# Bootstrap Methods in Econometrics: Theory and Numerical Performance

## Abstract

The bootstrap is a method for estimating the distribution of an estimator or test statistic by resampling one's data. It amounts to treating the data as if they were the population for the purpose of evaluating the distribution of interest. Under mild regularity conditions, the bootstrap yields an approximation to the distribution of an estimator or test statistic that is at least as accurate as the approximation obtained from first-order asymptotic theory. Thus, the bootstrap provides a way to substitute computation for mathematical analysis if calculating the asymptotic distribution of an estimator or statistic is difficult. The maximum score estimator Manski (1975, 1985), the statistic developed by Ha..rdle et al. (1991) for testing positive- definiteness of income-effect matrices, and certain functions of time- series data (Blanchard and Quah 1989, Runkle 1987, West 1990) are examples in which evaluating the asymptotic distribution is difficult and bootstrapping has been used as an alternative.1 In fact, the bootstrap is often more accurate in finite samples than first-order asymptotic approximations but does not entail the algebraic complexity of higher-order expansions. Thus, it can provide a practical method for improving upon first-order approximations. First-order asymptotic theory often gives a poor approximation to the distributions of test statistics with the sample sizes available in applications. As a result, the nominal levels of tests based on asymptotic critical values can be very different from the true levels. The information matrix test of White(1982) is a well-known example of a test in which large finite- sample distortions of level can occur when asymptotic critical values are used (Horowitz 1994, Kennan and Neumann 1988, Orme 1990, Taylor 1987). Other illustrations are given later in this chapter. The bootstrap often provides a tractable way to reduce or eliminate finite- sample distortions of the levels of statistical tests.## Download Info

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## Bibliographic Info

Paper provided by EconWPA in its series Econometrics with number 9602009.

**Length:**45 pages

**Date of creation:**29 Feb 1996

**Date of revision:**05 Mar 1996

**Handle:**RePEc:wpa:wuwpem:9602009

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## Related research

**Keywords:**

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**C1**- Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General**C2**- Mathematical and Quantitative Methods - - Single Equation Models; Single Variables**C3**- Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables**C4**- Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics**C5**- Mathematical and Quantitative Methods - - Econometric Modeling**C8**- Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs

## References

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- Manski, Charles F., 1975.
"
**Maximum score estimation of the stochastic utility model of choice**," Journal of Econometrics, Elsevier, vol. 3(3), pages 205-228, August. - repec:cup:etheor:v:8:y:1992:i:2:p:276-90 is not listed on IDEAS
- Hillier, Grant H., 1985.
"
**On the Joint and Marginal Densities of Instrumental Variable Estimators in a General Structural Equation**," Econometric Theory, Cambridge University Press, vol. 1(01), pages 53-72, April. - MacKinnon, James G. & White, Halbert, 1985.
"
**Some heteroskedasticity-consistent covariance matrix estimators with improved finite sample properties**," Journal of Econometrics, Elsevier, vol. 29(3), pages 305-325, September.

- James G. MacKinnon & Halbert White, 1983.
"
**Some Heteroskedasticity Consistent Covariance Matrix Estimators with Improved Finite Sample Properties**," Working Papers 537, Queen's University, Department of Economics.

- James G. MacKinnon & Halbert White, 1983.
"
- Andrews, Donald W K & Monahan, J Christopher, 1992.
"
**An Improved Heteroskedasticity and Autocorrelation Consistent Covariance Matrix Estimator**," Econometrica, Econometric Society, vol. 60(4), pages 953-66, July.

- Donald W.K. Andrews & Christopher J. Monahan, 1990.
"
**An Improved Heteroskedasticity and Autocorrelation Consistent Covariance Matrix Estimator**," Cowles Foundation Discussion Papers 942, Cowles Foundation for Research in Economics, Yale University.

- Donald W.K. Andrews & Christopher J. Monahan, 1990.
"
- Chesher, Andrew & Jewitt, Ian, 1987.
"
**The Bias of a Heteroskedasticity Consistent Covariance Matrix Estimator**," Econometrica, Econometric Society, vol. 55(5), pages 1217-22, September. - Nelson, C. & Startz, R., 1988.
"
**Some Furthere Results On The Exact Small Sample Properties Of The Instrumental Variable Estimator**," Discussion Papers in Economics at the University of Washington 88-06, Department of Economics at the University of Washington.

- Nelson, Charles R & Startz, Richard, 1990.
"
**Some Further Results on the Exact Small Sample Properties of the Instrumental Variable Estimator**," Econometrica, Econometric Society, vol. 58(4), pages 967-76, July.

- Charles R. Nelson & Richard Startz, 1988.
"
**Some Further Results on the Exact Small Sample Properties of the Instrumental Variable Estimator**," NBER Technical Working Papers 0068, National Bureau of Economic Research, Inc. - Nelson, C. & Startz, R., 1988.
"
**Some Furthere Results On The Exact Small Sample Properties Of The Instrumental Variable Estimator**," Working Papers 88-06, University of Washington, Department of Economics.

- Nelson, Charles R & Startz, Richard, 1990.
"
- Hall, Peter & Horowitz, Joel L, 1996.
"
**Bootstrap Critical Values for Tests Based on Generalized-Method-of-Moments Estimators**," Econometrica, Econometric Society, vol. 64(4), pages 891-916, July. - Gregory, Allan W & Veall, Michael R, 1985.
"
**Formulating Wald Tests of Nonlinear Restrictions**," Econometrica, Econometric Society, vol. 53(6), pages 1465-68, November. - Nelson, Charles R & Startz, Richard, 1990.
"
**The Distribution of the Instrumental Variables Estimator and Its t-Ratio When the Instrument Is a Poor One**," The Journal of Business, University of Chicago Press, vol. 63(1), pages S125-40, January.

- Nelson, C. & Startz, R., 1988.
"
**The Distribution Of The Instrumental Variables Estimator And Its T-Ratio When The Instrument Is A Poor One**," Discussion Papers in Economics at the University of Washington 88-07, Department of Economics at the University of Washington. - Nelson, C. & Startz, R., 1988.
"
**The Distribution Of The Instrumental Variables Estimator And Its T-Ratio When The Instrument Is A Poor One**," Working Papers 88-07, University of Washington, Department of Economics. - Charles R. Nelson & Richard Startz, 1988.
"
**The Distribution of the Instrumental Variables Estimator and Its t-RatioWhen the Instrument is a Poor One**," NBER Technical Working Papers 0069, National Bureau of Economic Research, Inc.

- Nelson, C. & Startz, R., 1988.
"
- Donald W.K. Andrews, 1988.
"
**Heteroskedasticity and Autocorrelation Consistent Covariance Matrix Estimation**," Cowles Foundation Discussion Papers 877R, Cowles Foundation for Research in Economics, Yale University, revised Jul 1989.

- Andrews, Donald W K, 1991.
"
**Heteroskedasticity and Autocorrelation Consistent Covariance Matrix Estimation**," Econometrica, Econometric Society, vol. 59(3), pages 817-58, May.

- Andrews, Donald W K, 1991.
"
- Blanchard, Olivier Jean & Quah, Danny, 1989.
"
**The Dynamic Effects of Aggregate Demand and Supply Disturbances**," American Economic Review, American Economic Association, vol. 79(4), pages 655-73, September.

- Olivier Jean Blanchard & Danny Quah, 1988.
"
**The Dynamic Effects of Aggregate Demand and Supply Disturbance**," Working papers 497, Massachusetts Institute of Technology (MIT), Department of Economics. - Tom Doan, .
"
**RATS programs to replicate Blanchard and Quah AER 1989**," Statistical Software Components RTZ00017, Boston College Department of Economics. - Tom Doan, .
"
**BQDODRAWS: RATS procedure to implement Monte Carlo draws from a VAR with Blanchard-Quah factorization**," Statistical Software Components RTS00030, Boston College Department of Economics. - Olivier Jean Blanchard & Danny Quah, 1988.
"
**The Dynamic Effects of Aggregate Demand and Supply Disturbances**," NBER Working Papers 2737, National Bureau of Economic Research, Inc.

- Olivier Jean Blanchard & Danny Quah, 1988.
"
- HÄRDLE, Wolfgang & HART, Jeffrey D., .
"
**A bootstrap test for positive definiteness of income effect matrices**," CORE Discussion Papers RP -999, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).

- Härdle, Wolfgang & Hart, Jeffrey D., 1992.
"
**A Bootstrap Test for Positive Definiteness of Income Effect Matrices**," Econometric Theory, Cambridge University Press, vol. 8(02), pages 276-292, June.

- Hardle, W. & Hart, J., 1990.
"
**A bootstrap test for positive definiteness of income effect matrices**," CORE Discussion Papers 1990053, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE). - Haerdle,W. & Hart,J.D., 1989.
"
**A bootstrap test forpositive definiteness of income effect matrices**," Discussion Paper Serie A 199, University of Bonn, Germany.

- Härdle, Wolfgang & Hart, Jeffrey D., 1992.
"
- Haerdle,W. Hildenbrand,W. Jerison,M., 1988.
"
**Empirical evidence on the law of demand**," Discussion Paper Serie A 193, University of Bonn, Germany.

- Hardle, Wolfgang & Hildenbrand, Werner & Jerison, Michael, 1991.
"
**Empirical Evidence on the Law of Demand**," Econometrica, Econometric Society, vol. 59(6), pages 1525-49, November.

- Wolfgang Härdle & Werner Hildenbrand & Michael Jerison, 1989.
"
**Empirical Evidence on the Law of Demand**," Discussion Paper Serie A 264a, University of Bonn, Germany. - HARDLE, Wolfgang & HILDENBRAND, Werner & JERISON, Michael, .
"
**Empirical evidence on the law of demand**," CORE Discussion Papers RP -968, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).

- Hardle, Wolfgang & Hildenbrand, Werner & Jerison, Michael, 1991.
"
- Manski, Charles F., 1985.
"
**Semiparametric analysis of discrete response : Asymptotic properties of the maximum score estimator**," Journal of Econometrics, Elsevier, vol. 27(3), pages 313-333, March. - Lafontaine, Francine & White, Kenneth J., 1986.
"
**Obtaining any Wald statistic you want**," Economics Letters, Elsevier, vol. 21(1), pages 35-40. - Horowitz, Joel L., 1994.
"
**Bootstrap-based critical values for the information matrix test**," Journal of Econometrics, Elsevier, vol. 61(2), pages 395-411, April. - Hansen, Lars Peter, 1982.
"
**Large Sample Properties of Generalized Method of Moments Estimators**," Econometrica, Econometric Society, vol. 50(4), pages 1029-54, July. - Hansen, Lars Peter & Singleton, Kenneth J, 1982.
"
**Generalized Instrumental Variables Estimation of Nonlinear Rational Expectations Models**," Econometrica, Econometric Society, vol. 50(5), pages 1269-86, September. - Lancaster, Tony, 1984.
"
**The Covariance Matrix of the Information Matrix Test**," Econometrica, Econometric Society, vol. 52(4), pages 1051-53, July.

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