Skip to main content

Fixed Effects and Random Effects

  • Reference work entry
  • First Online:
The New Palgrave Dictionary of Economics
  • 49 Accesses

Abstract

Unobservable individual effects in panel data models are employed to control for heterogeneity. These can be thought of as random variables that are uncorrelated with the regressors, thus generating a random effects model. Alternatively, these random individual effects are allowed to be completely correlated with the regressors, thus generating a fixed effects model. The choice between these two alternatives is usually settled using a Hausman (Econometrica 46:1251–1271, 1978) test. This article argues that one should interpret a rejection by the Hausman test as a rejection of the random effects model, not necessarily an endorsement of the fixed effects model.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 6,499.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD 8,499.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Bibliography

  • Angrist, J.D., and W.K. Newey. 1991. Over-identification tests in earnings functions with fixed effects. Journal of Business and Economic Statistics 9: 317–323.

    Google Scholar 

  • Arellano, M. 1987. Computing robust standard errors for within-groups estimators. Oxford Bulletin of Economics and Statistics 49: 431–434.

    Article  Google Scholar 

  • Arellano, M. 1993. On the testing of correlated effects with panel data. Journal of Econometrics 59: 87–97.

    Article  Google Scholar 

  • Balestra, P., and M. Nerlove. 1966. Pooling cross-section and time-series data in the estimation of a dynamic model: The demand for natural gas. Econometrica 34: 585–612.

    Article  Google Scholar 

  • Baltagi, B.H. 2005. Econometric analysis of panel data. Chichester: Wiley.

    Google Scholar 

  • Chamberlain, G. 1984. Panel data. In Handbook of econometrics, ed. Z. Griliches and M. Intriligator. Amsterdam: North-Holland.

    Google Scholar 

  • Fuller, W.A., and G.E. Battese. 1974. Estimation of linear models with cross-error structure. Journal of Econometrics 2: 67–78.

    Article  Google Scholar 

  • Haavelmo, T. 1944. The probability approach in econometrics. Econometrica 12(Supplement): 1–118.

    Google Scholar 

  • Hausman, J.A. 1978. Specification tests in econometrics. Econometrica 46: 1251–1271.

    Article  Google Scholar 

  • Hausman, J.A., and W.E. Taylor. 1981. Panel data and unobservable individual effects. Econometrica 49: 1377–1398.

    Article  Google Scholar 

  • Knight, F.H. 1921. Risk, uncertainty and profit. Boston: Houghton Mifflin.

    Google Scholar 

  • Lancaster, T. 2000. The incidental parameter problem since 1948. Journal of Econometrics 95: 391–413.

    Article  Google Scholar 

  • Mundlak, Y. 1961. Empirical production function free of management bias. Journal of Farm Economics 43: 44–56.

    Article  Google Scholar 

  • Mundlak, Y. 1978. On the pooling of time series and cross-section data. Econometrica 46: 69–85.

    Article  Google Scholar 

  • Nerlove, M., and P. Balestra. 1992. Formulation and estimation of econometric models for panel data. In The econometrics of panel data: Handbook of theory and applications, ed. L. Matyas and P. Sevestre. Dordrecht: Kluwer.

    Google Scholar 

  • Neyman, J., and E.L. Scott. 1948. Consistent estimation from partially consistent observations. Econometrica 16: 1–32.

    Article  Google Scholar 

  • Swamy, P.A.V.B., and S.S. Arora. 1972. The exact finite sample properties of the estimators of coefficients in the error components regression models. Econometrica 40: 261–275.

    Article  Google Scholar 

  • Wallace, T.D., and A. Hussain. 1969. The use of error components models in combining cross-section and time-series data. Econometrica 37: 55–72.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Copyright information

© 2018 Macmillan Publishers Ltd.

About this entry

Check for updates. Verify currency and authenticity via CrossMark

Cite this entry

Baltagi, B.H. (2018). Fixed Effects and Random Effects. In: The New Palgrave Dictionary of Economics. Palgrave Macmillan, London. https://doi.org/10.1057/978-1-349-95189-5_2713

Download citation

Publish with us

Policies and ethics