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Information Quality and the Expected Rate of Return: A Structural Equation Modelling Approach

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  • Max Schreder

    (University of London)

  • Pawel Bilinski

    (City, University of London)

Abstract

We use structural equation modelling for a robust test of the role information quality plays in explaining the cost of equity capital (CoE). SEM allows us to reliably identify the direct and indirect effects that three information quality attributes, quantity, asymmetry and precision, have on CoE. The method also reduces the error-in-variables problem, which stems from selectivity in proxies for information quality and CoE. Using nine proxies to capture the variation in information quality attributes and nine CoE measures, we document that the direct effects of precision and asymmetry are equally important in explaining variation in CoE, while quantity has a negative direct effect. Quantity has a positive indirect effect on CoE mediated through asymmetry and precision. The strength of the relations we identify varies according to firm size, maturity, profitability and with proxies for CoE, which suggests that sample compositions and measurement choices affect the power of tests. Our results consolidate mixed evidence on the relation between information quality and CoE that is often based on a single measure of information quality and ignores indirect channels.

Suggested Citation

  • Max Schreder & Pawel Bilinski, 2022. "Information Quality and the Expected Rate of Return: A Structural Equation Modelling Approach," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 29(2), pages 139-170, June.
  • Handle: RePEc:kap:apfinm:v:29:y:2022:i:2:d:10.1007_s10690-021-09342-8
    DOI: 10.1007/s10690-021-09342-8
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    1. Lai, Sandy & Ng, Lilian & Zhang, Bohui, 2014. "Does PIN affect equity prices around the world?," Journal of Financial Economics, Elsevier, vol. 114(1), pages 178-195.
    2. 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.
    3. Clarkson, Peter M & Thompson, Rex, 1990. "Empirical Estimates of Beta When Investors Face Estimation Risk," Journal of Finance, American Finance Association, vol. 45(2), pages 431-453, June.
    4. 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.
    5. Lee, Philip & Stokes, Donald & Taylor, Stephen & Walter, Terry, 2003. "The association between audit quality, accounting disclosures and firm-specific risk: Evidence from initial public offerings," Journal of Accounting and Public Policy, Elsevier, vol. 22(5), pages 377-400.
    6. Michael J. Brennan & Sahn-Wook Huh & Avanidhar Subrahmanyam, 2016. "Asymmetric Effects of Informed Trading on the Cost of Equity Capital," Management Science, INFORMS, vol. 62(9), pages 2460-2480, September.
    7. Stefano Giglio & Dacheng Xiu, 2017. "Inference on Risk Premia in the Presence of Omitted Factors," NBER Working Papers 23527, National Bureau of Economic Research, Inc.
    8. X. Frank Zhang, 2006. "Information Uncertainty and Stock Returns," Journal of Finance, American Finance Association, vol. 61(1), pages 105-137, February.
    9. Fu, Renhui & Kraft, Arthur & Zhang, Huai, 2012. "Financial reporting frequency, information asymmetry, and the cost of equity," Journal of Accounting and Economics, Elsevier, vol. 54(2), pages 132-149.
    10. Philip Gray & Ping‐Sheng Koh & Yen H Tong, 2009. "Accruals Quality, Information Risk and Cost of Capital: Evidence from Australia," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 36(1‐2), pages 51-72, January.
    11. Sudarshan Jayaraman, 2008. "Earnings Volatility, Cash Flow Volatility, and Informed Trading," Journal of Accounting Research, Wiley Blackwell, vol. 46(4), pages 809-851, September.
    12. Vivien Beattie & Bill McInnes & Stella Fearnley, 2004. "A methodology for analysing and evaluating narratives in annual reports: a comprehensive descriptive profile and metrics for disclosure quality attributes," Accounting Forum, Taylor & Francis Journals, vol. 28(3), pages 205-236, September.
    13. Praveen Kumar & Sorin M. Sorescu & Rodney D. Boehme & Bartley R. Danielsen, 2008. "Estimation Risk, Information, and the Conditional CAPM: Theory and Evidence," Review of Financial Studies, Society for Financial Studies, vol. 21(3), pages 1037-1075, May.
    14. Barinov, Alexander, 2013. "Analyst Disagreement and Aggregate Volatility Risk," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 48(6), pages 1877-1900, December.
    15. Gow, Ian D. & Larcker, David F. & Reiss, Peter C., 2016. "Causal Inference in Accounting Research," Research Papers 3393, Stanford University, Graduate School of Business.
    16. Shane A. Corwin & Paul Schultz, 2012. "A Simple Way to Estimate Bid‐Ask Spreads from Daily High and Low Prices," Journal of Finance, American Finance Association, vol. 67(2), pages 719-760, April.
    17. Core, John E. & Guay, Wayne R. & Buskirk, Andrew Van, 2003. "Market valuations in the New Economy: an investigation of what has changed," Journal of Accounting and Economics, Elsevier, vol. 34(1-3), pages 43-67, January.
    18. Jennifer Francis & Dhananjay Nanda & Per Olsson, 2008. "Voluntary Disclosure, Earnings Quality, and Cost of Capital," Journal of Accounting Research, Wiley Blackwell, vol. 46(1), pages 53-99, March.
    19. Falkenstein, Eric G, 1996. "Preferences for Stock Characteristics as Revealed by Mutual Fund Portfolio Holdings," Journal of Finance, American Finance Association, vol. 51(1), pages 111-135, March.
    20. Andrew Ang & Robert J. Hodrick & Yuhang Xing & Xiaoyan Zhang, 2006. "The Cross‐Section of Volatility and Expected Returns," Journal of Finance, American Finance Association, vol. 61(1), pages 259-299, February.
    21. Stoll, Hans R, 1978. "The Pricing of Security Dealer Services: An Empirical Study of NASDAQ Stocks," Journal of Finance, American Finance Association, vol. 33(4), pages 1153-1172, September.
    22. Dashan Huang & Fuwei Jiang & Jun Tu & Guofu Zhou, 2015. "Investor Sentiment Aligned: A Powerful Predictor of Stock Returns," Review of Financial Studies, Society for Financial Studies, vol. 28(3), pages 791-837.
    23. 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.
    24. Gary C. Biddle & Gim S. Seow & Andrew F. Siegel, 1995. "Relative versus Incremental Information Content," Contemporary Accounting Research, John Wiley & Sons, vol. 12(1), pages 1-23, September.
    25. Philip Gray & Ping-Sheng Koh & Yen H Tong, 2009. "Accruals Quality, Information Risk and Cost of Capital: Evidence from Australia," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 36(1-2), pages 51-72.
    26. Brown, Stephen & Hillegeist, Stephen A. & Lo, Kin, 2004. "Conference calls and information asymmetry," Journal of Accounting and Economics, Elsevier, vol. 37(3), pages 343-366, September.
    27. Barry, Christopher B. & Brown, Stephen J., 1985. "Differential Information and Security Market Equilibrium," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 20(4), pages 407-422, December.
    28. Francis, J & Schipper, K, 1999. "Have financial statements lost their relevance?," Journal of Accounting Research, Wiley Blackwell, vol. 37(2), pages 319-352.
    29. Diamond, Douglas W & Verrecchia, Robert E, 1991. "Disclosure, Liquidity, and the Cost of Capital," Journal of Finance, American Finance Association, vol. 46(4), pages 1325-1359, September.
    30. Ying Cao & Linda A. Myers & Albert Tsang & Yong George Yang, 2017. "Management forecasts and the cost of equity capital: international evidence," Review of Accounting Studies, Springer, vol. 22(2), pages 791-838, June.
    31. 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.
    32. Paul C. Tetlock, 2007. "Giving Content to Investor Sentiment: The Role of Media in the Stock Market," Journal of Finance, American Finance Association, vol. 62(3), pages 1139-1168, June.
    33. Ian D. Gow & David F. Larcker & Peter C. Reiss, 2016. "Causal Inference in Accounting Research," Journal of Accounting Research, Wiley Blackwell, vol. 54(2), pages 477-523, May.
    34. Fama, Eugene F. & French, Kenneth R., 1997. "Industry costs of equity," Journal of Financial Economics, Elsevier, vol. 43(2), pages 153-193, February.
    35. Mohanram, Partha & Rajgopal, Shiva, 2009. "Is PIN priced risk?," Journal of Accounting and Economics, Elsevier, vol. 47(3), pages 226-243, June.
    36. Clarkson, Pete & Guedes, Jose & Thompson, Rex, 1996. "On the Diversification, Observability, and Measurement of Estimation Risk," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 31(1), pages 69-84, March.
    37. Frank Ecker, 2014. "Information Precision and Long†Run Performance of Initial Public Offerings," Contemporary Accounting Research, John Wiley & Sons, vol. 31(3), pages 876-910, September.
    38. Waymire, G, 1985. "Earnings Volatility And Voluntary Management Forecast Disclosure," Journal of Accounting Research, Wiley Blackwell, vol. 23(1), pages 268-295.
    39. Beyer, Anne & Cohen, Daniel A. & Lys, Thomas Z. & Walther, Beverly R., 2010. "The financial reporting environment: Review of the recent literature," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 296-343, December.
    40. 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.
    41. Lawrence, Alastair, 2013. "Individual investors and financial disclosure," Journal of Accounting and Economics, Elsevier, vol. 56(1), pages 130-147.
    42. Frank L. Heflin & Kenneth W. Shaw & John J. Wild, 2005. "Disclosure Policy and Market Liquidity: Impact of Depth Quotes and Order Sizes," Contemporary Accounting Research, John Wiley & Sons, vol. 22(4), pages 829-865, December.
    43. Christine A. Botosan & Marlene A. Plumlee, 2013. "Are Information Attributes Priced?," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 40(9-10), pages 1045-1067, November.
    44. Shai Levi & Xiao-Jun Zhang, 2015. "Do Temporary Increases in Information Asymmetry Affect the Cost of Equity?," Management Science, INFORMS, vol. 61(2), pages 354-371, February.
    45. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    46. Paul M. Healy & Amy P. Hutton & Krishna G. Palepu, 1999. "Stock Performance and Intermediation Changes Surrounding Sustained Increases in Disclosure," Contemporary Accounting Research, John Wiley & Sons, vol. 16(3), pages 485-520, September.
    47. Lang, M & Lundholm, R, 1993. "Cross-Sectional Determinants Of Analyst Ratings Of Corporate Disclosures," Journal of Accounting Research, Wiley Blackwell, vol. 31(2), pages 246-271.
    48. Ertugrul, Mine & Lei, Jin & Qiu, Jiaping & Wan, Chi, 2017. "Annual Report Readability, Tone Ambiguity, and the Cost of Borrowing," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(2), pages 811-836, April.
    49. Barth, Mary E. & Konchitchki, Yaniv & Landsman, Wayne R., 2013. "Cost of capital and earnings transparency," Journal of Accounting and Economics, Elsevier, vol. 55(2), pages 206-224.
    50. Copeland, Thomas E & Galai, Dan, 1983. "Information Effects on the Bid-Ask Spread," Journal of Finance, American Finance Association, vol. 38(5), pages 1457-1469, December.
    51. Robert Bloomfield & Paul E. Fischer, 2011. "Disagreement and the Cost of Capital," Journal of Accounting Research, Wiley Blackwell, vol. 49(1), pages 41-68, March.
    52. Glosten, Lawrence R. & Milgrom, Paul R., 1985. "Bid, ask and transaction prices in a specialist market with heterogeneously informed traders," Journal of Financial Economics, Elsevier, vol. 14(1), pages 71-100, March.
    53. Easley, David, et al, 1996. "Liquidity, Information, and Infrequently Traded Stocks," Journal of Finance, American Finance Association, vol. 51(4), pages 1405-1436, September.
    54. Wayne E. Ferson & Dennis H. Locke, 1998. "Estimating the Cost of Capital Through Time: An Analysis of the Sources of Error," Management Science, INFORMS, vol. 44(4), pages 485-500, April.
    55. Barry, Christopher B. & Brown, Stephen J., 1984. "Differential information and the small firm effect," Journal of Financial Economics, Elsevier, vol. 13(2), pages 283-294, June.
    56. Nilabhra Bhattacharya & Hemang Desai & Kumar Venkataraman, 2013. "Does Earnings Quality Affect Information Asymmetry? Evidence from Trading Costs," Contemporary Accounting Research, John Wiley & Sons, vol. 30(2), pages 482-516, June.
    57. Li, George, 2005. "Information Quality, Learning, and Stock Market Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 40(3), pages 595-620, September.
    58. Amihud, Yakov & Mendelson, Haim, 1986. "Asset pricing and the bid-ask spread," Journal of Financial Economics, Elsevier, vol. 17(2), pages 223-249, December.
    59. 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.
    60. John Affleck‐Graves & Carolyn M. Callahan & Niranjan Chipalkatti, 2002. "Earnings Predictability, Information Asymmetry, and Market Liquidity," Journal of Accounting Research, Wiley Blackwell, vol. 40(3), pages 561-583, June.
    61. Jay C. Hartzell & Laura T. Starks, 2003. "Institutional Investors and Executive Compensation," Journal of Finance, American Finance Association, vol. 58(6), pages 2351-2374, December.
    62. Easley, David & Hvidkjaer, Soeren & O’Hara, Maureen, 2010. "Factoring Information into Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(2), pages 293-309, April.
    63. Wild, John J., 1992. "Stock price informativeness of accounting numbers: Evidence on earnings, book values, and their components," Journal of Accounting and Public Policy, Elsevier, vol. 11(2), pages 119-154.
    64. Li, Feng, 2008. "Annual report readability, current earnings, and earnings persistence," Journal of Accounting and Economics, Elsevier, vol. 45(2-3), pages 221-247, August.
    65. Jing Liu & Doron Nissim & Jacob Thomas, 2002. "Equity Valuation Using Multiples," Journal of Accounting Research, Wiley Blackwell, vol. 40(1), pages 135-172, March.
    66. Clarkson, Peter M. & Satterly, Amanda, 1997. "Australian evidence on the pricing of estimation risk," Pacific-Basin Finance Journal, Elsevier, vol. 5(3), pages 281-299, July.
    67. Duarte, Jefferson & Han, Xi & Harford, Jarrad & Young, Lance, 2008. "Information asymmetry, information dissemination and the effect of regulation FD on the cost of capital," Journal of Financial Economics, Elsevier, vol. 87(1), pages 24-44, January.
    68. Lev, B & Zarowin, P, 1999. "The boundaries of financial reporting and how to extend them," Journal of Accounting Research, Wiley Blackwell, vol. 37(2), pages 353-385.
    69. Easley, David & Kiefer, Nicholas M & O'Hara, Maureen, 1997. "One Day in the Life of a Very Common Stock," Review of Financial Studies, Society for Financial Studies, vol. 10(3), pages 805-835.
    70. Peter D. Easton & Steven J. Monahan, 2016. "Review of Recent Research on Improving Earnings Forecasts and Evaluating Accounting-based Estimates of the Expected Rate of Return on Equity Capital," Abacus, Accounting Foundation, University of Sydney, vol. 52(1), pages 35-58, March.
    71. Christine A. Botosan & Marlene A. Plumlee & HE Wen, 2011. "The Relation between Expected Returns, Realized Returns, and Firm Risk Characteristics," Contemporary Accounting Research, John Wiley & Sons, vol. 28(4), pages 1085-1122, December.
    72. Lipe, Rc, 1986. "The Information Contained In The Components Of Earnings," Journal of Accounting Research, Wiley Blackwell, vol. 24, pages 37-64.
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    More about this item

    Keywords

    Cost of equity; Implied cost of capital; Information risk; Information quality; Structural equation modelling;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies
    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting

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