Advanced Search
MyIDEAS: Login

Censored Regressors and Expansion Bias

Contents:

Author Info

  • Rigobon, Roberto
  • Stoker, Thomas M.

Abstract

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.

Download Info

If you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.
File URL: http://hdl.handle.net/1721.1/5054
Download Restriction: no

Bibliographic Info

Paper provided by Massachusetts Institute of Technology (MIT), Sloan School of Management in its series Working papers with number 4451-03.

as in new window
Length:
Date of creation: 12 Mar 2004
Date of revision:
Handle: RePEc:mit:sloanp:5054

Contact details of provider:
Postal: MASSACHUSETTS INSTITUTE OF TECHNOLOGY (MIT), SLOAN SCHOOL OF MANAGEMENT, 50 MEMORIAL DRIVE CAMBRIDGE MASSACHUSETTS 02142 USA
Phone: 617-253-2659
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

Related research

Keywords: Censored Regressors; Expansion Bias;

References

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.:
as in new window
  1. 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.
  2. 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.
  3. James M. Poterba, 2000. "Stock Market Wealth and Consumption," Journal of Economic Perspectives, American Economic Association, vol. 14(2), pages 99-118, Spring.
  4. Cecchetti, Stephen G. & Kashyap, Anil K, 1996. "International cycles," European Economic Review, Elsevier, vol. 40(2), pages 331-360, February.
  5. Jonathan A. Parker, 2000. "Spendthrift in America? On Two Decades of Decline in the U.S. Saving Rate," NBER Chapters, in: NBER Macroeconomics Annual 1999, Volume 14, pages 317-387 National Bureau of Economic Research, Inc.
  6. 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.).
  7. Orazio Attanasio & Laura Blow & Robert Hamilton & Andrew Leicester, 2005. "Consumption, house prices and expectations," Bank of England working papers 271, Bank of England.
  8. Arulampalam, W. & Robin A. Naylor & Jeremy P. Smith, 2002. "University of Warwick," Royal Economic Society Annual Conference 2002 9, Royal Economic Society.
  9. 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.
  10. F. Thomas Juster & Joseph Lupton & James P. Smith & Frank Stafford, 2004. "Savings and Wealth; Then and Now," Labor and Demography 0403027, EconWPA.
  11. Ben Bernanke & Mark Gertler, 2000. "Monetary Policy and Asset Price Volatility," NBER Working Papers 7559, National Bureau of Economic Research, Inc.
  12. 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.).
  13. Jonathan Skinner, 1993. "Is Housing Wealth a Sideshow?," NBER Working Papers 4552, National Bureau of Economic Research, Inc.
  14. Sydney Ludvigson & Charles Steindel, 1998. "How important is the stock market effect on consumption?," Research Paper 9821, Federal Reserve Bank of New York.
  15. George J. Borjas, 1994. "Long-Run Convergence of Ethnic Skill Differentials," NBER Working Papers 4641, National Bureau of Economic Research, Inc.
  16. 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.
Full references (including those not matched with items on IDEAS)

Citations

Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
as in new window

Cited by:
  1. Zhuo Chen & Steven Yen & David Eastwood, 2007. "Does smoking have a causal effect on weight reduction?," Journal of Family and Economic Issues, Springer, vol. 28(1), pages 49-67, March.

Lists

This item is not listed on Wikipedia, on a reading list or among the top items on IDEAS.

Statistics

Access and download statistics

Corrections

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.