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Equity Financing Risk

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Abstract

A risk factor linked to aggregate equity issuance conditions explains the empirical performance of investment factors based on the asset growth anomaly of Cooper, Gulen, and Schill (2008). This new risk factor, dubbed equity financing risk (EFR) factor, subsumes investment factors in leading linear factor models. Most importantly, when substituted for investment factors, the EFR factor improves the overall pricing performance of linear factor models, delivering a significant reduction in absolute pricing errors and their associated t-statistics for several anomalies, including the ones related to R&D expenditures and cash-based operating profitability.

Suggested Citation

  • Mamdouh Medhat & Berardino Palazzo, 2020. "Equity Financing Risk," Finance and Economics Discussion Series 2020-037, Board of Governors of the Federal Reserve System (U.S.).
  • Handle: RePEc:fip:fedgfe:2020-37
    DOI: 10.17016/FEDS.2020.037
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    1. Isil Erel & Brandon Julio & Woojin Kim & Michael S. Weisbach, 2012. "Macroeconomic Conditions and Capital Raising," The Review of Financial Studies, Society for Financial Studies, vol. 25(2), pages 341-376.
    2. Francisco Covas & Wouter J. Den Haan, 2012. "The Role of Debt and Equity Finance Over the Business Cycle," Economic Journal, Royal Economic Society, vol. 122(565), pages 1262-1286, December.
    3. Christopher A. Hennessy & Toni M. Whited, 2007. "How Costly Is External Financing? Evidence from a Structural Estimation," Journal of Finance, American Finance Association, vol. 62(4), pages 1705-1745, August.
    4. Masulis, Ronald W. & Korwar, Ashok N., 1986. "Seasoned equity offerings : An empirical investigation," Journal of Financial Economics, Elsevier, vol. 15(1-2), pages 91-118.
    5. Choe, Hyuk & Masulis, Ronald W. & Nanda, Vikram, 1993. "Common stock offerings across the business cycle : Theory and evidence," Journal of Empirical Finance, Elsevier, vol. 1(1), pages 3-31, June.
    6. repec:oup:rfinst:v:25:y::i:12:p:3572-3609 is not listed on IDEAS
    7. repec:bla:jfinan:v:53:y:1998:i:1:p:313-333 is not listed on IDEAS
    8. Heitor Almeida & Murillo Campello, 2007. "Financial Constraints, Asset Tangibility, and Corporate Investment," The Review of Financial Studies, Society for Financial Studies, vol. 20(5), pages 1429-1460, 2007 12.
    9. Malcolm Baker & Jeffrey Wurgler, 2000. "The Equity Share in New Issues and Aggregate Stock Returns," Journal of Finance, American Finance Association, vol. 55(5), pages 2219-2257, October.
    10. Jarrad Harford & Sandy Klasa & William F. Maxwell, 2014. "Refinancing Risk and Cash Holdings," Journal of Finance, American Finance Association, vol. 69(3), pages 975-1012, June.
    11. Pastor, Lubos & Stambaugh, Robert F., 2003. "Liquidity Risk and Expected Stock Returns," Journal of Political Economy, University of Chicago Press, vol. 111(3), pages 642-685, June.
    12. Viral Acharya & Sergei A. Davydenko & Ilya A. Strebulaev, 2012. "Cash Holdings and Credit Risk," The Review of Financial Studies, Society for Financial Studies, vol. 25(12), pages 3572-3609.
    13. Michael J. Cooper & Huseyin Gulen & Michael J. Schill, 2008. "Asset Growth and the Cross‐Section of Stock Returns," Journal of Finance, American Finance Association, vol. 63(4), pages 1609-1651, August.
    14. Schill, Michael J., 2004. "Sailing in rough water: market volatility and corporate finance," Journal of Corporate Finance, Elsevier, vol. 10(5), pages 659-681, November.
    15. Hall, Bronwyn H. & Lerner, Josh, 2010. "The Financing of R&D and Innovation," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 609-639, Elsevier.
    16. Palazzo, Berardino, 2012. "Cash holdings, risk, and expected returns," Journal of Financial Economics, Elsevier, vol. 104(1), pages 162-185.
    17. Ball, Ray & Gerakos, Joseph & Linnainmaa, Juhani T. & Nikolaev, Valeri, 2016. "Accruals, cash flows, and operating profitability in the cross section of stock returns," Journal of Financial Economics, Elsevier, vol. 121(1), pages 28-45.
    18. Kent Daniel & Sheridan Titman, 2006. "Market Reactions to Tangible and Intangible Information," Journal of Finance, American Finance Association, vol. 61(4), pages 1605-1643, August.
    19. Lucas, Deborah J & McDonald, Robert L, 1990. "Equity Issues and Stock Price Dynamics," Journal of Finance, American Finance Association, vol. 45(4), pages 1019-1043, September.
    20. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
    21. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    22. Butler, Alexander W. & Grullon, Gustavo & Weston, James P., 2005. "Stock Market Liquidity and the Cost of Issuing Equity," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 40(2), pages 331-348, June.
    23. Kewei Hou & Chen Xue & Lu Zhang, 2015. "Editor's Choice Digesting Anomalies: An Investment Approach," The Review of Financial Studies, Society for Financial Studies, vol. 28(3), pages 650-705.
    24. Antonio Falato & Dalida Kadyrzhanova & Jae W. Sim, 2013. "Rising intangible capital, shrinking debt capacity, and the US corporate savings glut," Finance and Economics Discussion Series 2013-67, Board of Governors of the Federal Reserve System (U.S.).
    25. Fama, Eugene F. & French, Kenneth R., 2004. "New lists: Fundamentals and survival rates," Journal of Financial Economics, Elsevier, vol. 73(2), pages 229-269, August.
    26. Fama, Eugene F. & French, Kenneth R., 2015. "A five-factor asset pricing model," Journal of Financial Economics, Elsevier, vol. 116(1), pages 1-22.
    27. R. David Mclean & Mengxin Zhao, 2014. "The Business Cycle, Investor Sentiment, and Costly External Finance," Journal of Finance, American Finance Association, vol. 69(3), pages 1377-1409, June.
    28. Jaehoon Hahn & Hangyong Lee, 2009. "Financial Constraints, Debt Capacity, and the Cross‐section of Stock Returns," Journal of Finance, American Finance Association, vol. 64(2), pages 891-921, April.
    29. Jeffrey Pontiff & Artemiza Woodgate, 2008. "Share Issuance and Cross‐sectional Returns," Journal of Finance, American Finance Association, vol. 63(2), pages 921-945, April.
    30. Frederico Belo & Xiaoji Lin & Fan Yang, 2019. "External Equity Financing Shocks, Financial Flows, and Asset Prices," The Review of Financial Studies, Society for Financial Studies, vol. 32(9), pages 3500-3543.
    31. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    32. Ball, Ray & Gerakos, Joseph & Linnainmaa, Juhani T. & Nikolaev, Valeri V., 2015. "Deflating profitability," Journal of Financial Economics, Elsevier, vol. 117(2), pages 225-248.
    33. Asquith, Paul & Mullins, David Jr., 1986. "Equity issues and offering dilution," Journal of Financial Economics, Elsevier, vol. 15(1-2), pages 61-89.
    34. Fama, Eugene F & French, Kenneth R, 1992. "The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-465, June.
    35. Stewart C. Myers & Nicholas S. Majluf, 1984. "Corporate Financing and Investment Decisions When Firms Have InformationThat Investors Do Not Have," NBER Working Papers 1396, National Bureau of Economic Research, Inc.
    36. Novy-Marx, Robert, 2013. "The other side of value: The gross profitability premium," Journal of Financial Economics, Elsevier, vol. 108(1), pages 1-28.
    37. Eugene F. Fama & Kenneth R. French, 2008. "Average Returns, B/M, and Share Issues," Journal of Finance, American Finance Association, vol. 63(6), pages 2971-2995, December.
    38. Fama, Eugene F. & French, Kenneth R., 2005. "Financing decisions: who issues stock?," Journal of Financial Economics, Elsevier, vol. 76(3), pages 549-582, June.
    39. Robert Novy-Marx, 2015. "Fundamentally, Momentum is Fundamental Momentum," NBER Working Papers 20984, National Bureau of Economic Research, Inc.
    40. Leland, Hayne E & Pyle, David H, 1977. "Informational Asymmetries, Financial Structure, and Financial Intermediation," Journal of Finance, American Finance Association, vol. 32(2), pages 371-387, May.
    41. Brav, Alon & Geczy, Christopher & Gompers, Paul A., 2000. "Is the abnormal return following equity issuances anomalous?," Journal of Financial Economics, Elsevier, vol. 56(2), pages 209-249, May.
    42. Charles J. Hadlock & Joshua R. Pierce, 2010. "New Evidence on Measuring Financial Constraints: Moving Beyond the KZ Index," The Review of Financial Studies, Society for Financial Studies, vol. 23(5), pages 1909-1940.
    43. Eckbo, B. Espen & Masulis, Ronald W. & Norli, Oyvind, 2000. "Seasoned public offerings: resolution of the 'new issues puzzle'," Journal of Financial Economics, Elsevier, vol. 56(2), pages 251-291, May.
    44. Brown, James R. & Petersen, Bruce C., 2011. "Cash holdings and R&D smoothing," Journal of Corporate Finance, Elsevier, vol. 17(3), pages 694-709, June.
    45. David McLean, R., 2011. "Share issuance and cash savings," Journal of Financial Economics, Elsevier, vol. 99(3), pages 693-715, March.
    46. Miller, Merton H & Rock, Kevin, 1985. "Dividend Policy under Asymmetric Information," Journal of Finance, American Finance Association, vol. 40(4), pages 1031-1051, September.
    47. Amy Dittmar & Anjan Thakor, 2007. "Why Do Firms Issue Equity?," Journal of Finance, American Finance Association, vol. 62(1), pages 1-54, February.
    48. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    49. Evgeny Lyandres & Le Sun & Lu Zhang, 2008. "The New Issues Puzzle: Testing the Investment-Based Explanation," The Review of Financial Studies, Society for Financial Studies, vol. 21(6), pages 2825-2855, November.
    50. Eisfeldt, Andrea L. & Muir, Tyler, 2016. "Aggregate external financing and savings waves," Journal of Monetary Economics, Elsevier, vol. 84(C), pages 116-133.
    51. Eugene F. Fama & Kenneth R. French, 2016. "Dissecting Anomalies with a Five-Factor Model," The Review of Financial Studies, Society for Financial Studies, vol. 29(1), pages 69-103.
    52. Fama, Eugene F. & French, Kenneth R., 2006. "Profitability, investment and average returns," Journal of Financial Economics, Elsevier, vol. 82(3), pages 491-518, December.
    53. Murray Carlson & Adlai Fisher & Ron Giammarino, 2006. "Corporate Investment and Asset Price Dynamics: Implications for SEO Event Studies and Long‐Run Performance," Journal of Finance, American Finance Association, vol. 61(3), pages 1009-1034, June.
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    More about this item

    Keywords

    Equity returns; R&D; Factor models; equity issuances; Financing constraints;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies
    • G35 - Financial Economics - - Corporate Finance and Governance - - - Payout Policy

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