IDEAS home Printed from https://ideas.repec.org/a/bpj/apjrin/v11y2017i2p21n4.html
   My bibliography  Save this article

Econometrics Illustrated, with Applications from Insurance-Research Awards

Author

Listed:
  • Butler Richard J

    (Department of Economics, Brigham Young University, Provo, USA)

Abstract

The linear regression model is the dominant tool employed in applied risk and insurance research. Based on my 2016 APRIA lecture at Chengdu, China, I illustrate the simple geometry of the linear regression model, as well as some standard results from it: omitted variable bias (OVB), classical measurement error (CME), simultaneous equation models (SEM), and instrumental variable estimation. Instrumental variable estimation solves OVB, CME, and SEM problems by constructing similar triangles to retrieve consistent estimates. I apply these tools by estimating the determinants of the Witt and Mehr awards given annually for Journal of Risk and Insurance articles, as two examples. The Witt vs. Mehr awards also contrasts short-term scholarly recognition (Witt) versus long-term scholarly recognition (Mehr). The comments made here apply to other paper awards, such as those presented by the Asian Pacific Journal of Risk and Insurance. I also present a simple index function based on the classical Gini index (hence, this new index is denoted as the regression gini index, RGI) useful for comparing two regression models, and apply this to explain the empirical difference between the determinants of the Witt and Mehr awards.

Suggested Citation

  • Butler Richard J, 2017. "Econometrics Illustrated, with Applications from Insurance-Research Awards," Asia-Pacific Journal of Risk and Insurance, De Gruyter, vol. 11(2), pages 1-21, July.
  • Handle: RePEc:bpj:apjrin:v:11:y:2017:i:2:p:21:n:4
    DOI: 10.1515/apjri-2017-0002
    as

    Download full text from publisher

    File URL: https://doi.org/10.1515/apjri-2017-0002
    Download Restriction: For access to full text, subscription to the journal or payment for the individual article is required.

    File URL: https://libkey.io/10.1515/apjri-2017-0002?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Eeckhoudt, L. & Gollier, C., 1998. "Which Shape for the Cost Curve of Risk?," Papers 98.490, Toulouse - GREMAQ.
    2. Dwight M. Jaffee & Thomas Russell, 1996. "Catastrophe Insurance, Capital Markets and Uninsurable Risks," Center for Financial Institutions Working Papers 96-12, Wharton School Center for Financial Institutions, University of Pennsylvania.
    3. J. David Cummins & Martin F. Grace & Richard D. Phillips, 1998. "Regulatory solvency prediction in property-liability insurance: risk-based capital, audit ratios, and cash flow simulation," Working Papers 98-20, Federal Reserve Bank of Philadelphia.
    4. Richard J. Butler & Barbara L. Wilson & William G. Johnson, 2012. "A modified measure of health care disparities applied to birth weight disparities and subsequent mortality," Health Economics, John Wiley & Sons, Ltd., vol. 21(2), pages 113-126, February.
    5. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    6. Richard D. Phillips & J. David Cummins & Franklin Allen, 1996. "Financial Pricing of Insurance in the Multiple Line Insurance Company," Center for Financial Institutions Working Papers 96-09, Wharton School Center for Financial Institutions, University of Pennsylvania.
    7. Michael Braun & Alexander Muermann, 2004. "The Impact of Regret on the Demand for Insurance," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 71(4), pages 737-767, December.
    8. Grosen, Anders & Løchte Jørgensen, Peter, 2001. "Life Insurance Liabilities at Market Value," Finance Working Papers 01-4, University of Aarhus, Aarhus School of Business, Department of Business Studies.
    Full references (including those not matched with items on IDEAS)

    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. Dionne, Georges & Harrington, Scott, 2017. "Insurance and Insurance Markets," Working Papers 17-2, HEC Montreal, Canada Research Chair in Risk Management.
    2. Lim, Terence & Lo, Andrew W. & Merton, Robert C. & Scholes, Myron S., 2006. "The Derivatives Sourcebook," Foundations and Trends(R) in Finance, now publishers, vol. 1(5–6), pages 365-572, April.
    3. Cummins, J David & Mahul, Olivier, 2003. "Optimal Insurance with Divergent Beliefs about Insurer Total Default Risk," Journal of Risk and Uncertainty, Springer, vol. 27(2), pages 121-138, October.
    4. Eckhard Platen, 2009. "Real World Pricing of Long Term Contracts," Research Paper Series 262, Quantitative Finance Research Centre, University of Technology, Sydney.
    5. Kevin Fergusson & Eckhard Platen, 2013. "Real World Pricing of Long Term Cash-Linked Annuities and Equity-Linked Annuities with Cash-Linked Guarantees," Research Paper Series 338, Quantitative Finance Research Centre, University of Technology, Sydney.
    6. Leverty, J. Tyler & Grace, Martin F., 2010. "The robustness of output measures in property-liability insurance efficiency studies," Journal of Banking & Finance, Elsevier, vol. 34(7), pages 1510-1524, July.
    7. Gabriele Ruiu & Giovanna Gonano, 2020. "Religious Barriers to the Diffusion of Same-sex Civil Unions in Italy," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 39(6), pages 1185-1203, December.
    8. Wright, Austin L. & Sonin, Konstantin & Driscoll, Jesse & Wilson, Jarnickae, 2020. "Poverty and economic dislocation reduce compliance with COVID-19 shelter-in-place protocols," Journal of Economic Behavior & Organization, Elsevier, vol. 180(C), pages 544-554.
    9. Guido de Blasio & Daniela Vuri, 2019. "Effects of the Joint Custody Law in Italy," Journal of Empirical Legal Studies, John Wiley & Sons, vol. 16(3), pages 479-514, September.
    10. Susan Athey & Michael Luca, 2019. "Economists (and Economics) in Tech Companies," Journal of Economic Perspectives, American Economic Association, vol. 33(1), pages 209-230, Winter.
    11. Daniel Fernandes & John G. Lynch & Richard G. Netemeyer, 2014. "Financial Literacy, Financial Education, and Downstream Financial Behaviors," Management Science, INFORMS, vol. 60(8), pages 1861-1883, August.
    12. Graves Jennifer & McMullen Steven & Rouse Kathryn, 2018. "Teacher Turnover, Composition and Qualifications in the Year-Round School Setting," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 18(3), pages 1-27, July.
    13. Charles Angelucci & Julia Cage & Michael Sinkinson, 2020. "Media Competition and News Diets," Sciences Po publications 2020-03, Sciences Po.
    14. Alston Lee J. & Mueller Bernardo, 2018. "Priests, Conflicts and Property Rights: the Impacts on Tenancy and Land Use in Brazil," Man and the Economy, De Gruyter, vol. 5(1), pages 1-26, June.
    15. Albahari, Alberto & Pérez-Canto, Salvador & Barge-Gil, Andrés & Modrego, Aurelia, 2017. "Technology Parks versus Science Parks: Does the university make the difference?," Technological Forecasting and Social Change, Elsevier, vol. 116(C), pages 13-28.
    16. S Anukriti & Catalina Herrera‐Almanza & Praveen K. Pathak & Mahesh Karra, 2020. "Curse of the Mummy‐ji: The Influence of Mothers‐in‐Law on Women in India†," American Journal of Agricultural Economics, John Wiley & Sons, vol. 102(5), pages 1328-1351, October.
    17. Ellison, Richard B. & Ellison, Adrian B. & Greaves, Stephen P. & Sampaio, Breno, 2017. "Electronic ticketing systems as a mechanism for travel behaviour change? Evidence from Sydney’s Opal card," Transportation Research Part A: Policy and Practice, Elsevier, vol. 99(C), pages 80-93.
    18. Sanderson, Eleanor & Windmeijer, Frank, 2016. "A weak instrument F-test in linear IV models with multiple endogenous variables," Journal of Econometrics, Elsevier, vol. 190(2), pages 212-221.
    19. Filomena Pietrovito & Alberto Franco Pozzolo, 2021. "Credit constraints and exports of SMEs in emerging and developing countries," Small Business Economics, Springer, vol. 56(1), pages 311-332, January.
    20. Deqiu Chen & Huasheng Gao & Yujing Ma, 2021. "Human Capital-Driven Acquisition: Evidence from the Inevitable Disclosure Doctrine," Management Science, INFORMS, vol. 67(8), pages 4643-4664, August.

    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:bpj:apjrin:v:11:y:2017:i:2:p:21:n:4. 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: Peter Golla (email available below). General contact details of provider: https://www.degruyter.com .

    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.