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Connections between the Market Pricing of Accruals Quality and Accounting‐Based Anomalies

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  • Kai Du
  • Xin Daniel Jiang

Abstract

We examine whether prior findings on the market pricing of accruals quality (AQ) can be attributed to other forms of accounting‐based anomalies. Using hedge portfolio analysis and cross‐sectional regressions, we find that the return predictive power of AQ overlaps with several other accounting signals. We also find that, similar to other accounting‐based anomalies, especially the accruals anomaly, the AQ pricing effect (i) is likely due to mispricing instead of risk pricing, (ii) is attenuated in recent years, and (iii) disappears among firms with cash flow forecasts or long‐term growth forecasts. Our findings highlight the importance of controlling for existing return predictive signals when evaluating the market pricing of AQ. Liens entre la valeur de la qualité des ajustements comptables selon le marché et les anomalies comptables Nous examinons si les constats antérieurs concernant la valeur de la qualité des ajustements comptables (QAC) fixée par le marché peuvent être attribués à d'autres types d'anomalies comptables. À l'aide d'une analyse de portefeuilles de couverture et de régressions transversales, nous montrons que le pouvoir prédictif de la QAC sur le plan du rendement chevauche plusieurs autres signes comptables. Nous établissons aussi que, comme dans le cas d'autres anomalies comptables, en particulier celles touchant les ajustements comptables, l'effet prix de la QAC i) est probablement attribuable à une mauvaise évaluation de la valeur plutôt qu’à la tarification des risques, ii) est atténué depuis les dernières années et iii) est inexistant parmi les sociétés ayant des prévisions de trésorerie ou des prévisions de croissance à long terme. Nos résultats font ressortir l'importance de la vérification des signaux prédictifs existants sur le plan du rendement au moment d’évaluer la valeur de la QAC sur le marché.

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  • Kai Du & Xin Daniel Jiang, 2020. "Connections between the Market Pricing of Accruals Quality and Accounting‐Based Anomalies," Contemporary Accounting Research, John Wiley & Sons, vol. 37(4), pages 2087-2119, December.
  • Handle: RePEc:wly:coacre:v:37:y:2020:i:4:p:2087-2119
    DOI: 10.1111/1911-3846.12589
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    1. Francis, Jennifer & LaFond, Ryan & Olsson, Per & Schipper, Katherine, 2005. "The market pricing of accruals quality," Journal of Accounting and Economics, Elsevier, vol. 39(2), pages 295-327, June.
    2. Lakonishok, Josef & Shleifer, Andrei & Vishny, Robert W, 1994. "Contrarian Investment, Extrapolation, and Risk," Journal of Finance, American Finance Association, vol. 49(5), pages 1541-1578, December.
    3. Harrison Hong & Terence Lim & Jeremy C. Stein, 2000. "Bad News Travels Slowly: Size, Analyst Coverage, and the Profitability of Momentum Strategies," Journal of Finance, American Finance Association, vol. 55(1), pages 265-295, February.
    4. David Hirshleifer & Kewei Hou & Siew Hong Teoh, 2012. "The Accrual Anomaly: Risk or Mispricing?," Management Science, INFORMS, vol. 58(2), pages 320-335, February.
    5. Raymond Kan & Chu Zhang, 1999. "Two‐Pass Tests of Asset Pricing Models with Useless Factors," Journal of Finance, American Finance Association, vol. 54(1), pages 203-235, February.
    6. Sean Shun Cao, 2016. "Reexamining Growth Effects: Are All Types of Asset Growth the Same?," Contemporary Accounting Research, John Wiley & Sons, vol. 33(4), pages 1518-1548, December.
    7. Bernard, Vl & Thomas, Jk, 1989. "Post-Earnings-Announcement Drift - Delayed Price Response Or Risk Premium," Journal of Accounting Research, Wiley Blackwell, vol. 27, pages 1-36.
    8. James L. Davis & Eugene F. Fama & Kenneth R. French, 2000. "Characteristics, Covariances, and Average Returns: 1929 to 1997," Journal of Finance, American Finance Association, vol. 55(1), pages 389-406, February.
    9. John H. Cochrane, 2011. "Presidential Address: Discount Rates," Journal of Finance, American Finance Association, vol. 66(4), pages 1047-1108, August.
    10. Richardson, Scott A. & Sloan, Richard G. & Soliman, Mark T. & Tuna, Irem, 2005. "Accrual reliability, earnings persistence and stock prices," Journal of Accounting and Economics, Elsevier, vol. 39(3), pages 437-485, September.
    11. Fama, Eugene F. & French, Kenneth R., 1997. "Industry costs of equity," Journal of Financial Economics, Elsevier, vol. 43(2), pages 153-193, February.
    12. Mohanram, Partha & Rajgopal, Shiva, 2009. "Is PIN priced risk?," Journal of Accounting and Economics, Elsevier, vol. 47(3), pages 226-243, June.
    13. Dechow, Patricia M., 1994. "Accounting earnings and cash flows as measures of firm performance : The role of accounting accruals," Journal of Accounting and Economics, Elsevier, vol. 18(1), pages 3-42, July.
    14. Hirshleifer, David & Kewei Hou & Teoh, Siew Hong & Yinglei Zhang, 2004. "Do investors overvalue firms with bloated balance sheets?," Journal of Accounting and Economics, Elsevier, vol. 38(1), pages 297-331, December.
    15. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    16. Dechow, Patricia & Ge, Weili & Schrand, Catherine, 2010. "Understanding earnings quality: A review of the proxies, their determinants and their consequences," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 344-401, December.
    17. Lijuan Zhang & Mark Wilson, 2018. "Accruals Quality, Stock Return Seasonality, and the Cost of Equity Capital: International Evidence," Contemporary Accounting Research, John Wiley & Sons, vol. 35(2), pages 1067-1101, June.
    18. David Aboody & John Hughes & Jing Liu, 2005. "Earnings Quality, Insider Trading, and Cost of Capital," Journal of Accounting Research, Wiley Blackwell, vol. 43(5), pages 651-673, December.
    19. Chordia, Tarun & Shivakumar, Lakshmanan, 2006. "Earnings and price momentum," Journal of Financial Economics, Elsevier, vol. 80(3), pages 627-656, June.
    20. Joshua Livnat & Richard R. Mendenhall, 2006. "Comparing the Post–Earnings Announcement Drift for Surprises Calculated from Analyst and Time Series Forecasts," Journal of Accounting Research, Wiley Blackwell, vol. 44(1), pages 177-205, March.
    21. Michelle Liu & Peter Wysocki, 2017. "Cross-Sectional Determinants of Information Quality Proxies and Cost of Capital Measures," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 7(02), pages 1-33, June.
    22. Jeremiah Green & John R. M. Hand & X. Frank Zhang, 2017. "The Characteristics that Provide Independent Information about Average U.S. Monthly Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 30(12), pages 4389-4436.
    23. 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.
    24. Bhardwaj, Ravinder K & Brooks, LeRoy D, 1992. "The January Anomaly: Effects of Low Share Price, Transaction Costs, and Bid-Ask Bias," Journal of Finance, American Finance Association, vol. 47(2), pages 553-575, June.
    25. Arthur Kraft & Andrew J. Leone & Charles Wasley, 2006. "An Analysis of the Theories and Explanations Offered for the Mispricing of Accruals and Accrual Components," Journal of Accounting Research, Wiley Blackwell, vol. 44(2), pages 297-339, May.
    26. Ball, Ray & Kothari, S. P. & Shanken, Jay, 1995. "Problems in measuring portfolio performance An application to contrarian investment strategies," Journal of Financial Economics, Elsevier, vol. 38(1), pages 79-107, May.
    27. Christopher S. Armstrong & John E. Core & Daniel J. Taylor & Robert E. Verrecchia, 2011. "When Does Information Asymmetry Affect the Cost of Capital?," Journal of Accounting Research, Wiley Blackwell, vol. 49(1), pages 1-40, March.
    28. Konan Chan & Louis K. C. Chan & Narasimhan Jegadeesh & Josef Lakonishok, 2006. "Earnings Quality and Stock Returns," The Journal of Business, University of Chicago Press, vol. 79(3), pages 1041-1082, May.
    29. Grundy, Bruce D & Martin, J Spencer, 2001. "Understanding the Nature of the Risks and the," The Review of Financial Studies, Society for Financial Studies, vol. 14(1), pages 29-78.
    30. 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.
    31. Paul Hribar & Daniel W. Collins, 2002. "Errors in Estimating Accruals: Implications for Empirical Research," Journal of Accounting Research, Wiley Blackwell, vol. 40(1), pages 105-134, March.
    32. Artyom Durnev & Randall Morck & Bernard Yeung & Paul Zarowin, 2003. "Does Greater Firm‐Specific Return Variation Mean More or Less Informed Stock Pricing?," Journal of Accounting Research, Wiley Blackwell, vol. 41(5), pages 797-836, December.
    33. Daniel, Kent & Titman, Sheridan, 1997. "Evidence on the Characteristics of Cross Sectional Variation in Stock Returns," Journal of Finance, American Finance Association, vol. 52(1), pages 1-33, March.
    34. Richardson, Scott & Tuna, Irem & Wysocki, Peter, 2010. "Accounting anomalies and fundamental analysis: A review of recent research advances," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 410-454, December.
    35. Richard Lambert & Christian Leuz & Robert E. Verrecchia, 2007. "Accounting Information, Disclosure, and the Cost of Capital," Journal of Accounting Research, Wiley Blackwell, vol. 45(2), pages 385-420, May.
    36. Core, John E. & Guay, Wayne R. & Verdi, Rodrigo, 2008. "Is accruals quality a priced risk factor?," Journal of Accounting and Economics, Elsevier, vol. 46(1), pages 2-22, September.
    37. Partha S. Mohanram, 2014. "Analysts' Cash Flow Forecasts and the Decline of the Accruals Anomaly," Contemporary Accounting Research, John Wiley & Sons, vol. 31(4), pages 1143-1170, December.
    38. Narasimhan Jegadeesh & Sheridan Titman, 2001. "Profitability of Momentum Strategies: An Evaluation of Alternative Explanations," Journal of Finance, American Finance Association, vol. 56(2), pages 699-720, April.
    39. Collins, Daniel W. & Hribar, Paul, 2000. "Earnings-based and accrual-based market anomalies: one effect or two?," Journal of Accounting and Economics, Elsevier, vol. 29(1), pages 101-123, February.
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