IDEAS home Printed from https://ideas.repec.org/a/kap/rqfnac/v54y2020i3d10.1007_s11156-019-00808-5.html
   My bibliography  Save this article

Operating asymmetries and non-linear spline correction in discretionary accrual models

Author

Listed:
  • Rajiv D. Banker

    (Temple University)

  • Dmitri Byzalov

    (Temple University)

  • Shunlan Fang

    (Kent State University)

  • Byunghoon Jin

    (Marist College)

Abstract

Earnings management research often uses discretionary accruals from Jones-type models. These models assume a linear relation between sales changes and accruals. However, we predict and find that sales changes have a non-linear asymmetric effect on accruals through managers’ operating decisions. By forcing a linear specification on this non-linear effect, the modified Jones model overestimates (underestimates) discretionary accruals for moderate (extreme) sales changes. This non-linear bias causes excessive type-I error in tests of positive (negative) discretionary accruals for subsamples with moderate (extreme) sales growth. The literature often controls for non-linearities using performance matching (Kothari et al. in J Account Econ 39(1):163–197, 2005). However, we show that this approach leads to false inferences due to matching on the dependent variable. We use a flexible non-linear spline specification to control for the non-linear operating effect of sales changes. Our method successfully mitigates the bias, improves type-I errors without sacrificing test power, and changes inferences about major prior findings.

Suggested Citation

  • Rajiv D. Banker & Dmitri Byzalov & Shunlan Fang & Byunghoon Jin, 2020. "Operating asymmetries and non-linear spline correction in discretionary accrual models," Review of Quantitative Finance and Accounting, Springer, vol. 54(3), pages 803-850, April.
    • Handle: RePEc:kap:rqfnac:v:54:y:2020:i:3:d:10.1007_s11156-019-00808-5
    DOI: 10.1007/s11156-019-00808-5
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11156-019-00808-5
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1007/s11156-019-00808-5?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    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 & Lev, Baruch, 1987. "Stock Splits and Stock Dividends: Why, Who, and When," Journal of Finance, American Finance Association, vol. 42(4), pages 913-932, September.
    3. Smith, Janet Kiholm, 1987. "Trade Credit and Informational Asymmetry," Journal of Finance, American Finance Association, vol. 42(4), pages 863-872, September.
    4. Ikenberry, David & Lakonishok, Josef & Vermaelen, Theo, 1995. "Market underreaction to open market share repurchases," Journal of Financial Economics, Elsevier, vol. 39(2-3), pages 181-208.
    5. Emery, Gary W & Nayar, Nandkumar, 1998. "Product Quality and Payment Policy," Review of Quantitative Finance and Accounting, Springer, vol. 10(3), pages 269-284, May.
    6. Donglin Li, 2014. "Dissecting and connecting the growth and accounting distortion components of accruals," Review of Quantitative Finance and Accounting, Springer, vol. 42(1), pages 1-28, January.
    7. Ali, Ashiq & Zhang, Weining, 2015. "CEO tenure and earnings management," Journal of Accounting and Economics, Elsevier, vol. 59(1), pages 60-79.
    8. Lee, Yul W. & Stowe, John D., 1993. "Product Risk, Asymmetric Information, and Trade Credit," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 28(2), pages 285-300, June.
    9. Ray Ball & Lakshmanan Shivakumar, 2006. "The Role of Accruals in Asymmetrically Timely Gain and Loss Recognition," Journal of Accounting Research, Wiley Blackwell, vol. 44(2), pages 207-242, May.
    10. Mark C. Anderson & Rajiv D. Banker & Surya N. Janakiraman, 2003. "Are Selling, General, and Administrative Costs “Sticky”?," Journal of Accounting Research, Wiley Blackwell, vol. 41(1), pages 47-63, March.
    11. Lev, B & Thiagarajan, Sr, 1993. "Fundamental Information Analysis," Journal of Accounting Research, Wiley Blackwell, vol. 31(2), pages 190-215.
    12. Gibbons, Robert & Murphy, Kevin J, 1992. "Optimal Incentive Contracts in the Presence of Career Concerns: Theory and Evidence," Journal of Political Economy, University of Chicago Press, vol. 100(3), pages 468-505, June.
    13. Jones, Jj, 1991. "Earnings Management During Import Relief Investigations," Journal of Accounting Research, Wiley Blackwell, vol. 29(2), pages 193-228.
    14. Weisbach, Michael S., 1988. "Outside directors and CEO turnover," Journal of Financial Economics, Elsevier, vol. 20(1-2), pages 431-460, January.
    15. Patricia M. Dechow & Amy P. Hutton & Jung Hoon Kim & Richard G. Sloan, 2012. "Detecting Earnings Management: A New Approach," Journal of Accounting Research, Wiley Blackwell, vol. 50(2), pages 275-334, May.
    16. Zhaoyang Gu & Chi-Wen Lee & Joshua Rosett, 2005. "What Determines the Variability of Accounting Accruals?," Review of Quantitative Finance and Accounting, Springer, vol. 24(3), pages 313-334, May.
    17. Kothari, S.P. & Leone, Andrew J. & Wasley, Charles E., 2005. "Performance matched discretionary accrual measures," Journal of Accounting and Economics, Elsevier, vol. 39(1), pages 163-197, February.
    18. David F. Larcker & Scott A. Richardson, 2004. "Fees Paid to Audit Firms, Accrual Choices, and Corporate Governance," Journal of Accounting Research, Wiley Blackwell, vol. 42(3), pages 625-658, June.
    19. 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.
    20. Barber, Brad M. & Lyon, John D., 1997. "Detecting long-run abnormal stock returns: The empirical power and specification of test statistics," Journal of Financial Economics, Elsevier, vol. 43(3), pages 341-372, March.
    21. Emery, Gary W., 1987. "An Optimal Financial Response to Variable Demand," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 22(2), pages 209-225, June.
    22. Banker, Rajiv D. & Basu, Sudipta & Byzalov, Dmitri & Chen, Janice Y.S., 2016. "The confounding effect of cost stickiness on conservatism estimates," Journal of Accounting and Economics, Elsevier, vol. 61(1), pages 203-220.
    23. Roychowdhury, Sugata, 2006. "Earnings management through real activities manipulation," Journal of Accounting and Economics, Elsevier, vol. 42(3), pages 335-370, December.
    24. Barber, Brad M. & Lyon, John D., 1996. "Detecting abnormal operating performance: The empirical power and specification of test statistics," Journal of Financial Economics, Elsevier, vol. 41(3), pages 359-399, July.
    25. Jinhan Pae, 2005. "Expected Accrual Models: The Impact of Operating Cash Flows and Reversals of Accruals," Review of Quantitative Finance and Accounting, Springer, vol. 24(1), pages 5-22, January.
    26. Vicente Cuñat, 2007. "Trade Credit: Suppliers as Debt Collectors and Insurance Providers," The Review of Financial Studies, Society for Financial Studies, vol. 20(2), pages 491-527.
    27. J. Stephen Ferris, 1981. "A Transactions Theory of Trade Credit Use," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 96(2), pages 243-270.
    28. Basu, Sudipta, 1997. "The conservatism principle and the asymmetric timeliness of earnings," Journal of Accounting and Economics, Elsevier, vol. 24(1), pages 3-37, December.
    29. Morris G. Danielson & Jonathan A. Scott, 2004. "Bank Loan Availability and Trade Credit Demand," The Financial Review, Eastern Finance Association, vol. 39(4), pages 579-600, November.
    30. Miranda Lam Detzler & Susan M. Machuga, 2002. "Earnings Management Surrounding Top Executive Turnover in Japanese Firms," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 5(03), pages 343-371.
    31. John D. Lyon & Brad M. Barber & Chih‐Ling Tsai, 1999. "Improved Methods for Tests of Long‐Run Abnormal Stock Returns," Journal of Finance, American Finance Association, vol. 54(1), pages 165-201, February.
    32. Abarbanell, JS & Bushee, BJ, 1997. "Fundamental analysis, future earnings, and stock prices," Journal of Accounting Research, Wiley Blackwell, vol. 35(1), pages 1-24.
    33. Michael S. Long & Ileen B. Malitz & S. Abraham Ravid, 1993. "Trade Credit, Quality Guarantees, and Product," Financial Management, Financial Management Association, vol. 22(4), Winter.
    34. Emery, Gary W., 1984. "A Pure Financial Explanation for Trade Credit," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 19(3), pages 271-285, September.
    35. Louis, Henock & Robinson, Dahlia, 2005. "Do managers credibly use accruals to signal private information? Evidence from the pricing of discretionary accruals around stock splits," Journal of Accounting and Economics, Elsevier, vol. 39(2), pages 361-380, June.
    36. Benjamin S. Wilner, 2000. "The Exploitation of Relationships in Financial Distress: The Case of Trade Credit," Journal of Finance, American Finance Association, vol. 55(1), pages 153-178, February.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. R. H. Ilyasov & V. A. Plotnikov, 2022. "Oil Production and Carbon Emissions: Spline Analysis of Relationships," Administrative Consulting, Russian Presidential Academy of National Economy and Public Administration. North-West Institute of Management., issue 5.
    2. Wulung Li & Ramachandran Natarajan & Yan Zhao & Kenneth Zheng, 2021. "The effect of management control mechanisms through risk-taking incentives on asymmetric cost behavior," Review of Quantitative Finance and Accounting, Springer, vol. 56(1), pages 219-243, January.
    3. Rajiv Banker & Russell Barber & Dana Hollie & Han-Up Park, 2024. "Order backlog and its association with fundamental analysis metrics and future earnings," Review of Quantitative Finance and Accounting, Springer, vol. 62(4), pages 1733-1753, May.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. 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.
    2. Ala’a Adden Abuhommous & Tareq Mashoka, 2018. "A dynamic approach to accounts receivable: the case of Jordanian firms," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 8(2), pages 171-191, June.
    3. Cristina Martínez-Sola & Pedro J. García-Teruel & Pedro Martínez-Solano, 2013. "Trade credit policy and firm value," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 53(3), pages 791-808, September.
    4. Cristina Martínez Sola & Pedro J. García-Teruel & Pedro Martínez Solano, 2012. "Trade credit policy and firm value," Working Papers. Serie EC 2012-01, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie).
    5. Jiao Wang & Lima Zhao & Arnd Huchzermeier, 2021. "Operations‐Finance Interface in Risk Management: Research Evolution and Opportunities," Production and Operations Management, Production and Operations Management Society, vol. 30(2), pages 355-389, February.
    6. Mariarosaria Agostino & Francesco Trivieri, 2014. "Does trade credit play a signalling role? Some evidence from SMEs microdata," Small Business Economics, Springer, vol. 42(1), pages 131-151, January.
    7. Baños-Caballero, Sonia & García-Teruel, Pedro J. & Martínez-Solano, Pedro, 2023. "Trade credit, creditor protection and banking crisis," Global Finance Journal, Elsevier, vol. 57(C).
    8. Dmitri Byzalov & Sudipta Basu, 2016. "Conditional conservatism and disaggregated bad news indicators in accrual models," Review of Accounting Studies, Springer, vol. 21(3), pages 859-897, September.
    9. Pedro J. García†Teruel & Pedro Martínez†Solano, 2010. "A Dynamic Approach to Accounts Receivable: a Study of Spanish SMEs," European Financial Management, European Financial Management Association, vol. 16(3), pages 400-421, June.
    10. Rodríguez Rodríguez, O. Mª, 2005. "El crédito comercial en las pymes canarias desde una perspectiva multivariante," Estudios de Economia Aplicada, Estudios de Economia Aplicada, vol. 23, pages 773-816, Diciembre.
    11. Sonia Baños-Caballero & Pedro García-Teruel & Pedro Martínez-Solano, 2012. "How does working capital management affect the profitability of Spanish SMEs?," Small Business Economics, Springer, vol. 39(2), pages 517-529, September.
    12. Chad R. Larson & Richard Sloan & Jenny Zha Giedt, 2018. "Defining, measuring, and modeling accruals: a guide for researchers," Review of Accounting Studies, Springer, vol. 23(3), pages 827-871, September.
    13. Kothari, S. P., 2001. "Capital markets research in accounting," Journal of Accounting and Economics, Elsevier, vol. 31(1-3), pages 105-231, September.
    14. Anagnostopoulou, Seraina C. & Tsekrekos, Andrianos E., 2015. "Earnings management in firms seeking to be acquired," The British Accounting Review, Elsevier, vol. 47(4), pages 351-375.
    15. Huang, Wei & Goodell, John W. & Zhang, Hong, 2019. "Pre-merger management in developing markets: The role of earnings glamor," International Review of Financial Analysis, Elsevier, vol. 65(C).
    16. Vo, Hong & Phan, Anh & Trinh, Quoc-Dat & Vu, Linh Nhat, 2022. "Does economic policy uncertainty affect trade credit and firm value in Korea? A comparison of chaebol vs. non-chaebol firms," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 474-491.
    17. Cristina Martínez-Sola & Pedro García-Teruel & Pedro Martínez-Solano, 2014. "Trade credit and SME profitability," Small Business Economics, Springer, vol. 42(3), pages 561-577, March.
    18. Mateut, Simona & Chevapatrakul, Thanaset, 2018. "Customer financing, bargaining power and trade credit uptake," International Review of Financial Analysis, Elsevier, vol. 59(C), pages 147-162.
    19. Abdulla, Yomna & Dang, Viet Anh & Khurshed, Arif, 2020. "Suppliers' listing status and trade credit provision," Journal of Corporate Finance, Elsevier, vol. 60(C).
    20. Tsuruta, Daisuke & Uchida, Hirofumi, 2019. "The real driver of trade credit," Pacific-Basin Finance Journal, Elsevier, vol. 57(C).

    More about this item

    Keywords

    Sales growth; Non-linearity; Performance matching; Misspecification;
    All these keywords.

    JEL classification:

    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • D21 - Microeconomics - - Production and Organizations - - - Firm Behavior: Theory
    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • M40 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - General
    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:kap:rqfnac:v:54:y:2020:i:3:d:10.1007_s11156-019-00808-5. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.