Censored Regressors and Expansion Bias
We show how using censored regressors leads to expansion bias, or estimated effects that are proportionally too large. We show the necessity of this effect in bivariate regression and illustrate the bias using results for normal regressors. We study the bias when there is a censored regressor among many regressors, and we note how censoring can work to undo errors-in-variables bias. We discuss several approaches to correcting expansion bias. We illustrate the concepts by considering how censored regressors can arise in the analysis of wealth effects on consumption, and on peer effects in productivity.
|Date of creation:||12 Mar 2004|
|Date of revision:|
|Contact details of provider:|| Postal: |
Web page: http://mitsloan.mit.edu/
More information through EDIRC
|Order Information:|| Postal: MASSACHUSETTS INSTITUTE OF TECHNOLOGY (MIT), SLOAN SCHOOL OF MANAGEMENT, 50 MEMORIAL DRIVE CAMBRIDGE MASSACHUSETTS 02142 USA|
References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Orazio Attanasio & Laura Blow & Robert Hamilton & Andrew Leicester, 2005. "Consumption, house prices and expectations," Bank of England working papers 271, Bank of England.
- Aoki, Kosuke & Proudman, James & Vlieghe, Gertjan, 2004.
"House prices, consumption, and monetary policy: a financial accelerator approach,"
Journal of Financial Intermediation,
Elsevier, vol. 13(4), pages 414-435, October.
- Kosuke Aoki & James Proudman & Gertjan Vlieghe, 2002. "House prices, consumption, and monetary policy: a financial accelerator approach," Bank of England working papers 169, Bank of England.
- Aoki, Kosuke & James Proudman & Gertjan Vlieghe, 2003. "House prices, consumption, and monetary policy: a financial accelerator approach," Royal Economic Society Annual Conference 2003 7, Royal Economic Society.
- Stephen G. Cecchetti & Anil K Kashyap, 1995.
NBER Working Papers
5310, National Bureau of Economic Research, Inc.
- F. Thomas Juster & Joseph Lupton & James P. Smith & Frank Stafford, 2004. "Savings and Wealth; Then and Now," Labor and Demography 0403027, EconWPA.
- Ben S. Bernanke & Mark Gertler, 2001. "Should Central Banks Respond to Movements in Asset Prices?," American Economic Review, American Economic Association, vol. 91(2), pages 253-257, May.
- Jonathan Skinner, 1993.
"Is Housing Wealth a Sideshow?,"
NBER Working Papers
4552, National Bureau of Economic Research, Inc.
- Ben Bernanke & Mark Gertler, 1999.
"Monetary policy and asset price volatility,"
Proceedings - Economic Policy Symposium - Jackson Hole,
Federal Reserve Bank of Kansas City, pages 77-128.
- George J. Borjas, 1994. "Long-Run Convergence of Ethnic Skill Differentials," NBER Working Papers 4641, National Bureau of Economic Research, Inc.
- Sydney Ludvigson & Charles Steindel, 1998.
"How important is the stock market effect on consumption?,"
9821, Federal Reserve Bank of New York.
- Sydney Ludvigson & Charles Steindel, 1999. "How important is the stock market effect on consumption?," Economic Policy Review, Federal Reserve Bank of New York, issue Jul, pages 29-51.
- Jonathan A. Parker, 2000.
"Spendthrift in America? On Two Decades of Decline in the U.S. Saving Rate,"
in: NBER Macroeconomics Annual 1999, Volume 14, pages 317-387
National Bureau of Economic Research, Inc.
- Jonathan A. Parker, 1999. "Spendthrift in America? On Two Decades of Decline in the U.S. Saving Rate," NBER Working Papers 7238, National Bureau of Economic Research, Inc.
- Kosuke Aoki & James Proudman & Gertjan Vlieghe, 2002. "Houses as collateral: has the link between house prices and consumption in the U.K. changed?," Economic Policy Review, Federal Reserve Bank of New York, issue May, pages 163-177.
- Engelhardt, Gary V., 1996. "House prices and home owner saving behavior," Regional Science and Urban Economics, Elsevier, vol. 26(3-4), pages 313-336, June.
- F. Brayton & P. Tinsley, 1996. "A guide to FRB/US: a macroeconomic model of the United States," Finance and Economics Discussion Series 96-42, Board of Governors of the Federal Reserve System (U.S.).
- Martha Starr-McCluer, 1998.
"Stock market wealth and consumer spending,"
Finance and Economics Discussion Series
1998-20, Board of Governors of the Federal Reserve System (U.S.).
- James M. Poterba, 2000. "Stock Market Wealth and Consumption," Journal of Economic Perspectives, American Economic Association, vol. 14(2), pages 99-118, Spring.
- Richard Schmalensee & Thomas M. Stoker, 1999. "Household Gasoline Demand in the United States," Econometrica, Econometric Society, vol. 67(3), pages 645-662, May.
- Arulampalam, W. & Robin A. Naylor & Jeremy P. Smith, 2002. "University of Warwick," Royal Economic Society Annual Conference 2002 9, Royal Economic Society.
When requesting a correction, please mention this item's handle: RePEc:mit:sloanp:5054. See general information about how to correct material in RePEc.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Christian Zimmermann)
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If references are entirely missing, you can add them using this form.
If the full references list an item that is present in RePEc, but the system did not link to it, you can help with this form.
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your profile, as there may be some citations waiting for confirmation.
Please note that corrections may take a couple of weeks to filter through the various RePEc services.