IDEAS home Printed from https://ideas.repec.org/a/jss/jstsof/v072i09.html
   My bibliography  Save this article

ExtremeBounds: Extreme Bounds Analysis in R

Author

Listed:
  • Hlavac, Marek

Abstract

This article introduces the R package ExtremeBounds to perform extreme bounds analysis (EBA), a sensitivity test that examines how robustly the dependent variable of a regression model is related to a variety of possible determinants. ExtremeBounds supports Leamer's EBA that focuses on the upper and lower extreme bounds of regression coefficients, as well as Sala-i-Martin's EBA which considers their entire distribution. In contrast to existing alternatives, it can estimate models of a variety of user-defined sizes, use regression models other than ordinary least squares, incorporate non-linearities in the model specification, and apply custom weights and standard errors. To alleviate concerns about the multicollinearity and conceptual overlap of examined variables, ExtremeBounds allows users to specify sets of mutually exclusive variables, and can restrict the analysis to coefficients from regression models that yield a variance inflation factor within a prespecified limit.

Suggested Citation

  • Hlavac, Marek, 2016. "ExtremeBounds: Extreme Bounds Analysis in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 72(i09).
    • Handle: RePEc:jss:jstsof:v:072:i09
    DOI: http://hdl.handle.net/10.18637/jss.v072.i09
    as

    Download full text from publisher

    File URL: https://www.jstatsoft.org/index.php/jss/article/view/v072i09/v72i09.pdf
    Download Restriction: no
    File URL: https://www.jstatsoft.org/index.php/jss/article/downloadSuppFile/v072i09/ExtremeBounds_0.1.5.2.tar.gz
    Download Restriction: no
    File URL: https://www.jstatsoft.org/index.php/jss/article/downloadSuppFile/v072i09/v72i09.R
    Download Restriction: no
    File URL: https://libkey.io/http://hdl.handle.net/10.18637/jss.v072.i09?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Jan- Sturm & Jakob de Haan, 2005. "Determinants of long-term growth: New results applying robust estimation and extreme bounds analysis," Empirical Economics, Springer, vol. 30(3), pages 597-617, October.
    2. Joshua D. Angrist & Jörn-Steffen Pischke, 2010. "The Credibility Revolution in Empirical Economics: How Better Research Design Is Taking the Con out of Econometrics," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 3-30, Spring.
    3. Wang, Eric C., 2010. "Determinants of R&D investment: The Extreme-Bounds-Analysis approach applied to 26 OECD countries," Research Policy, Elsevier, vol. 39(1), pages 103-116, February.
    4. Christian Bjørnskov & Axel Dreher & Justina Fischer, 2008. "Cross-country determinants of life satisfaction: exploring different determinants across groups in society," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 30(1), pages 119-173, January.
    5. Levine, Ross & Zervos, Sara J, 1993. "What We Have Learned about Policy and Growth from Cross-Country Regressions?," American Economic Review, American Economic Association, vol. 83(2), pages 426-430, May.
    6. Christopher H. Achen, 2005. "Let's Put Garbage-Can Regressions and Garbage-Can Probits Where They Belong," Conflict Management and Peace Science, Peace Science Society (International), vol. 22(4), pages 327-339, September.
    7. Beck, Nathaniel & Katz, Jonathan N., 1995. "What To Do (and Not to Do) with Time-Series Cross-Section Data," American Political Science Review, Cambridge University Press, vol. 89(3), pages 634-647, September.
    8. Jakob de Haan & Jan-Egbert Sturm, 2005. "Determinants of Long-term Growth: New Results Applying Roboust Estimation and Extreme Bounds," TWI Research Paper Series 12, Thurgauer Wirtschaftsinstitut, Universität Konstanz.
    9. 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.
    10. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    11. Xavier Sala-I-Martin & Gernot Doppelhofer & Ronald I. Miller, 2004. "Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (BACE) Approach," American Economic Review, American Economic Association, vol. 94(4), pages 813-835, September.
    12. HÃ¥vard Hegre & Nicholas Sambanis, 2006. "Sensitivity Analysis of Empirical Results on Civil War Onset," Journal of Conflict Resolution, Peace Science Society (International), vol. 50(4), pages 508-535, August.
    13. Kenneth A. Froot, 1990. "Consistent Covariance Matrix Estimation with Cross-Sectional Dependence and Heteroskedasticity in Cross-Sectional Financial Data," NBER Technical Working Papers 0062, National Bureau of Economic Research, Inc.
    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


    Cited by:

    1. Diego Winkelried & Luis A. Iberico, 2018. "Calendar effects in Latin American stock markets," Empirical Economics, Springer, vol. 54(3), pages 1215-1235, May.
    2. John Inekwe, 2018. "Financial crises and the extreme bounds of predictors," Empirical Economics, Springer, vol. 55(4), pages 2047-2067, December.
    3. Byungyul Park & John Beghin, 2023. "Exploring the impact of economic integration agreements through extreme bounds analysis," Review of International Economics, Wiley Blackwell, vol. 31(1), pages 35-59, February.
    4. Dariusz Wójcik & Eric Knight & Vladimír Pažitka, 2018. "What turns cities into international financial centres? Analysis of cross-border investment banking 2000–2014," Journal of Economic Geography, Oxford University Press, vol. 18(1), pages 1-33.
    5. Blaise Gnimassoun & Isabelle Do Santos, 2021. "Robust structural determinants of public deficits in developing countries," Applied Economics, Taylor & Francis Journals, vol. 53(9), pages 1052-1076, February.
    6. Guo, Li-Yang & Feng, Chao & Yang, Jun, 2022. "Can energy predict the regional prices of carbon emission allowances in China?," International Review of Financial Analysis, Elsevier, vol. 82(C).
    7. Liu, Ailan & Wang, Zhixuan & Wang, Ping, 2024. "Official or unofficial? extreme bounds analysis on the determinants of sovereign default," The North American Journal of Economics and Finance, Elsevier, vol. 72(C).
    8. Kim, Jae H. & Shamsuddin, Abul, 2023. "Stock market anomalies: An extreme bounds analysis," International Review of Financial Analysis, Elsevier, vol. 90(C).
    9. Chambers, Dustin & O'Reilly, Colin, 2022. "Regulation and income inequality in the United States," European Journal of Political Economy, Elsevier, vol. 72(C).
    10. Leopoldo Fergusson & Carlos Molina & Juan Felipe Riaño, 2018. "I Sell My Vote, and So What? Incidence, Social Bias, and Correlates of Clientelism in Colombia," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Fall 2018), pages 181-218, November.
    11. Asad Zaman, 2017. "Lessons in Econometric Methodology: The Axiom of Correct Specification," International Econometric Review (IER), Econometric Research Association, vol. 9(2), pages 50-68, September.
    12. Nguyen, Loc PhD, PostDoc, 2022. "Extreme bound analysis based on correlation coefficient for optimal regression model," OSF Preprints wjnz3, Center for Open Science.
    13. Md Lutfur Rahman & Mahbub Khan & Samuel A. Vigne & Gazi Salah Uddin, 2021. "Equity return predictability, its determinants, and profitable trading strategies," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 40(1), pages 162-186, January.
    14. Hausladen, Carina I. & Schubert, Marcel H. & Ash, Elliott, 2020. "Text classification of ideological direction in judicial opinions," International Review of Law and Economics, Elsevier, vol. 62(C).
    15. Wang, Xinya & Lucey, Brian & Huang, Shupei, 2022. "Can gold hedge against oil price movements: Evidence from GARCH-EVT wavelet modeling," Journal of Commodity Markets, Elsevier, vol. 27(C).
    16. Bremus, Franziska & Kliatskova, Tatsiana, 2020. "Legal harmonization, institutional quality, and countries’ external positions: A sectoral analysis," Journal of International Money and Finance, Elsevier, vol. 107(C).
    17. Konstantin A. Kholodilin, 2022. "Rent Control Effects through the Lens of Empirical Research: An almost Complete Review of the Literature," Discussion Papers of DIW Berlin 2026, DIW Berlin, German Institute for Economic Research.
    18. Freire, Danilo & Uzonyi, Gary, 2018. "What Drives State-Sponsored Violence?: Evidence from Extreme Bounds Analysis and Ensemble Learning Models," SocArXiv pzx3q, Center for Open Science.
    19. Ahmed, Walid M.A., 2022. "Robust drivers of Bitcoin price movements: An extreme bounds analysis," The North American Journal of Economics and Finance, Elsevier, vol. 62(C).
    20. Li, Sile & Lucey, Brian M., 2017. "Reassessing the role of precious metals as safe havens–What colour is your haven and why?," Journal of Commodity Markets, Elsevier, vol. 7(C), pages 1-14.

    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.
    1. Leopoldo Fergusson & Carlos Molina & Juan Felipe Riaño, 2018. "I Sell My Vote, and So What? Incidence, Social Bias, and Correlates of Clientelism in Colombia," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Fall 2018), pages 181-218, November.
    2. Martin Gassebner & Michael Lamla & Jan-Egbert Sturm, 2006. "Economic, demographic and political determinants of pollution reassessed," KOF Working papers 06-129, KOF Swiss Economic Institute, ETH Zurich.
    3. Martin Gassebner & Simon Luechinger, 2011. "Lock, stock, and barrel: a comprehensive assessment of the determinants of terror," Public Choice, Springer, vol. 149(3), pages 235-261, December.
    4. Jong-A-Pin, Richard, 2009. "On the measurement of political instability and its impact on economic growth," European Journal of Political Economy, Elsevier, vol. 25(1), pages 15-29, March.
    5. repec:dgr:rugsom:06c05 is not listed on IDEAS
    6. Martin Gassebner & Michael Lamla & Jan-Egbert Sturm, 2006. "Economic, Demographic and Political Determinants of Pollution Reassessed: A Sensitivity Analysis," CESifo Working Paper Series 1699, CESifo.
    7. Axel Dreher & Martin Gassebner & Lars-H. R. Siemers, 2012. "Globalization, Economic Freedom, and Human Rights," Journal of Conflict Resolution, Peace Science Society (International), vol. 56(3), pages 516-546, June.
    8. Niklas Potrafke, 2012. "Political cycles and economic performance in OECD countries: empirical evidence from 1951–2006," Public Choice, Springer, vol. 150(1), pages 155-179, January.
    9. Gernot Doppelhofer & Melvyn Weeks, 2011. "Robust Growth Determinants," CESifo Working Paper Series 3354, CESifo.
    10. Christian A. Vossler, 2013. "Analyzing repeated-game economics experiments: robust standard errors for panel data with serial correlation," Chapters, in: John A. List & Michael K. Price (ed.), Handbook on Experimental Economics and the Environment, chapter 3, pages 89-112, Edward Elgar Publishing.
    11. Daniel Hoechle, 2007. "Robust standard errors for panel regressions with cross-sectional dependence," Stata Journal, StataCorp LP, vol. 7(3), pages 281-312, September.
    12. C. Hopp & A. Dreher, 2013. "Do differences in institutional and legal environments explain cross-country variations in IPO underpricing?," Applied Economics, Taylor & Francis Journals, vol. 45(4), pages 435-454, February.
    13. Leroi RAPUTSOANE, 2016. "Financial Stress Indicator Variables and Monetary Policy in South Africa," Journal of Economics Bibliography, KSP Journals, vol. 3(2), pages 203-214, June.
    14. Faruk Balli & Syed Basher & Rosmy Jean Louis, 2012. "Channels of risk-sharing among Canadian provinces: 1961–2006," Empirical Economics, Springer, vol. 43(2), pages 763-787, October.
    15. Tausch, Arno, 2011. "The ‘four economic freedoms’ and life quality. General tendencies and some hard lessons for EU-27-Europe," MPRA Paper 33225, University Library of Munich, Germany.
    16. Tsani, Stella, 2013. "Natural resources, governance and institutional quality: The role of resource funds," Resources Policy, Elsevier, vol. 38(2), pages 181-195.
    17. Axel Dreher & Jan-Egbert Sturm, 2012. "Do the IMF and the World Bank influence voting in the UN General Assembly?," Public Choice, Springer, vol. 151(1), pages 363-397, April.
    18. repec:diw:diwfin:diwfin03050 is not listed on IDEAS
    19. Jochen Hartwig & Jan-Egbert Sturm, 2018. "Testing the Grossman model of medical spending determinants with macroeconomic panel data," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 19(8), pages 1067-1086, November.
    20. Ouoba, Youmanli, 2016. "Natural resources: Funds and economic performance of resource-rich countries," Resources Policy, Elsevier, vol. 50(C), pages 108-116.
    21. Hilal Ozen & Ismail Kaya, 2013. "Reconsidering Migration, Globalization and Social Conditions in the World System," Bogazici Journal, Review of Social, Economic and Administrative Studies, Bogazici University, Department of Economics, vol. 27(2), pages 31-64.
    22. Sturm, Jan-Egbert & Williams, Barry, 2010. "What determines differences in foreign bank efficiency? Australian evidence," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 20(3), pages 284-309, July.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    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:jss:jstsof:v:072:i09. 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: Christopher F. Baum (email available below). General contact details of provider: http://www.jstatsoft.org/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.