How Reliable are Bootstrap-based Heteroskedasticity Robust Tests?
Author
Abstract
Suggested Citation
Download full text from publisher
Other versions of this item:
- Pötscher, Benedikt M. & Preinerstorfer, David, 2023. "How Reliable Are Bootstrap-Based Heteroskedasticity Robust Tests?," Econometric Theory, Cambridge University Press, vol. 39(4), pages 789-847, August.
- Benedikt M. Potscher & David Preinerstorfer, 2020. "How Reliable are Bootstrap-based Heteroskedasticity Robust Tests?," Papers 2005.04089, arXiv.org, revised Nov 2021.
References listed on IDEAS
- Guido W. Imbens & Michal Kolesár, 2016.
"Robust Standard Errors in Small Samples: Some Practical Advice,"
The Review of Economics and Statistics, MIT Press, vol. 98(4), pages 701-712, October.
- Guido W. Imbens & Michal Kolesar, 2012. "Robust Standard Errors in Small Samples: Some Practical Advice," NBER Working Papers 18478, National Bureau of Economic Research, Inc.
- DAVIDSON, Russel & MACKINNON, James G., 1985.
"Heteroskedastcity-robust tests in regressions directions,"
LIDAM Reprints CORE
678, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Russell Davidson & James G. MacKinnon, 1985. "Heteroskedasticity-Robust Tests in Regression Directions," Working Paper 616, Economics Department, Queen's University.
- Cribari-Neto, Francisco, 2004. "Asymptotic inference under heteroskedasticity of unknown form," Computational Statistics & Data Analysis, Elsevier, vol. 45(2), pages 215-233, March.
- van Giersbergen, Noud P. A. & Kiviet, Jan F., 2002. "How to implement the bootstrap in static or stable dynamic regression models: test statistic versus confidence region approach," Journal of Econometrics, Elsevier, vol. 108(1), pages 133-156, May.
- Flachaire, Emmanuel, 1999.
"A better way to bootstrap pairs,"
Economics Letters, Elsevier, vol. 64(3), pages 257-262, September.
- Emmanuel Flachaire, 1999. "A better way to bootstrap pairs," Post-Print halshs-00175892, HAL.
- FLACHAIRE, Emmanuel, 1999. "A better way to bootstrap pairs," LIDAM Discussion Papers CORE 1999024, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Emmanuel Flachaire, 2005.
"More Efficient Tests Robust to Heteroskedasticity of Unknown Form,"
Econometric Reviews, Taylor & Francis Journals, vol. 24(2), pages 219-241.
- Emmanuel Flachaire, 2005. "More efficient tests robust to heteroskedasticity of unknown form," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00175914, HAL.
- Emmanuel Flachaire, 2005. "More efficient tests robust to heteroskedasticity of unknown form," Post-Print halshs-00175914, HAL.
- Kreps,David M. & Wallis,Kenneth F. (ed.), 1997. "Advances in Economics and Econometrics: Theory and Applications," Cambridge Books, Cambridge University Press, number 9780521589833, October.
- Davidson, Russell & Flachaire, Emmanuel, 2008.
"The wild bootstrap, tamed at last,"
Journal of Econometrics, Elsevier, vol. 146(1), pages 162-169, September.
- Davidson, R. & Flachaire, E., 1999. "The Wild Bootstrap, Tamed at Last," G.R.E.Q.A.M. 99a32, Universite Aix-Marseille III.
- Emmanuel Flachaire, 2001. "The Wild Bootstrap, Tamed at Last," STICERD - Distributional Analysis Research Programme Papers 58, Suntory and Toyota International Centres for Economics and Related Disciplines, LSE.
- Emmanuel Flachaire & Russell Davidson, 2001. "The Wild Bootstrap, Tamed At Last," Working Paper 1000, Economics Department, Queen's University.
- Russell Davidson & Emmanuel Flachaire, 2008. "The wild bootstrap, tamed at last," Post-Print hal-00649250, HAL.
- Davidson, Russell & Flachaire, Emmanuel, 2001. "The wild bootstrap, tamed at last," LSE Research Online Documents on Economics 6560, London School of Economics and Political Science, LSE Library.
- Russell Davidson & Emmanuel Flachaire, 2000. "The Wild Bootstrap, Tamed at Last," Econometric Society World Congress 2000 Contributed Papers 1413, Econometric Society.
- White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
- Chesher, Andrew & Jewitt, Ian, 1987. "The Bias of a Heteroskedasticity Consistent Covariance Matrix Estimator," Econometrica, Econometric Society, vol. 55(5), pages 1217-1222, September.
- Eric S. Lin & Ta-Sheng Chou, 2018. "Finite-sample refinement of GMM approach to nonlinear models under heteroskedasticity of unknown form," Econometric Reviews, Taylor & Francis Journals, vol. 37(1), pages 1-28, January.
- Pötscher, Benedikt M. & Preinerstorfer, David, 2018.
"Controlling the size of autocorrelation robust tests,"
Journal of Econometrics, Elsevier, vol. 207(2), pages 406-431.
- Pötscher, Benedikt M. & Preinerstorfer, David, 2016. "Controlling the Size of Autocorrelation Robust Tests," MPRA Paper 75657, University Library of Munich, Germany.
- Flachaire, Emmanuel, 2005.
"Bootstrapping heteroskedastic regression models: wild bootstrap vs. pairs bootstrap,"
Computational Statistics & Data Analysis, Elsevier, vol. 49(2), pages 361-376, April.
- Emmanuel Flachaire, 2005. "Bootstrapping heteroskedastic regression models: wild bootstrap vs. pairs bootstrap," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00175910, HAL.
- Emmanuel Flachaire, 2005. "Bootstrapping heteroskedastic regression models: wild bootstrap vs. pairs bootstrap," Post-Print halshs-00175910, HAL.
- Preinerstorfer, David & Pötscher, Benedikt M., 2016.
"On Size And Power Of Heteroskedasticity And Autocorrelation Robust Tests,"
Econometric Theory, Cambridge University Press, vol. 32(2), pages 261-358, April.
- Preinerstorfer, David & Pötscher, Benedikt M., 2013. "On Size and Power of Heteroscedasticity and Autocorrelation Robust Tests," MPRA Paper 45675, University Library of Munich, Germany.
- DiCiccio, Cyrus J. & Romano, Joseph P. & Wolf, Michael, 2019. "Improving weighted least squares inference," Econometrics and Statistics, Elsevier, vol. 10(C), pages 96-119.
- Godfrey, Leslie G. & Orme, Chris D., 2004. "Controlling the finite sample significance levels of heteroskedasticity-robust tests of several linear restrictions on regression coefficients," Economics Letters, Elsevier, vol. 82(2), pages 281-287, February.
- Chesher, Andrew & Austin, Gerard, 1991. "The finite-sample distributions of heteroskedasticity robust Wald statistics," Journal of Econometrics, Elsevier, vol. 47(1), pages 153-173, January.
- Kreps,David M. & Wallis,Kenneth F. (ed.), 1997. "Advances in Economics and Econometrics: Theory and Applications," Cambridge Books, Cambridge University Press, number 9780521589819, October.
- Rothenberg, Thomas J, 1988. "Approximate Power Functions for Some Robust Tests of Regression Coefficients," Econometrica, Econometric Society, vol. 56(5), pages 997-1019, September.
- Bates, Douglas & Eddelbuettel, Dirk, 2013. "Fast and Elegant Numerical Linear Algebra Using the RcppEigen Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 52(i05).
- Xiaohong Chen & Norman R. Swanson (ed.), 2013. "Recent Advances and Future Directions in Causality, Prediction, and Specification Analysis," Springer Books, Springer, edition 127, number 978-1-4614-1653-1, February.
- Cragg, John G, 1983. "More Efficient Estimation in the Presence of Heteroscedasticity of Unknown Form," Econometrica, Econometric Society, vol. 51(3), pages 751-763, May.
- Godfrey, L.G., 2006. "Tests for regression models with heteroskedasticity of unknown form," Computational Statistics & Data Analysis, Elsevier, vol. 50(10), pages 2715-2733, June.
- Chesher, Andrew, 1989. "Hajek Inequalities, Measures of Leverage and the Size of Heteroskedasticity Robust Wald Tests," Econometrica, Econometric Society, vol. 57(4), pages 971-977, July.
- Richard, Patrick, 2017. "Robust heteroskedasticity-robust tests," Economics Letters, Elsevier, vol. 159(C), pages 28-32.
- Cragg, John G., 1992. "Quasi-Aitken estimation for heteroskedasticity of unknown form," Journal of Econometrics, Elsevier, vol. 54(1-3), pages 179-201.
- 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 Paper 537, Economics Department, Queen's University.
- Romano, Joseph P. & Wolf, Michael, 2017.
"Resurrecting weighted least squares,"
Journal of Econometrics, Elsevier, vol. 197(1), pages 1-19.
- Joseph P. Romano & Michael Wolf, 2014. "Resurrecting weighted least squares," ECON - Working Papers 172, Department of Economics - University of Zurich, revised Oct 2016.
- Kreps,David M. & Wallis,Kenneth F. (ed.), 1997. "Advances in Economics and Econometrics: Theory and Applications," Cambridge Books, Cambridge University Press, number 9780521589826, October.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Pötscher, Benedikt M. & Preinerstorfer, David, 2021.
"Valid Heteroskedasticity Robust Testing,"
MPRA Paper
117855, University Library of Munich, Germany, revised Jul 2023.
- Benedikt M. Potscher & David Preinerstorfer, 2021. "Valid Heteroskedasticity Robust Testing," Papers 2104.12597, arXiv.org, revised Jul 2023.
- Pötscher, Benedikt M. & Preinerstorfer, David, 2021. "Valid Heteroskedasticity Robust Testing," MPRA Paper 107420, University Library of Munich, Germany.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Pötscher, Benedikt M. & Preinerstorfer, David, 2021.
"Valid Heteroskedasticity Robust Testing,"
MPRA Paper
117855, University Library of Munich, Germany, revised Jul 2023.
- Benedikt M. Potscher & David Preinerstorfer, 2021. "Valid Heteroskedasticity Robust Testing," Papers 2104.12597, arXiv.org, revised Jul 2023.
- Pötscher, Benedikt M. & Preinerstorfer, David, 2021. "Valid Heteroskedasticity Robust Testing," MPRA Paper 107420, University Library of Munich, Germany.
- Torben Klarl, 2014.
"Is Spatial Bootstrapping A Panacea For Valid Inference?,"
Journal of Regional Science, Wiley Blackwell, vol. 54(2), pages 304-312, March.
- Torben Klarl, 2013. "Is Spatial Bootstrapping a Panacea for Valid Inference?," Discussion Paper Series 322, Universitaet Augsburg, Institute for Economics.
- Emmanuel Flachaire, 2005.
"More Efficient Tests Robust to Heteroskedasticity of Unknown Form,"
Econometric Reviews, Taylor & Francis Journals, vol. 24(2), pages 219-241.
- Emmanuel Flachaire, 2005. "More efficient tests robust to heteroskedasticity of unknown form," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00175914, HAL.
- Emmanuel Flachaire, 2005. "More efficient tests robust to heteroskedasticity of unknown form," Post-Print halshs-00175914, HAL.
- Romano, Joseph P. & Wolf, Michael, 2017.
"Resurrecting weighted least squares,"
Journal of Econometrics, Elsevier, vol. 197(1), pages 1-19.
- Joseph P. Romano & Michael Wolf, 2014. "Resurrecting weighted least squares," ECON - Working Papers 172, Department of Economics - University of Zurich, revised Oct 2016.
- Eric S. Lin & Ta-Sheng Chou, 2018. "Finite-sample refinement of GMM approach to nonlinear models under heteroskedasticity of unknown form," Econometric Reviews, Taylor & Francis Journals, vol. 37(1), pages 1-28, January.
- Jianghao Chu & Tae-Hwy Lee & Aman Ullah & Haifeng Xu, 2020. "Exact Distribution of the F-statistic under Heteroskedasticity of Unknown Form for Improved Inference," Working Papers 202027, University of California at Riverside, Department of Economics.
- Cyrus J. DiCiccio & Joseph P. Romano & Michael Wolf, 2016. "Improving weighted least squares inference," ECON - Working Papers 232, Department of Economics - University of Zurich, revised Nov 2017.
- Flachaire, Emmanuel, 2005.
"Bootstrapping heteroskedastic regression models: wild bootstrap vs. pairs bootstrap,"
Computational Statistics & Data Analysis, Elsevier, vol. 49(2), pages 361-376, April.
- Emmanuel Flachaire, 2005. "Bootstrapping heteroskedastic regression models: wild bootstrap vs. pairs bootstrap," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00175910, HAL.
- Emmanuel Flachaire, 2005. "Bootstrapping heteroskedastic regression models: wild bootstrap vs. pairs bootstrap," Post-Print halshs-00175910, HAL.
- Davidson, Russell & Flachaire, Emmanuel, 2008.
"The wild bootstrap, tamed at last,"
Journal of Econometrics, Elsevier, vol. 146(1), pages 162-169, September.
- Davidson, R. & Flachaire, E., 1999. "The Wild Bootstrap, Tamed at Last," G.R.E.Q.A.M. 99a32, Universite Aix-Marseille III.
- Russell Davidson & Emmanuel Flachaire, 2000. "The Wild Bootstrap, Tamed at Last," Econometric Society World Congress 2000 Contributed Papers 1413, Econometric Society.
- Emmanuel Flachaire & Russell Davidson, 2001. "The Wild Bootstrap, Tamed At Last," Working Paper 1000, Economics Department, Queen's University.
- Russell Davidson & Emmanuel Flachaire, 2008. "The wild bootstrap, tamed at last," Post-Print hal-00649250, HAL.
- Emmanuel Flachaire, 2001. "The Wild Bootstrap, Tamed at Last," STICERD - Distributional Analysis Research Programme Papers 58, Suntory and Toyota International Centres for Economics and Related Disciplines, LSE.
- Davidson, Russell & Flachaire, Emmanuel, 2001. "The wild bootstrap, tamed at last," LSE Research Online Documents on Economics 6560, London School of Economics and Political Science, LSE Library.
- James G. MacKinnon, 2012. "Thirty Years Of Heteroskedasticity-robust Inference," Working Paper 1268, Economics Department, Queen's University.
- Joel L. Horowitz, 2018. "Bootstrap methods in econometrics," CeMMAP working papers CWP53/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Godfrey, L.G., 2006. "Tests for regression models with heteroskedasticity of unknown form," Computational Statistics & Data Analysis, Elsevier, vol. 50(10), pages 2715-2733, June.
- Joel L. Horowitz, 2018. "Bootstrap Methods in Econometrics," Papers 1809.04016, arXiv.org.
- DiCiccio, Cyrus J. & Romano, Joseph P. & Wolf, Michael, 2019. "Improving weighted least squares inference," Econometrics and Statistics, Elsevier, vol. 10(C), pages 96-119.
- Sin, C.Y. (Chor-yiu) & Lee, Cheng-Few, 2021. "Using heteroscedasticity-non-consistent or heteroscedasticity-consistent variances in linear regression," Econometrics and Statistics, Elsevier, vol. 18(C), pages 117-142.
- A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2008.
"Bootstrap-Based Improvements for Inference with Clustered Errors,"
The Review of Economics and Statistics,
MIT Press, vol. 90(3), pages 414-427, August.
- Jonah B. Gelbach & Doug Miller & A. Colin Cameron, 2006. "Bootstrap-Based Improvements for Inference with Clustered Errors," Working Papers 621, University of California, Davis, Department of Economics.
- A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2007. "Bootstrap-Based Improvements for Inference with Clustered Errors," NBER Technical Working Papers 0344, National Bureau of Economic Research, Inc.
- Emmanuel Flachaire, 2005.
"Propriétés en échantillon fini des tests robustes à l'hétéroscédasticité de forme inconnue,"
Annals of Economics and Statistics, GENES, issue 77, pages 187-199.
- Emmanuel Flachaire, 2005. "Propriétés en échantillon fini des tests robustes à l'hétéroscédasticité de forme inconnue," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00175905, HAL.
- Emmanuel Flachaire, 2005. "Propriétés en échantillon fini des tests robustes à l'hétéroscédasticité de forme inconnue," Post-Print halshs-00175905, HAL.
- Hartigan, Luke, 2018.
"Alternative HAC covariance matrix estimators with improved finite sample properties,"
Computational Statistics & Data Analysis, Elsevier, vol. 119(C), pages 55-73.
- Luke Hartigan, 2016. "Alternative HAC Covariance Matrix Estimators with Improved Finite Sample Properties," Discussion Papers 2016-06, School of Economics, The University of New South Wales.
- Lamarche, Jean-Francois, 2003. "A robust bootstrap test under heteroskedasticity," Economics Letters, Elsevier, vol. 79(3), pages 353-359, June.
- Kline, Patrick & Santos, Andres, 2012.
"Higher order properties of the wild bootstrap under misspecification,"
Journal of Econometrics, Elsevier, vol. 171(1), pages 54-70.
- Patrick M. Kline & Andres Santos, 2011. "Higher Order Properties of the Wild Bootstrap Under Misspecification," NBER Working Papers 16793, National Bureau of Economic Research, Inc.
More about this item
Keywords
wild bootstrap-based heteroskedasticity robust tests; size distortions;JEL classification:
- C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Hypothesis Testing: General
- C2 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables
NEP fields
This paper has been announced in the following NEP Reports:- NEP-ORE-2020-05-25 (Operations Research)
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:pra:mprapa:100234. See general information about how to correct material in RePEc.
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 CitEc recognized a bibliographic reference but did not link an item in RePEc 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 RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.html .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.