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Operating Leverage over the Business Cycle

Author

Listed:
  • Arnab Bhattacharjee
  • Chris Higson
  • Sean Holly

Abstract

Operating leverage describes the extent to which a firm’s operating costs are fixed in the short run. The effect of operating leverage is to amplify the impact on profit of a change in revenues; an effect which is further amplified by financial leverage and by asymmetry in the tax system. In this paper we provide empirical estimates of operating leverage at the firm level, using a long panel of data on UK quoted firms. We report sectoral differences in operating leverage around the business cycle, and show that these can be partly explained in terms of costly labour adjustment and asymmetric price adjustment.

Suggested Citation

  • Arnab Bhattacharjee & Chris Higson & Sean Holly, 2015. "Operating Leverage over the Business Cycle," Cambridge Working Papers in Economics 1535, Faculty of Economics, University of Cambridge.
    • Handle: RePEc:cam:camdae:1535
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    1. Wu, De-Min, 1973. "Alternative Tests of Independence Between Stochastic Regressors and Disturbances," Econometrica, Econometric Society, vol. 41(4), pages 733-750, July.
    2. Pesaran, M. Hashem & Shin, Yongcheol & Smith, Richard J., 2000. "Structural analysis of vector error correction models with exogenous I(1) variables," Journal of Econometrics, Elsevier, vol. 97(2), pages 293-343, August.
    3. Mark Gertler & Simon Gilchrist, 1994. "Monetary Policy, Business Cycles, and the Behavior of Small Manufacturing Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 309-340.
    4. Viral V. Acharya & Heitor Almeida & Murillo Campello, 2013. "Aggregate Risk and the Choice between Cash and Lines of Credit," Journal of Finance, American Finance Association, vol. 68(5), pages 2059-2116, October.
    5. M. Hashem Pesaran, 2006. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," Econometrica, Econometric Society, vol. 74(4), pages 967-1012, July.
    6. Campello, Murillo & Giambona, Erasmo, 2013. "Real Assets and Capital Structure," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 48(5), pages 1333-1370, October.
    7. Murillo Campello & Erasmo Giambona, 2012. "Real Assets and Capital Structure," NBER Working Papers 18147, National Bureau of Economic Research, Inc.
    8. Green, Edward J & Porter, Robert H, 1984. "Noncooperative Collusion under Imperfect Price Information," Econometrica, Econometric Society, vol. 52(1), pages 87-100, January.
    9. Holly, Sean & Hashem Pesaran, M. & Yamagata, Takashi, 2011. "The spatial and temporal diffusion of house prices in the UK," Journal of Urban Economics, Elsevier, vol. 69(1), pages 2-23, January.
    10. Bowman, Robert G, 1979. "The Theoretical Relationship between Systematic Risk and Financial (Accounting) Variables," Journal of Finance, American Finance Association, vol. 34(3), pages 617-630, June.
    11. Edward F. Blackburne III & Mark W. Frank, 2007. "Estimation of nonstationary heterogeneous panels," Stata Journal, StataCorp LP, vol. 7(2), pages 197-208, June.
    12. Bhaskar, V & Machin, Stephen & Reid, Gavin C, 1993. "Price and Quantity Adjustment over the Business Cycle: Evidence from Survey Data," Oxford Economic Papers, Oxford University Press, vol. 45(2), pages 257-268, April.
    13. Bils, Mark, 1987. "The Cyclical Behavior of Marginal Cost and Price," American Economic Review, American Economic Association, vol. 77(5), pages 838-855, December.
    14. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    15. Arnab Bhattacharjee & Sean Holly, 2013. "Understanding Interactions in Social Networks and Committees," Spatial Economic Analysis, Taylor & Francis Journals, vol. 8(1), pages 23-53, March.
    16. Yew Kee Ho & Zhenyu Xu & Chee Meng Yap, 2004. "R&D investment and systematic risk," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 44(3), pages 393-418, November.
    17. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    18. Robert Novy-Marx, 2011. "Operating Leverage," Review of Finance, European Finance Association, vol. 15(1), pages 103-134.
    19. Tyler Shumway & Vincent A. Warther, 1999. "The Delisting Bias in CRSP's Nasdaq Data and Its Implications for the Size Effect," Journal of Finance, American Finance Association, vol. 54(6), pages 2361-2379, December.
    20. Gottfries, Nils, 1991. "Customer Markets, Credit Market Imperfections and Real Price Rigidity," Economica, London School of Economics and Political Science, vol. 58(231), pages 317-323, August.
    21. Stock, James H & Watson, Mark W, 1993. "A Simple Estimator of Cointegrating Vectors in Higher Order Integrated Systems," Econometrica, Econometric Society, vol. 61(4), pages 783-820, July.
    22. Ron Giammarino & Murray Carlson & Adlai Fisher, 2004. "Corporate Investment and Asset Price Dynamics: Implications for Post-SEO Performance," 2004 Meeting Papers 812, Society for Economic Dynamics.
    23. Natalia Bailey & Sean Holly & M. Hashem Pesaran, 2016. "A Two‐Stage Approach to Spatio‐Temporal Analysis with Strong and Weak Cross‐Sectional Dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 31(1), pages 249-280, January.
    24. DeYoung, Robert & Roland, Karin P., 2001. "Product Mix and Earnings Volatility at Commercial Banks: Evidence from a Degree of Total Leverage Model," Journal of Financial Intermediation, Elsevier, vol. 10(1), pages 54-84, January.
    25. Machin, Stephen & Van Reenen, John, 1993. "Profit Margins and the Business Cycle: Evidence from UK Manufacturing Firms," Journal of Industrial Economics, Wiley Blackwell, vol. 41(1), pages 29-50, March.
    26. 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.
    27. Harry F. Griffin & Michael T. Dugan, 2003. "Systematic Risk and Revenue Volatility," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 26(2), pages 179-189, June.
    28. Rotemberg, Julio J & Saloner, Garth, 1986. "A Supergame-Theoretic Model of Price Wars during Booms," American Economic Review, American Economic Association, vol. 76(3), pages 390-407, June.
    29. Ilia D. Dichev, 1998. "Is the Risk of Bankruptcy a Systematic Risk?," Journal of Finance, American Finance Association, vol. 53(3), pages 1131-1147, June.
    30. Stock, James H, 1987. "Asymptotic Properties of Least Squares Estimators of Cointegrating Vectors," Econometrica, Econometric Society, vol. 55(5), pages 1035-1056, September.
    31. Murray Carlson & Adlai Fisher & Ron Giammarino, 2004. "Corporate Investment and Asset Price Dynamics: Implications for the Cross-section of Returns," Journal of Finance, American Finance Association, vol. 59(6), pages 2577-2603, December.
    32. C. Higson & S. Holly & P. Kattuman & S. Platis, 2004. "The Business Cycle, Macroeconomic Shocks and the Cross-Section: The Growth of UK Quoted Companies," Economica, London School of Economics and Political Science, vol. 71(281), pages 299-318, May.
    33. Alexander Ljungqvist & William J. Wilhelm, 2005. "Does Prospect Theory Explain IPO Market Behavior?," Journal of Finance, American Finance Association, vol. 60(4), pages 1759-1790, August.
    34. José C. Fariñas & Elena Huergo, 2003. "Profit Margins, Adjustment Costs and the Business Cycle: An Application to Spanish Manufacturing Firms," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(1), pages 49-72, February.
    35. Ilan Cooper, 2006. "Asset Pricing Implications of Nonconvex Adjustment Costs and Irreversibility of Investment," Journal of Finance, American Finance Association, vol. 61(1), pages 139-170, February.
    36. Lev, Baruch, 1974. "On the Association between Operating Leverage and Risk," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 9(4), pages 627-641, September.
    37. Joshua G. Rosett, 2001. "Equity Risk and the Labor Stock: The Case of Union Contracts," Journal of Accounting Research, Wiley Blackwell, vol. 39(2), pages 337-364, September.
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    1. Khadija Younas & Muhammad Sarmad, 2020. "The Impact Of Degree Of Financial Leverage And Degree Of Operating Leverage On The Systematic Risk Of Common Stock," Malaysian E Commerce Journal (MECJ), Zibeline International Publishing, vol. 4(1), pages 24-32, April.

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    More about this item

    Keywords

    operating margin; panel data; fixed and flexible costs; business cycles;
    All these keywords.

    JEL classification:

    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • D4 - Microeconomics - - Market Structure, Pricing, and Design
    • G30 - Financial Economics - - Corporate Finance and Governance - - - General

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