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Measuring firm performance by using linear and non-parametric quantile regressions

  • Manuel Landajo
  • Javier de Andrés
  • Pedro Lorca
Registered author(s):

    Quantile regression models are examined from the standpoint of their suitability to analyse company profitability. Some linear and non-linear ("B"-spline) structures are proposed. Linear conditional quantile models provide an intuitive framework which permits conventional statistical inference tools to be applied. Non-parametric spline-based quantile regression is a flexible approach, allowing a different grade of curvature for each conditional quantile, thus providing the possibility of capturing certain non-linear effects that are predicted by economic theory. The behaviour of these variants of the quantile framework is tested on a representative database, which was obtained from the Spanish book publishing industry. Our results confirm the usefulness of the quantile regression approach. Linear models seem to provide suitable descriptions for the behaviour of average performing firms, whereas non-parametric estimates provide the best fit for the extreme conditional quantiles (i.e. companies which exhibit the highest and the lowest performance in terms of profitability). Copyright (c) 2008 Royal Statistical Society.

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    Article provided by Royal Statistical Society in its journal Journal of the Royal Statistical Society: Series C (Applied Statistics).

    Volume (Year): 57 (2008)
    Issue (Month): 2 ()
    Pages: 227-250

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    Handle: RePEc:bla:jorssc:v:57:y:2008:i:2:p:227-250
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    1. Raffaella Giacomini & Halbert White, 2003. "Tests of conditional predictive ability," Boston College Working Papers in Economics 572, Boston College Department of Economics.
    2. Joshua Angrist & Victor Chernozhukov & Iván Fernández-Val, 2006. "Quantile Regression under Misspecification, with an Application to the U.S. Wage Structure," Econometrica, Econometric Society, vol. 74(2), pages 539-563, 03.
    3. Hudson, Carl D & Jahera, John S, Jr & Lloyd, William P, 1992. "Further Evidence on the Relationship between Ownership and Performance," The Financial Review, Eastern Finance Association, vol. 27(2), pages 227-39, May.
    4. Moshe Buchinsky, 1998. "Recent Advances in Quantile Regression Models: A Practical Guideline for Empirical Research," Journal of Human Resources, University of Wisconsin Press, vol. 33(1), pages 88-126.
    5. Kothari, S.P. & Leone, Andrew J. & Wasley, Charles E., 2005. "Performance matched discretionary accrual measures," Journal of Accounting and Economics, Elsevier, vol. 39(1), pages 163-197, February.
    6. Zimmerman, Jerold L., 1983. "Taxes and firm size," Journal of Accounting and Economics, Elsevier, vol. 5(1), pages 119-149, April.
    7. Racine, Jeff, 1997. "Consistent Significance Testing for Nonparametric Regression," Journal of Business & Economic Statistics, American Statistical Association, vol. 15(3), pages 369-78, July.
    8. Bassam Fattouh & Laurence Harris & Pasquale Scaramozzino, 2003. "Capital Structure in South Korea: A Quantile Regression Approach," CEIS Research Paper 40, Tor Vergata University, CEIS.
    9. Landajo, Manuel & de Andres, Javier & Lorca, Pedro, 2007. "Robust neural modeling for the cross-sectional analysis of accounting information," European Journal of Operational Research, Elsevier, vol. 177(2), pages 1232-1252, March.
    10. Timotheos Angelidis & Stavros Degiannakis, 2005. "Modeling risk for long and short trading positions," Journal of Risk Finance, Emerald Group Publishing, vol. 6(3), pages 226-238, May.
    11. Melly, Blaise, 2005. "Decomposition of differences in distribution using quantile regression," Labour Economics, Elsevier, vol. 12(4), pages 577-590, August.
    12. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    13. Basu, Sudipta, 1997. "The conservatism principle and the asymmetric timeliness of earnings," Journal of Accounting and Economics, Elsevier, vol. 24(1), pages 3-37, December.
    14. Sophia Dimelis & Helen Louri, 2002. "Foreign ownership and production efficiency: a quantile regression analysis," Oxford Economic Papers, Oxford University Press, vol. 54(3), pages 449-469, July.
    15. Koenker, Roger, 2000. "Galton, Edgeworth, Frisch, and prospects for quantile regression in econometrics," Journal of Econometrics, Elsevier, vol. 95(2), pages 347-374, April.
    16. Sudarsanam, P. S. & Taffler, R. J., 1995. "Financial ratio proportionality and inter-temporal stability: An empirical analysis," Journal of Banking & Finance, Elsevier, vol. 19(1), pages 45-60, April.
    17. S. Illeris & G. Akehurst, 2001. "Introduction," The Service Industries Journal, Taylor & Francis Journals, vol. 21(1), pages 1-4, January.
    18. Natália Barbosa & Helen Louri, 2003. "Corporate performance: does ownership matter? A comparison of foreign - and domestic - owned firms in Greece and Portugal," NIMA Working Papers 26, Núcleo de Investigação em Microeconomia Aplicada (NIMA), Universidade do Minho.
    19. Mata, Jose & Machado, Jose A. F., 1996. "Firm start-up size: A conditional quantile approach," European Economic Review, Elsevier, vol. 40(6), pages 1305-1323, June.
    20. Joe Whittaker & Chris Whitehead & Mark Somers, 2005. "The neglog transformation and quantile regression for the analysis of a large credit scoring database," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 54(5), pages 863-878.
    21. Mulherin, J. Harold & Boone, Audra L., 2000. "Comparing acquisitions and divestitures," Journal of Corporate Finance, Elsevier, vol. 6(2), pages 117-139, July.
    22. Thorburn, Karin S., 2000. "Bankruptcy auctions: costs, debt recovery, and firm survival," Journal of Financial Economics, Elsevier, vol. 58(3), pages 337-368, December.
    23. Hong, Yongmiao & White, Halbert, 1995. "Consistent Specification Testing via Nonparametric Series Regression," Econometrica, Econometric Society, vol. 63(5), pages 1133-59, September.
    24. Dowen, Richard J & Bauman, W Scott, 1997. "The Relationship between Market Efficiency and Insider Ownership in Large and Small Firms," The Financial Review, Eastern Finance Association, vol. 32(1), pages 185-203, February.
    25. Josep-Maria Arauzo-Carod & Agustí Segarra-Blasco, 2005. "The Determinants of Entry are not Independent of Start-up Size: Some Evidence from Spanish Manufacturing," Review of Industrial Organization, Springer, vol. 27(2), pages 147-165, 09.
    26. Lev, Baruch & Sunder, Shyam, 1979. "Methodological issues in the use of financial ratios," Journal of Accounting and Economics, Elsevier, vol. 1(3), pages 187-210, December.
    27. Bougheas, Spiros & Mizen, Paul & Yalcin, Cihan, 2006. "Access to external finance: Theory and evidence on the impact of monetary policy and firm-specific characteristics," Journal of Banking & Finance, Elsevier, vol. 30(1), pages 199-227, January.
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