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Firm profitability: Mean-reverting or random-walk behavior?

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  • Canarella, Giorgio
  • Miller, Stephen M.
  • Nourayi, Mahmoud M.

Abstract

We analyze the stochastic properties of three measures of profitability, return on assets (ROA), return on equity (ROE), and return on investment (ROI), using a balanced panel of US firms during the period 2001–2010. We employ a panel unit-root approach, which assists in identifying competitive outcomes versus situations that require regulatory intervention to achieve more competitive outcomes. Based upon conventional panel unit-root tests, we find substantial evidence supporting mean-reversion, which, in turn, lends support to the long-standing “competitive environment” hypothesis originally set forward by Mueller (1977). These results, however, prove contaminated by the assumption of cross-section independence. After controlling for cross-section dependence, we find that profitability evolves as a non-stationary process in some sectors in the US economy. Our findings, especially taken as a whole, remain fairly robust to various assumptions regarding the underlying data generation process.

Suggested Citation

  • Canarella, Giorgio & Miller, Stephen M. & Nourayi, Mahmoud M., 2013. "Firm profitability: Mean-reverting or random-walk behavior?," Journal of Economics and Business, Elsevier, vol. 66(C), pages 76-97.
  • Handle: RePEc:eee:jebusi:v:66:y:2013:i:c:p:76-97
    DOI: 10.1016/j.jeconbus.2012.11.002
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    as
    1. Juan Carlos Bou & Albert Satorra, 2003. "The persistence of abnormal returns at industry and firm levels," Economics Working Papers 729, Department of Economics and Business, Universitat Pompeu Fabra.
    2. Jesús Crespo Cuaresma & Adelina Gschwandtner, 2008. "Tracing The Dynamics Of Competition: Evidence From Company Profits," Economic Inquiry, Western Economic Association International, vol. 46(2), pages 208-213, April.
    3. Zvi Griliches, 1998. "Productivity, R&D, and Basic Research at the Firm Level in the 1970s," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 82-99, National Bureau of Economic Research, Inc.
    4. Piotr Lewandowski, 2006. "PESCADF: Stata module to perform Pesaran's CADF panel unit root test in presence of cross section dependence," Statistical Software Components S456732, Boston College Department of Economics, revised 08 Oct 2007.
    5. Jesús Crespo Cuaresma & Adelina Gschwandtner, 2008. "Tracing The Dynamics Of Competition: Evidence From Company Profits," Economic Inquiry, Western Economic Association International, vol. 46(2), pages 208-213, April.
    6. Rod Cross, 2000. "Hysteresis and Emu," Metroeconomica, Wiley Blackwell, vol. 51(4), pages 367-379, November.
    7. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    8. Kamerschen, David R, 1969. "The Determination of Profit Rates in "Oligopolistic Industries."," The Journal of Business, University of Chicago Press, vol. 42(3), pages 293-301, July.
    9. Strauss, Jack & Yigit, Taner, 2003. "Shortfalls of panel unit root testing," Economics Letters, Elsevier, vol. 81(3), pages 309-313, December.
    10. Schohl, Frank, 1990. "Persistence of profits in the long run: A critical extension of some recent findings," International Journal of Industrial Organization, Elsevier, vol. 8(3), pages 385-404, September.
    11. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    12. Jesus Crespo Cuaresma & Adelina Gschwandtner, 2006. "The competitive environment hypothesis revisited: non-linearity, nonstationarity and profit persistence," Applied Economics, Taylor & Francis Journals, vol. 38(4), pages 465-472.
    13. Glen, Jack & Lee, Kevin & Singh, Ajit, 2001. "Persistence of profitability and competition in emerging markets," Economics Letters, Elsevier, vol. 72(2), pages 247-253, August.
    14. Haltiwanger, John C. & Lane, Julia I. & Spletzer, James R., 2007. "Wages, productivity, and the dynamic interaction of businesses and workers," Labour Economics, Elsevier, vol. 14(3), pages 575-602, June.
    15. Patrick Sevestre & Laszlo Matyas, 2008. "The Econometrics of Panel Data," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00279977, HAL.
    16. Juan Carlos Bou & Albert Satorra, 2007. "The persistence of abnormal returns at industry and firm levels: Evidence from Spain," Strategic Management Journal, Wiley Blackwell, vol. 28(7), pages 707-722, July.
    17. Andreas Stephan & Andriy Tsapin, 2008. "Persistence and Determinants of Firm Profit in Emerging Markets," Applied Economics Quarterly (formerly: Konjunkturpolitik), Duncker & Humblot, Berlin, vol. 54(4), pages 231-254.
    18. Dechow, Patricia M. & Hutton, Amy P. & Sloan, Richard G., 1999. "An empirical assessment of the residual income valuation model1," Journal of Accounting and Economics, Elsevier, vol. 26(1-3), pages 1-34, January.
    19. Kristian Jonsson, 2005. "Cross-sectional and serial correlation in a small-sample homogeneous panel data unit root test," Applied Economics Letters, Taylor & Francis Journals, vol. 12(14), pages 899-905.
    20. Adelina Gschwandtner, 2005. "Profit persistence in the 'very' long run: evidence from survivors and exiters," Applied Economics, Taylor & Francis Journals, vol. 37(7), pages 793-806.
    21. P. Geroski, 1998. "An Applied Econometrician's View of Large Company Performance," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 13(3), pages 271-294, June.
    22. Schwalbach, Joachim & Gra[beta]hoff, Ulrike & Mahmood, Talat, 1989. "The dynamics of corporate profits," European Economic Review, Elsevier, vol. 33(8), pages 1625-1639, October.
    23. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    24. Alper Aslan & Kemal Koksal & Oguz Ocal, 2011. "Competitive Environment Hypothesis in Turkish Banking System," International Journal of Economics and Financial Issues, Econjournals, vol. 1(2), pages 74-77, June.
    25. Cameron,A. Colin & Trivedi,Pravin K., 2005. "Microeconometrics," Cambridge Books, Cambridge University Press, number 9780521848053, October.
    26. László Mátyás & Patrick Sevestre (ed.), 2008. "The Econometrics of Panel Data," Advanced Studies in Theoretical and Applied Econometrics, Springer, number 978-3-540-75892-1, July-Dece.
    27. Goddard, John & Liu, Hong & Molyneux, Philip & Wilson, John O.S., 2011. "The persistence of bank profit," Journal of Banking & Finance, Elsevier, vol. 35(11), pages 2881-2890, November.
    28. John Goddard & Phil Molyneux & John O. S. Wilson, 2004. "The profitability of european banks: a cross‐sectional and dynamic panel analysis," Manchester School, University of Manchester, vol. 72(3), pages 363-381, June.
    29. Harris, Richard D. F. & Tzavalis, Elias, 1999. "Inference for unit roots in dynamic panels where the time dimension is fixed," Journal of Econometrics, Elsevier, vol. 91(2), pages 201-226, August.
    30. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    31. Geoffrey Whittington & Mark Tippett, 1999. "The Components of Accounting Ratios as Co‐integrated Variables," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 26(9‐10), pages 1245-1273, November.
    32. B. Burcin Yurtoglu, 2004. "Persistence of firm-level profitability in Turkey," Applied Economics, Taylor & Francis Journals, vol. 36(6), pages 615-625.
    33. David G. Mcmillan & Mark E. Wohar, 2011. "Profit Persistence Revisited: The Case Of The Uk," Manchester School, University of Manchester, vol. 79(3), pages 510-527, June.
    34. Pérez-Alonso Alicia & Di Sanzo Silvestro, 2010. "Unemployment and Hysteresis: A Nonlinear Unobserved Components Approach," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 15(1), pages 1-29, December.
    35. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    36. Miguel A. León‐Ledesma & Peter McAdam, 2004. "Unemployment, Hysteresis And Transition," Scottish Journal of Political Economy, Scottish Economic Society, vol. 51(3), pages 377-401, August.
    37. Gordon, Robert J, 1989. "Hysteresis in History: Was There Ever a Phillips Curve?," American Economic Review, American Economic Association, vol. 79(2), pages 220-225, May.
    38. Julia I. Lane & John C. Haltiwanger & James Spletzer, 1999. "Productivity Differences across Employers: The Roles of Employer Size, Age, and Human Capital," American Economic Review, American Economic Association, vol. 89(2), pages 94-98, May.
    39. Collins, Norman R & Preston, Lee E, 1969. "Price-Cost Margins and Industry Structure," The Review of Economics and Statistics, MIT Press, vol. 51(3), pages 271-286, August.
    40. Mueller,Dennis C., 2009. "Profits in the Long Run," Cambridge Books, Cambridge University Press, number 9780521101592, October.
    41. A. M. Spence, 1981. "The Learning Curve and Competition," Bell Journal of Economics, The RAND Corporation, vol. 12(1), pages 49-70, Spring.
    42. Wagner, Alfred, 1891. "Marshall's Principles of Economics," History of Economic Thought Articles, McMaster University Archive for the History of Economic Thought, vol. 5, pages 319-338.
    43. Kristian Jönsson, 2005. "Cross‐sectional Dependency and Size Distortion in a Small‐sample Homogeneous Panel Data Unit Root Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 67(3), pages 369-392, June.
    44. Odagiri, Hiroyuki & Yamawaki, Hideki, 1986. "A study of company profit-rate time series : Japan and the United States," International Journal of Industrial Organization, Elsevier, vol. 4(1), pages 1-23, March.
    45. Adelina Gschwandtner, 2004. "Evolution of Profit Persistence in the US: Evidence from four 20-years periods," Vienna Economics Papers 0410, University of Vienna, Department of Economics.
    46. M. Hashem Pesaran & Badi H. Baltagi, 2007. "Heterogeneity and cross section dependence in panel data models: theory and applications introduction," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 229-232.
    47. John M. Abowd & John Haltiwanger & Ron Jarmin & Julia Lane & Paul Lengermann & Kristin McCue & Kevin McKinney & Kristin Sandusky, 2005. "The Relation among Human Capital, Productivity, and Market Value: Building Up from Micro Evidence," NBER Chapters, in: Measuring Capital in the New Economy, pages 153-204, National Bureau of Economic Research, Inc.
    48. Jan Bentzen & Erik Madsen & Valdemar Smith & Mogens Dilling-Hansen, 2005. "Persistence in Corporate Performance? Empirical Evidence from Panel Unit Root Tests," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 32(2), pages 217-230, June.
    49. Geoffrey Whittington & Mark Tippett, 1999. "The Components of Accounting Ratios as Co-integrated Variables," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 26(9-10), pages 1245-1273.
    50. Edith Madsen, 2010. "Unit root inference in panel data models where the time-series dimension is fixed: a comparison of different tests," Econometrics Journal, Royal Economic Society, vol. 13(1), pages 63-94, February.
    51. Waring, Geoffrey F, 1996. "Industry Differences in the Persistence of Firm-Specific Returns," American Economic Review, American Economic Association, vol. 86(5), pages 1253-1265, December.
    52. Adelina Gschwandtner & Michael Hauser, 2008. "Modelling profit series: nonstationarity and long memory," Applied Economics, Taylor & Francis Journals, vol. 40(11), pages 1475-1482.
    53. repec:bla:manchs:v:69:y:2001:i:0:p:42-56 is not listed on IDEAS
    54. Foreman, R. Dean, 2003. "A logistic analysis of bankruptcy within the US local telecommunications industry," Journal of Economics and Business, Elsevier, vol. 55(2), pages 135-166.
    55. Kul B. Luintel, 2001. "Heterogeneous Panel Unit Root Tests and Purchasing Power Parity," Manchester School, University of Manchester, vol. 69(s1), pages 42-56.
    56. Adelina Gschwandtner, 2012. "Evolution Of Profit Persistence In The Usa: Evidence From Three Periods," Manchester School, University of Manchester, vol. 80(2), pages 172-209, March.
    57. Goddard, J. A. & Wilson, J. O. S., 1999. "The persistence of profit: a new empirical interpretation," International Journal of Industrial Organization, Elsevier, vol. 17(5), pages 663-687, July.
    58. Rafael E. De Hoyos & Vasilis Sarafidis, 2006. "Testing for cross-sectional dependence in panel-data models," Stata Journal, StataCorp LP, vol. 6(4), pages 482-496, December.
    59. repec:bla:econom:v:44:y:1977:i:176:p:369-80 is not listed on IDEAS
    60. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
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    More about this item

    Keywords

    Cross-section dependence; Unit roots; Panel data; Hysteresis; Firm profitability;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance

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