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The Time Series Properties of Financial Ratios: Lev Revisited

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  • Christos Ioannidis
  • David A. Peel
  • Michael J. Peel

Abstract

This paper re‐evaluates the time series properties of financial ratios. It presents new empirical analysis which explicitly allows for the possibility that financial ratios can be characterized as non‐linear mean‐reverting processes. Financial ratios are widely employed as explanatory variables in accounting and finance research with applications ranging from the determinants of auditors’ compensation to explaining firms’ investment decisions. An implicit assumption in this empirical work is that the ratios are stationary so that the postulated models can be estimated by classical regression methods. However, recent empirical work on the time series properties of corporate financial ratios has reported that the level of the majority of ratios is described by non‐stationary, I(1), integrated processes and that the ratio differences are parsimoniously described by random walks. We hypothesize that financial ratios may follow a random walk near their target level, but that the more distant a ratio is from target, the more likely the firm is to take remedial action to bring it back towards target. This behavior will result in a significant size distortion of the conventional stationarity tests and lead to frequent non‐rejection of the null hypothesis of non‐stationarity, a finding which undermines the use of these ratios as reliable conditioning variables for the explanation of firms’ decisions.

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  • Christos Ioannidis & David A. Peel & Michael J. Peel, 2003. "The Time Series Properties of Financial Ratios: Lev Revisited," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 30(5‐6), pages 699-714, June.
  • Handle: RePEc:bla:jbfnac:v:30:y:2003:i:5-6:p:699-714
    DOI: 10.1111/1468-5957.05201
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    1. Michael, Panos & Nobay, A Robert & Peel, David A, 1997. "Transactions Costs and Nonlinear Adjustment in Real Exchange Rates: An Empirical Investigation," Journal of Political Economy, University of Chicago Press, vol. 105(4), pages 862-879, August.
    2. Lev, B, 1969. "Industry Averages As Targets For Financial Ratios," Journal of Accounting Research, Wiley Blackwell, vol. 7(2), pages 290-299.
    3. Stock, James H & Watson, Mark W, 1988. "Variable Trends in Economic Time Series," Journal of Economic Perspectives, American Economic Association, vol. 2(3), pages 147-174, Summer.
    4. N O'Sullivan & S R Diacon, 1994. "Audit Fee Determination and Governance Structure: Empirical Evidence from UK Insurance Companies," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 19(1), pages 70-84, January.
    5. Beatty, Rp, 1993. "The Economic-Determinants Of Auditor Compensation In The Initial Public Offerings Market," Journal of Accounting Research, Wiley Blackwell, vol. 31(2), pages 294-302.
    6. Sean Cleary, 1999. "The Relationship between Firm Investment and Financial Status," Journal of Finance, American Finance Association, vol. 54(2), pages 673-692, April.
    7. Dumas, Bernard, 1992. "Dynamic Equilibrium and the Real Exchange Rate in a Spatially Separated World," The Review of Financial Studies, Society for Financial Studies, vol. 5(2), pages 153-180.
    8. Peter Phillips & Hyungsik Moon, 2000. "Nonstationary panel data analysis: an overview of some recent developments," Econometric Reviews, Taylor & Francis Journals, vol. 19(3), pages 263-286.
    9. Enders, Walter & Granger, Clive W J, 1998. "Unit-Root Tests and Asymmetric Adjustment with an Example Using the Term Structure of Interest Rates," Journal of Business & Economic Statistics, American Statistical Association, vol. 16(3), pages 304-311, July.
    10. 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.
    11. Aydin Ozkan, 2001. "Determinants of Capital Structure and Adjustment to Long Run Target: Evidence From UK Company Panel Data," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(1-2), pages 175-198.
    12. Aydin Ozkan, 2001. "Determinants of Capital Structure and Adjustment to Long Run Target: Evidence From UK Company Panel Data," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(1‐2), pages 175-198, January.
    13. Pradeep K. Yadav & Peter F. Pope & Krishna Paudyal, 1994. "Threshold Autoregressive Modeling In Finance: The Price Differences Of Equivalent Assets1," Mathematical Finance, Wiley Blackwell, vol. 4(2), pages 205-221, April.
    14. Michaelas, Nicos & Chittenden, Francis & Poutziouris, Panikkos, 1999. "Financial Policy and Capital Structure Choice in U.K. SMEs: Empirical Evidence from Company Panel Data," Small Business Economics, Springer, vol. 12(2), pages 113-130, March.
    15. Mike Adams, 1997. "The determinants of actuarial costs in the New Zealand life insurance industry," Applied Financial Economics, Taylor & Francis Journals, vol. 7(1), pages 1-7.
    16. Nelson, Charles R. & Plosser, Charles I., 1982. "Trends and random walks in macroeconmic time series : Some evidence and implications," Journal of Monetary Economics, Elsevier, vol. 10(2), pages 139-162.
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    3. Georgios Chortareas & George Kapetanios, 2004. "The Yen Real Exchange Rate may be Stationary after all: Evidence from Non‐linear Unit‐root Tests," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 66(1), pages 113-131, February.
    4. Angela Black & Patricia Fraser & Martin Hoesli, 2006. "House Prices, Fundamentals and Bubbles," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 33(9‐10), pages 1535-1555, November.
    5. Andrey Sarantsev, 2019. "A New Stock Market Valuation Measure with Applications to Retirement Planning," Papers 1905.04603, arXiv.org, revised Apr 2023.
    6. Stuart McLeay & Maxwell Stevenson, 2006. "Modelling the Longitudinal Properties of Financial Ratios of European Firms," The Institute for International Integration Studies Discussion Paper Series iiisdp184, IIIS.
    7. M. E. Bontempi & L. Bottazzi & R. Golinelli, 2015. "Dynamic corporate capital structure behavior: empirical assessment in the light of heterogeneity and non stationarity," Working Papers wp988, Dipartimento Scienze Economiche, Universita' di Bologna.
    8. Claudia M. Buch & Esteban Prieto, 2014. "Do Better Capitalized Banks Lend Less? Long-Run Panel Evidence from Germany," International Finance, Wiley Blackwell, vol. 17(1), pages 1-23, March.
    9. George Kapetanios & Yongcheol Shin, 2006. "Unit root tests in three-regime SETAR models," Econometrics Journal, Royal Economic Society, vol. 9(2), pages 252-278, July.
    10. Stuart McLeay & Maxwell Stevenson, 2009. "Modelling the longitudinal properties of financial ratios," Applied Financial Economics, Taylor & Francis Journals, vol. 19(4), pages 305-318.
    11. Miroslava Vlčková & Tomáš Buus, 2021. "Some Statistical Properties of Models of Transitory Earnings," Acta Universitatis Agriculturae et Silviculturae Mendelianae Brunensis, Mendel University Press, vol. 69(2), pages 189-198.
    12. Nikolas Topaloglou, 2015. "Minimizing bank liquidity risk: evidence from the Lehman crisis," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 5(1), pages 23-44, June.
    13. Hassan B. Ghassan & Stefano Fachin, 2016. "Time series analysis of financial stability of banks: Evidence from Saudi Arabia," Review of Financial Economics, John Wiley & Sons, vol. 31(1), pages 3-17, November.
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    16. David Peel & Michael Peel & Ioannis Venetis, 2004. "Further empirical analysis of the time series properties of financial ratios based on a panel data approach," Applied Financial Economics, Taylor & Francis Journals, vol. 14(3), pages 155-163.

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