Inheriting Versus Developing Data Analytic Tests and Auditors’ Professional Skepticism
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As the use of audit data analytic tests (ADA) becomes increasingly established in practice, auditors will often confront situations in which they inherit ADA developed by others, as opposed to developing the ADA themselves. Despite the potential benefits of ADA, inheriting ADA could decrease auditors’ skeptical actions by diminishing their psychological ownership of the ADA. In an experiment where an ADA identifies a fraud red flag, we find that auditors who inherited the ADA are less likely to exercise skeptical actions than those who were personally involved in its development. We then provide evidence that informing auditors who inherit an ADA about the test development activities (e.g., a brief memorandum documenting the ADA's development) mitigates the negative effect of inheriting the ADA. Evidence from mediation analyses suggests that these effects are driven by decreased psychological ownership when auditors inherit the ADA.
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Cites
(2013) · Cited by 44,563 · see citing works
Preacher, K. J., & Hayes, A. F. (2008) · Behavior Research Methods · doi:10.3758/brm.40.3.879 · Cited by 34,117 · see citing works
Measuring individual differences in empathy: Evidence for a multidimensional approach.
Davis, M. H. (1983) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.44.1.113 · Cited by 10,272 · see citing works
Williams, L. J., & Anderson, S. E. (1991) · Journal of Management · doi:10.1177/014920639101700305 · Cited by 6,286 · see citing works
Mathieu, J. E., & Zajac, D. M. (1990) · Psychological Bulletin · doi:10.1037/0033-2909.108.2.171 · Cited by 6,144 · see citing works
Inclusion of Other in the Self Scale and the structure of interpersonal closeness.
Aron, A., Aron, E. N., & Smollan, D. (1992) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.63.4.596 · Cited by 5,157 · see citing works
O’Reilly, C. A., & Chatman, J. A. (1986) · Journal of Applied Psychology · doi:10.1037/0021-9010.71.3.492 · Cited by 3,917 · see citing works
Csíkszentmihályi, M., & Halton, E. (1981) · Cambridge University Press eBooks · doi:10.1017/cbo9781139167611 · Cited by 2,581 · see citing works
Toward a Theory of Psychological Ownership in Organizations
Pierce, J. L., Kostova, T., & Dirks, K. T. (2001) · The Academy of Management Review · doi:10.5465/amr.2001.4378028 · Cited by 2,546 · see citing works
Demographic Diversity and Faultlines: The Compositional DYnamics of Organizational Groups
Lau, D. C.-S., & Murnighan, J. K. (1998) · Academy of Management Review · doi:10.5465/amr.1998.533229 · Cited by 2,051 · see citing works
The State of Psychological Ownership: Integrating and Extending a Century of Research
Pierce, J. L., Kostova, T., & Dirks, K. T. (2003) · Review of General Psychology · doi:10.1037/1089-2680.7.1.84 · Cited by 2,038 · see citing works
Dyne, L. V., & Pierce, J. L. (2004) · Journal of Organizational Behavior · doi:10.1002/job.249 · Cited by 1,473 · see citing works
Psychological Ownership: Theoretical Extensions, Measurement, and Relation to Work Outcomes
Avey, J. B., Avolio, B. J., Crossley, C. D., & Luthans, F. (2009) · Journal of Organizational Behavior · doi:10.1002/job.583 · Cited by 920 · see citing works
Auditing and the production of legitimacy
Power, M. (2003) · Accounting Organizations and Society · doi:10.1016/s0361-3682(01)00047-2 · Cited by 821 · see citing works
Why It Pays to Get Inside the Head of Your Opponent
Galinsky, A. D., Maddux, W. W., Gilin, D. A., & White, J. B. (2008) · Psychological Science · doi:10.1111/j.1467-9280.2008.02096.x · Cited by 739 · see citing works
A Model and Literature Review of Professional Skepticism in Auditing
Nelson, M. W. (2009) · Auditing A Journal of Practice & Theory · doi:10.2308/aud.2009.28.2.1 · Cited by 675 · see citing works
Toward an Understanding of the Psychology of Stewardship
Hernandez, M. (2012) · Academy of Management Review · doi:10.5465/amr.2010.0363 · Cited by 598 · see citing works
Psychological ownership: A review and research agenda
Dawkins, S., Tian, A. W., Newman, A., & Martin, A. J. (2015) · Journal of Organizational Behavior · doi:10.1002/job.2057 · Cited by 509 · see citing works
Is artificial intelligence improving the audit process?
Fedyk, A., Hodson, J., Khimich, N., & Fedyk, T. (2022) · Review of Accounting Studies · doi:10.1007/s11142-022-09697-x · Cited by 461 · see citing works
Psychological Ownership: An Empirical Examination of its Consequences
Vandewalle, D., Dyne, L. V., & Kostova, T. (1995) · Group & Organization Management · doi:10.1177/1059601195202008 · Cited by 409 · see citing works
Kadous, K., Kennedy, S. J., & Peecher, M. E. (2003) · The Accounting Review · doi:10.2308/accr.2003.78.3.759 · Cited by 369 · see citing works
Intergroup bias: Status, differentiation, and a common in-group identity.
Dovidio, J. F., Gaertner, S. L., & Validzic, A. (1998) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.75.1.109 · Cited by 365 · see citing works
Chattopadhyay, P., Tluchowska, M., & George, E. (2004) · The Academy of Management Review · doi:10.2307/20159028 · Cited by 362 · see citing works
A Study of the Antecedents and Consequences of Psychological Ownership in Organizational Settings
Mayhew, M. G., Ashkanasy, N. M., Bramble, T., & Gardner, J. (2007) · The Journal of Social Psychology · doi:10.3200/socp.147.5.477-500 · Cited by 357 · see citing works
Work Environment Structure and Psychological Ownership: The Mediating Effects of Control
Pierce, J. L., O’Driscoll, M. P., & Coghlan, A.-M. (2004) · The Journal of Social Psychology · doi:10.3200/socp.144.5.507-534 · Cited by 339 · see citing works
Alles, M. G. (2015) · Accounting Horizons · doi:10.2308/acch-51067 · Cited by 328 · see citing works
Using Nonfinancial Measures to Assess Fraud Risk
Brazel, J. F., Jones, K. L., & Zimbelman, M. F. (2009) · Journal of Accounting Research · doi:10.1111/j.1475-679x.2009.00349.x · Cited by 328 · see citing works
Self-citationLearning the “Craft” of Auditing: A Dynamic View of Auditors' On‐the‐Job Learning
Westermann, K. D., Bedard, J. C., & Earley, C. E. (2014) · Contemporary Accounting Research · doi:10.1111/1911-3846.12107 · Cited by 327 · see citing works
Participation, Achievement, and Involvement on the Job.
Hall, R. H., & Patchen, M. (1971) · American Sociological Review · doi:10.2307/2093660 · Cited by 302 · see citing works
Han, T., Chiang, H., & Chang, A. (2010) · The International Journal of Human Resource Management · doi:10.1080/09585192.2010.509625 · Cited by 290 · see citing works
Grounding the professional skepticism construct in mindset and attitude theory: A way forward
Nolder, C. J., & Kadous, K. (2018) · Accounting Organizations and Society · doi:10.1016/j.aos.2018.03.010 · Cited by 280 · see citing works
Bernhard, F., & O’Driscoll, M. P. (2011) · Group & Organization Management · doi:10.1177/1059601111402684 · Cited by 271 · see citing works
Wagner, S. H., Parker, C. P., & Christiansen, N. D. (2003) · Personnel Psychology · doi:10.1111/j.1744-6570.2003.tb00242.x · Cited by 267 · see citing works
Availability and the Generation of Hypotheses in Analytical Review
Libby, R. (1985) · Journal of Accounting Research · doi:10.2307/2490831 · Cited by 262 · see citing works
O’Driscoll, M., Pierce, J. L., & Coghlan, A.-M. (2006) · Group & Organization Management · doi:10.1177/1059601104273066 · Cited by 252 · see citing works
An appraisal theory of empathy and other vicarious emotional experiences.
Wondra, J. D., & Ellsworth, P. (2015) · Psychology Review · doi:10.1037/a0039252 · Cited by 239 · see citing works
Tan, H. (1995) · Journal of Accounting Research · doi:10.2307/2491295 · Cited by 226 · see citing works
Pare, G., Sicotte, C., & Jacques, H. (2006) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m1930 · Cited by 222 · see citing works
Blind in one eye: How psychological ownership of ideas affects the types of suggestions people adopt
Baer, M., & Brown, G. (2012) · Organizational Behavior and Human Decision Processes · doi:10.1016/j.obhdp.2012.01.003 · Cited by 222 · see citing works
Psychological Ownership: How Having Control Matters
Liu, J., Wang, H., Hui, C., & Lee, C. (2011) · Journal of Management Studies · doi:10.1111/j.1467-6486.2011.01028.x · Cited by 220 · see citing works
Finding Needles in a Haystack: Using Data Analytics to Improve Fraud Prediction
Perols, J. L., Bowen, R. M., Zimmermann, C., & Samba, B. (2016) · The Accounting Review · doi:10.2308/accr-51562 · Cited by 216 · see citing works
Brown, G., Crossley, C., & Robinson, S. L. (2013) · Personnel Psychology · doi:10.1111/peps.12048 · Cited by 214 · see citing works
Fear and risk in the audit process
Guénin-Paracini, H., Malsch, B., & Paillé, A. M. (2014) · Accounting Organizations and Society · doi:10.1016/j.aos.2014.02.001 · Cited by 205 · see citing works
Job- and organization-based psychological ownership: relationship and outcomes
He, P., & Pierce, J. L. (2015) · Journal of Managerial Psychology · doi:10.1108/jmp-07-2012-0201 · Cited by 184 · see citing works
Infusing data analytics into the accounting curriculum: A framework and insights from faculty
Dzuranin, A. C., Jones, J. R., & Olvera, R. M. (2018) · Journal of Accounting Education · doi:10.1016/j.jaccedu.2018.03.004 · Cited by 173 · see citing works
Infer, Predict, and Assure: Accounting Opportunities in Data Analytics
Schneider, G. P., Dai, J., Janvrin, D. J., Ajayi, O., & Raschke, R. L. (2015) · Accounting Horizons · doi:10.2308/acch-51140 · Cited by 172 · see citing works
The Data Analytics Journey: Interactions Among Auditors, Managers, Regulation, and Technology*
Austin, A. A., Carpenter, T. D., Christ, M. H., & Nielson, C. S. (2021) · Contemporary Accounting Research · doi:10.1111/1911-3846.12680 · Cited by 172 · see citing works
Alles, M. G., & Gray, G. L. (2016) · International Journal of Accounting Information Systems · doi:10.1016/j.accinf.2016.07.004 · Cited by 158 · see citing works
The Outcome Effect and Professional Skepticism
Brazel, J. F., Jackson, S. B., Schaefer, T. J., & Stewart, B. W. (2016) · The Accounting Review · doi:10.2308/accr-51448 · Cited by 144 · see citing works
Self-citationSemantics of Ownership: A Free-Recall Study of Property
Rudmin, F. W., & Berry, J. W. (1987) · The Psychological Record · doi:10.1007/bf03394988 · Cited by 140 · see citing works
Chi, N., & Han, T. (2008) · Journal of Occupational and Organizational Psychology · doi:10.1348/096317907x262314 · Cited by 138 · see citing works
An Exploratory Study into the Use of Audit Data Analytics on Audit Engagements
Eilifsen, A., Kinserdal, F., Messier, W. F., & McKee, T. E. (2020) · Accounting Horizons · doi:10.2308/horizons-19-121 · Cited by 138 · see citing works
How Much Automation Is Too Much? Keeping the Human Relevant in Knowledge Work
Sutton, S. G., Arnold, V., & Holt, M. (2018) · Journal of Emerging Technologies in Accounting · doi:10.2308/jeta-52311 · Cited by 134 · see citing works
Association as a Psychological Justification for Ownership
Beggan, J. K., & Brown, E. M. (1994) · The Journal of Psychology · doi:10.1080/00223980.1994.9712741 · Cited by 133 · see citing works
Bauer, T. D., Estep, C., & Malsch, B. (2019) · Contemporary Accounting Research · doi:10.1111/1911-3846.12490 · Cited by 125 · see citing works
How do team workloads and team staffing affect the audit? Archival evidence from U.S. audits
Christensen, B. E., Newton, N. J., & Wilkins, M. S. (2021) · Accounting Organizations and Society · doi:10.1016/j.aos.2021.101225 · Cited by 117 · see citing works
Glover, S. M., Prawitt, D. F., & Spilker, B. C. (1997) · Organizational Behavior and Human Decision Processes · doi:10.1006/obhd.1997.2735 · Cited by 108 · see citing works
Earley, C. E. (2001) · The Accounting Review · doi:10.2308/accr.2001.76.1.81 · Cited by 94 · see citing works
Anticipatory innovation of professional services: The case of auditing and artificial intelligence
Goto, M. (2023) · Research Policy · doi:10.1016/j.respol.2023.104828 · Cited by 68 · see citing works
The Role of Gatekeepers in Capital Markets
Roychowdhury, S., & Srinivasan, S. (2019) · Journal of Accounting Research · doi:10.1111/1475-679x.12266 · Cited by 66 · see citing works
Brazel, J. F., Jones, K. L., & Prawitt, D. F. (2013) · Behavioral Research in Accounting · doi:10.2308/bria-50630 · Cited by 62 · see citing works
Self-citationEarley, C. E. (2002) · Contemporary Accounting Research · doi:10.1506/xwdp-phrh-q3j9-xlxl · Cited by 56 · see citing works
Improving Experienced Auditors’ Detection of Deception in CEO Narratives
Hobson, J. L., Mayew, W. J., Peecher, M. E., & Venkatachalam, M. (2017) · Journal of Accounting Research · doi:10.1111/1475-679x.12181 · Cited by 51 · see citing works
Do Rewards Encourage Professional Skepticism? It Depends
Brazel, J. F., Leiby, J., & Schaefer, T. J. (2021) · The Accounting Review · doi:10.2308/tar-2019-0361 · Cited by 45 · see citing works
Self-citationAct or Be Acted Upon: Revolutionizing Accounting Curriculums with Data Analytics
Richardson, V. J., & Watson, M. W. (2020) · Accounting Horizons · doi:10.2308/horizons-19-020 · Cited by 43 · see citing works
The Costs of Waiving Audit Adjustments
Choudhary, P., Merkley, K. J., & Schipper, K. (2022) · Journal of Accounting Research · doi:10.1111/1475-679x.12453 · Cited by 39 · see citing works
Standards of Innovation in Auditing
Curtis, E. M., Humphrey, C., & Turley, W. S. (2016) · Auditing A Journal of Practice & Theory · doi:10.2308/ajpt-51462 · Cited by 37 · see citing works
The Relationship of Locus of Control and Motives with Psychological Ownership in Organizations
McIntyre, N. H., Srivastava, A., & Fuller, J. A. (2009) · Journal of managerial issues · Cited by 35 · see citing works
Integrating Data Analytics into the Accounting Curriculum: Faculty Perceptions and Insights
Losi, H. J., Isaacson, E. V., & Boyle, D. M. (2022) · Issues in Accounting Education · doi:10.2308/issues-2021-086 · Cited by 34 · see citing works
‘This is my venture!’ The effect of psychological ownership on intention to reenter entrepreneurship
Hsu, D. K. (2013) · Journal of Small Business & Entrepreneurship · doi:10.1080/08276331.2013.821770 · Cited by 26 · see citing works
Anderson, S. B., Hobson, J. L., & Peecher, M. E. (2021) · SSRN Electronic Journal · doi:10.2139/ssrn.3737234 · Cited by 16 · see citing works
Accounting-Specific Data Analytics: A Framework for Addressing AACSB Standard A5 and Industry Demand
Hines, C. S., & Tapis, G. P. (2021) · Journal of Emerging Technologies in Accounting · doi:10.2308/jeta-2020-024 · Cited by 14 · see citing works
Coaching Today's auditors: What causes reviewers to adopt a more developmental approach?
Andiola, L. M., Brazel, J. F., Downey, D. H., & Schaefer, T. J. (2024) · Accounting Organizations and Society · doi:10.1016/j.aos.2024.101548 · Cited by 14 · see citing works
Self-citationBaaske, B. N., Eulerich, M., & Wood, D. A. (2024) · Accounting Horizons · doi:10.2308/horizons-2023-073 · Cited by 9 · see citing works
Fiolleau, K., MacTavish, C., Osecki, E., & Thorne, L. (2023) · Accounting Perspectives · doi:10.1111/1911-3838.12367 · Cited by 8 · see citing works
Walker, K., Barr-Pulliam, D. D., & Brown‐Liburd, H. L. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4286205 · Cited by 1 · see citing works
Flagged first, then by citations
Research works printed but not linked: 19
- inherit ada condition 1475679x, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1111/1475-679X.70014, Wiley Online Library on [12/09/2025]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License
- Anderson, S. B.; J. L. Hobson; and M. E. Peecher. "The Joint Effects of Rich Data Visu- alization and Audit Procedure Categorization on Auditor Judgment." 2021. Available at https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3737234.
- Barr-Pulliam, D.; J. F. Brazel; J. Mccallen; and K. Walker. "Data Analytics and Skeptical Actions: The Countervailing Effects of False Positives and Consistent Rewards for Skepti- cism." 2024. Available at https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3537180.
- Bauer, T.; C. Estep; and E. E. Griffith. "Improving Specialists' Contributions to Audits." 2025. Available at https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2798346.
- Bibler, S.; T. Carpenter; M. H. Christ; and A. Gold. "Thinking Outside of the Box: Engag- ing Auditors' Innovation Mindset to Improve Auditors' Fraud Judgments and Actions in a Data-Analytic Environment." 2024. Available at https://papers.ssrn.com/sol3/papers.cfm? abstract_id=4311283.
- Bowrin, A. R. "Review and Synthesis of Audit Structure Literature." Journal of Accounting Liter- ature 17 (1998): 40-71.
- 1475679x, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1111/1475-679X.70014, Wiley Online Library on [12/09/2025]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License x. li, j. f. brazel, a. gold, and j. leiby
- Dierynck, B., and C. Peters. "Auditor Task Prioritization: The Effects of Time Pressure and Psychological Ownership." 2024. Available at https://papers.ssrn.com/sol3/papers. cfm?abstract_id=3450363.
- Financial Reporting Council (FRC). "Audit Quality Thematic Review: The Use of Data Analytics in the Audit of Financial Statements." January 2017. Avail- able at https://www.frc.org.uk/getattachment/4fd19a18-1beb-4959-8737-ae2dca80af67/ AQTR_Audit-Data-Analytics-Jan-2017.pdf.
- Financial Reporting Council (FRC). "The Use of Technology in the Audit of Finan- cial Statements AQR Thematic Review." March 2020. Available at https://www.frc.org.uk/ getattachment/1c1478e7-3b2e-45dc-9369-c3df8d3c3a16/AQT-Review_Technology_20.pdf.
- Glover, S.; D. Prawitt; and B. Spilker. "Decision Aids and User Behavior: Implications for Knowledge Acquisition and Inappropriate Reliance." Organizational Behavior and Human De- cision Processes 72 (1997): 232-55.
- Higginbotham, N.; L. Nash; and W. Demeré. "Making Audits More Effective through Data Vi- sualization." Journal of Accountancy (2021). Available at https://www.journalofaccountancy. com/issues/2021/may/make-audits-more-effective-through-data-visualization.html.
- Holmstrom, K. M. "The Effect of Opaque Audit Methods and Auditor Ownership on Reliance on Independent Expectations." 2023. Available at https://papers.ssrn.com/sol3/papers. cfm?abstract_id=3596478.
- Johnson, S., and B. Pike. "Employee Retention: The State of Engagement in Pub- lic Accounting Firms and Why It Matters." The CPA Journal, December 2018. Available at https://www.cpajournal.com/2020/01/16/employee-retention-the-state-of- engagement-in-public-accounting-firms-and-why-it-matters/.
- Murphy, M. L., and K. Tysiac. "Data Analytics Helps Auditors Gain Deep Insight." Journal of Accountancy (2015). Available at https://www.journalofaccountancy.com/issues/2015/apr/ data-analytics-for-auditors.html.
- Richardson, V. J., and M. W. Watson. "Teach Students to Address Account- ing Questions Using Data Analytics." Journal of Accountancy (2022). Available at: https://www.journalofaccountancy.com/newsletters/extra-credit/teach-students-to- address-accounting-questions-using-data-analytics.html.
- Rodgers, L. "Participation: Decision Making and Employee Ownership." The Ownership Culture Report 2 (1998): 1-3.
- Wilson, B., and A. Dennis. "Data Analytics and Visualization in the Audit." Journal of Accoun- tancy (2024). Available at https://www.journalofaccountancy.com/issues/2024/mar/data- analytics-and-visualization-in-the-audit.html.
- 1475679x, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1111/1475-679X.70014, Wiley Online Library on [12/09/2025]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License
- Authors
- LI, X., BRAZEL, J. F., GOLD, A., & LEIBY, J.
- Affiliations
- Norwegian School of Economics (NO)
- North Carolina State University (US)
- Department of Accounting Auditing and Law, NHH Norwegian School of Economics
- University of Illinois Urbana-Champaign (US)
- Corresponding author
- LEIBY, JUSTIN
- Venue
- Journal of Accounting Research
- Publisher
- Wiley
- Published
- 2025-09-09
- Volume
- 64
- Issue
- 2
- Pages
- 885-922
- ISSN
- 0021-8456 (ISSN-L)
- 1475-679X
- OpenAlex
- W4414087778
- Cited by
- 3
- References
- 76
- Citations by year
- 2026: 2 · 2025: 1
- FWCI
- 7.75
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Journal of Accounting Research (publishedVersion, cc-by)
- SSRN Electronic Journal (acceptedVersion)
- VU Research Portal (submittedVersion, other-oa)
- Topics
- Social Sciences › Business, Management and Accounting › Accounting › Auditing, Earnings Management, Governance
- Social Sciences › Business, Management and Accounting › Strategy and Management › Corporate Governance and Financial Management
- Physical Sciences › Mathematics › Statistics and Probability › Benford’s Law and Fraud Detection
- Keywords
- auditor professional skepticism, psychological ownership, fraud red flags, audit evidence, auditor behavior
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