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Accounting for the Corporate Cash Increase

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  • Jake Zhao

Abstract

Why do U.S. firms hold much more cash now than they did 30 years ago? Prior empirical studies have discovered a statistically significant positive relationship between firm cash holdings and cash flow volatility. Such findings, however, are subject to endogeneity problems. In this paper, I construct a structural model of firm dynamics where cash provides a buffer against cash-flow shortfalls in the presence of costly external finance. My model finds that 63% of the increase in corporate cash holdings can be accounted for by the increase in cash flow volatility. The increase in cash flow volatility observed in the data arises from a decrease in the correlation between revenue and operating expenses. The model has a corresponding correlation parameter between the shocks on revenue and operating expenses and only this parameter is changed in the primary experiment. The decomposition of revenue and operating expenses is important and I show that other ways of modeling the cash flow volatility increase are both counterfactual and dampening. A regression using the model data then generates a coefficient on cash flow volatility similar to what was found in previous studies which suggests that the regression underestimates the true impact of volatility. Finally, I investigate the response of cash holdings to policy changes and the consequences of cash restrictions on firm value.

Suggested Citation

  • Jake Zhao, 2014. "Accounting for the Corporate Cash Increase," Department of Economics Working Papers 14-04, Stony Brook University, Department of Economics.
  • Handle: RePEc:nys:sunysb:14-04
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    1. Thomas W. Bates & Kathleen M. Kahle & René M. Stulz, 2009. "Why Do U.S. Firms Hold So Much More Cash than They Used To?," Journal of Finance, American Finance Association, vol. 64(5), pages 1985-2021, October.
    2. Patrick Bolton & Hui Chen & Neng Wang, 2011. "A Unified Theory of Tobin's q, Corporate Investment, Financing, and Risk Management," Journal of Finance, American Finance Association, vol. 66(5), pages 1545-1578, October.
    3. Leigh A. Riddick & Toni M. Whited, 2009. "The Corporate Propensity to Save," Journal of Finance, American Finance Association, vol. 64(4), pages 1729-1766, August.
    4. McFadden, Daniel, 1989. "A Method of Simulated Moments for Estimation of Discrete Response Models without Numerical Integration," Econometrica, Econometric Society, vol. 57(5), pages 995-1026, September.
    5. Jerome Adda & Russell W. Cooper, 2003. "Dynamic Economics: Quantitative Methods and Applications," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262012014, April.
    6. Tauchen, George, 1986. "Finite state markov-chain approximations to univariate and vector autoregressions," Economics Letters, Elsevier, vol. 20(2), pages 177-181.
    7. Boris Nikolov & Toni M. Whited, 2014. "Agency Conflicts and Cash: Estimates from a Dynamic Model," Journal of Finance, American Finance Association, vol. 69(5), pages 1883-1921, October.
    8. Andrea Gamba & Alexander Triantis, 2008. "The Value of Financial Flexibility," Journal of Finance, American Finance Association, vol. 63(5), pages 2263-2296, October.
    9. Thomas F. Cooley & Vincenzo Quadrini, 2001. "Financial Markets and Firm Dynamics," American Economic Review, American Economic Association, vol. 91(5), pages 1286-1310, December.
    10. Opler, Tim & Pinkowitz, Lee & Stulz, Rene & Williamson, Rohan, 1999. "The determinants and implications of corporate cash holdings," Journal of Financial Economics, Elsevier, vol. 52(1), pages 3-46, April.
    11. Begenau, Juliane & Palazzo, Berardino, 2021. "Firm selection and corporate cash holdings," Journal of Financial Economics, Elsevier, vol. 139(3), pages 697-718.
    12. Dittmar, Amy & Mahrt-Smith, Jan, 2007. "Corporate governance and the value of cash holdings," Journal of Financial Economics, Elsevier, vol. 83(3), pages 599-634, March.
    13. Palazzo, Berardino, 2012. "Cash holdings, risk, and expected returns," Journal of Financial Economics, Elsevier, vol. 104(1), pages 162-185.
    14. Russell W. Cooper & John C. Haltiwanger, 2006. "On the Nature of Capital Adjustment Costs," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 73(3), pages 611-633.
    15. Luis Rios & Nikolaos Sahinidis, 2013. "Derivative-free optimization: a review of algorithms and comparison of software implementations," Journal of Global Optimization, Springer, vol. 56(3), pages 1247-1293, July.
    16. Michael Faulkender & Rong Wang, 2006. "Corporate Financial Policy and the Value of Cash," Journal of Finance, American Finance Association, vol. 61(4), pages 1957-1990, August.
    17. Han, Seungjin & Qiu, Jiaping, 2007. "Corporate precautionary cash holdings," Journal of Corporate Finance, Elsevier, vol. 13(1), pages 43-57, March.
    18. Hopenhayn, Hugo & Rogerson, Richard, 1993. "Job Turnover and Policy Evaluation: A General Equilibrium Analysis," Journal of Political Economy, University of Chicago Press, vol. 101(5), pages 915-938, October.
    19. Joao F. Gomes, 2001. "Financing Investment," American Economic Review, American Economic Association, vol. 91(5), pages 1263-1285, December.
    20. José A. Azar & Jean-François Kagy & Martin C. Schmalz, 2016. "Can Changes in the Cost of Carry Explain the Dynamics of Corporate "Cash" Holdings?," The Review of Financial Studies, Society for Financial Studies, vol. 29(8), pages 2194-2240.
    21. Armenter, Roc & Hnatkovska, Viktoria, 2017. "Taxes and capital structure: Understanding firms’ savings," Journal of Monetary Economics, Elsevier, vol. 87(C), pages 13-33.
    22. repec:bla:jfinan:v:59:y:2004:i:4:p:1777-1804 is not listed on IDEAS
    23. Fritz Foley, C. & Hartzell, Jay C. & Titman, Sheridan & Twite, Garry, 2007. "Why do firms hold so much cash? A tax-based explanation," Journal of Financial Economics, Elsevier, vol. 86(3), pages 579-607, December.
    24. Hopenhayn, Hugo A, 1992. "Entry, Exit, and Firm Dynamics in Long Run Equilibrium," Econometrica, Econometric Society, vol. 60(5), pages 1127-1150, September.
    25. Martin Boileau & Nathalie Moyen, 2016. "Corporate Cash Holdings And Credit Line Usage," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 57, pages 1481-1506, November.
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    Cited by:

    1. Macnamara, Patrick, 2019. "Taxes and financial frictions: Implications for corporate capital structure," Journal of Economic Dynamics and Control, Elsevier, vol. 101(C), pages 82-100.
    2. Curtis, Chadwick C. & Garín, Julio & Saif Mehkari, M., 2017. "Inflation and the evolution of firm-level liquid assets," Journal of Banking & Finance, Elsevier, vol. 81(C), pages 24-35.
    3. Begenau, Juliane & Palazzo, Berardino, 2021. "Firm selection and corporate cash holdings," Journal of Financial Economics, Elsevier, vol. 139(3), pages 697-718.
    4. Chase P. Ross & Landon J. Ross, 2022. "Cash-Hedged Stock Returns," Finance and Economics Discussion Series 2022-055, Board of Governors of the Federal Reserve System (U.S.).
    5. Armenter, Roc & Hnatkovska, Viktoria, 2017. "Taxes and capital structure: Understanding firms’ savings," Journal of Monetary Economics, Elsevier, vol. 87(C), pages 13-33.
    6. Xiaodan Gao & Jake Zhao, 2022. "R&D Dynamics and Corporate Cash Saving," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 43, pages 263-285, January.
    7. Xiaodan Gao, 2018. "Corporate Cash Hoarding: The Role of Just-in-Time Adoption," Management Science, INFORMS, vol. 64(10), pages 4858-4876, October.
    8. Adão, Bernardino & Silva, André C., 2020. "The effect of firm cash holdings on monetary policy," European Economic Review, Elsevier, vol. 128(C).
    9. Levine, Oliver, 2017. "Acquiring growth," Journal of Financial Economics, Elsevier, vol. 126(2), pages 300-319.
    10. Albertus, James F. & Glover, Brent & Levine, Oliver, 2022. "Foreign investment of US multinationals: The effect of tax policy and agency conflicts," Journal of Financial Economics, Elsevier, vol. 144(1), pages 298-327.
    11. Ryosuke Fujitani & Masazumi Hattori & Tomohide Mineyama, 2024. "Passive and Proactive Motivations of Cash Holdings," Working Papers e200, Tokyo Center for Economic Research.

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