" Unobserved State of the Economy,"
BEA Working Papers
0068, Bureau of Economic Analysis.
- Dennis J. Fixler & Jeremy J. Nalewaik, 2007. "News, noise, and estimates of the "true" unobserved state of the economy," Finance and Economics Discussion Series 2007-34, Board of Governors of the Federal Reserve System (U.S.).
- Martin D.D. Evans & Richard K. Lyons, 2005.
"Meese-Rogoff Redux: Micro-Based Exchange Rate Forecasting,"
NBER Working Papers
11042, National Bureau of Economic Research, Inc.
- Martin D. D. Evans & Richard K. Lyons, 2005. "Meese-Rogoff Redux: Micro-Based Exchange-Rate Forecasting," American Economic Review, American Economic Association, vol. 95(2), pages 405-414, May.
- Martin D. D. Evans(Georgetown University and NBER) and Richard K. Lyons(U.C. Berkeley and NBER, Haas School of Business), 2005. "Meese-Rogoff Redux: Micro-Based Exchange Rate Forecasting," Working Papers gueconwpa~05-05-01, Georgetown University, Department of Economics.
- John Y. Campbell & N. Gregory Mankiw, 1989.
"Consumption, Income, and Interest Rates: Reinterpreting the Time Series Evidence,"
NBER Working Papers
2924, National Bureau of Economic Research, Inc.
- John Y. Campbell & N. Gregory Mankiw, 1989. "Consumption, Income and Interest Rates: Reinterpreting the Time Series Evidence," NBER Chapters, in: NBER Macroeconomics Annual 1989, Volume 4, pages 185-246 National Bureau of Economic Research, Inc.
- repec:fth:harver:1435 is not listed on IDEAS
- Karen E. Dynan & Douglas W. Elmendorf, 2001. "Do provisional estimates of output miss economic turning points?," Finance and Economics Discussion Series 2001-52, Board of Governors of the Federal Reserve System (U.S.).
- Arturo Estrella & Gikas A. Hardouvelis, 1989.
"The term structure as a predictor of real economic activity,"
8907, Federal Reserve Bank of New York.
- Estrella, Arturo & Hardouvelis, Gikas A, 1991. " The Term Structure as a Predictor of Real Economic Activity," Journal of Finance, American Finance Association, vol. 46(2), pages 555-76, June.
- Fama, Eugene F, 1990. " Stock Returns, Expected Returns, and Real Activity," Journal of Finance, American Finance Association, vol. 45(4), pages 1089-1108, September.
- N. Gregory Mankiw & Matthew D. Shapiro, 1986. "News or Noise? An Analysis of GNP Revisions," NBER Working Papers 1939, National Bureau of Economic Research, Inc.
- Christian Broda & David E. Weinstein, 2010.
"Product Creation and Destruction: Evidence and Price Implications,"
American Economic Review,
American Economic Association, vol. 100(3), pages 691-723, June.
- Christian Broda & David E. Weinstein, 2007. "Product Creation and Destruction: Evidence and Price Implications," NBER Working Papers 13041, National Bureau of Economic Research, Inc.
- Kimball, Miles S & Sahm, Claudia R & Shapiro, Matthew D, 2008.
"Imputing Risk Tolerance From Survey Responses,"
Journal of the American Statistical Association,
American Statistical Association, vol. 103(483), pages 1028-1038.
- Jeremy J. Nalewaik, 2007. "Incorporating vintage differences and forecasts into Markov switching models," Finance and Economics Discussion Series 2007-23, Board of Governors of the Federal Reserve System (U.S.).
- Dennis Fixler & Bruce Grimm, 2006. "GDP Estimates: Rationality Tests and Turning Point Performance," Journal of Productivity Analysis, Springer, vol. 25(3), pages 213-229, 06.
- Martin D. D. Evans & Richard K. Lyons, 2007. "Exchange Rate Fundamentals and Order Flow," NBER Working Papers 13151, National Bureau of Economic Research, Inc.
- Chen, Nai-Fu, 1991. " Financial Investment Opportunities and the Macroeconomy," Journal of Finance, American Finance Association, vol. 46(2), pages 529-54, June.
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