Research
Making hidden behavior measurable.
I build measures from job postings, filing language and personal histories, with AI where it helps.
All publications
The research program
One method.
Six kinds of record.
Financial statements are only one record of a firm. Hiring records and personal histories open other ways to study behavior. My work develops those measures, then asks whether the evidence behind them can be trusted.
Conceptual illustration
01 Promises
An appointment is not
the whole story.
Who joins matters. So does where the seat sits. My sustainability research looks beyond announcements to the changes they represent, from board and executive appointments to environmental hiring. Work on biodiversity credits asks where comparability itself breaks down.
Records readJob postings, and board and executive appointments.
Commitment is one thing a disclosure can obscure. Financial activity is another.
Conceptual illustration
02 Money
Read what the numbers
leave out.
A subsidiary list does not tell us how a tax haven is used. Financial ratios do not capture every sign of cash pressure. With Lillian Mills, I use language in corporate filings to construct measures of both and examine their relation to tax avoidance.
Records readThe language of corporate filings.
Those choices are made by people. Their histories belong in the explanation.
Conceptual illustration
03 Judgment
The person behind
the decision.
Professional judgment does not begin at the office door. I study how military experience relates to CEOs’ tax choices, how political donations reveal differences in analyst behavior, and how exposure to a deadly hurricane changes forecasts.
Records readService histories, political donations and storm tracks.
Personal history also matters when deciding whom to trust with other people’s money.
Conceptual illustration
04 Gatekeepers
Who gets trusted.
Who gets blamed.
Prior criminal records and conditions at career entry can tell us something about later professional conduct. But a complaint is not a neutral measure of misconduct. My work on immigration concerns examines how the social climate affects complaints against minority financial advisors.
Records readAdvisor licensing records, complaints and career start dates.
The people who check financial information are also changing how they work.
Conceptual illustration
05 AI
A new tool changes the work.
AI is part of my research toolkit. It is also something I study. With Michael Shen, I examine how AI adoption changes audit firms’ hiring and skill requirements. Offices that adopt AI hire more people, not fewer. AI adoption also improves audit quality.
Records readAudit office hiring records.
Best Archival Paper Award
2021 AAA Auditing Midyear Meeting
More powerful tools make checking the underlying evidence more important.
Conceptual illustration
06 Evidence
The evidence needs checking too.
The measurement problem also reaches our own datasets. I examine analyst identifiers in I/B/E/S and build tools for consistent industry classification. As a member of the Management Science Reproducibility Collaboration, I also contribute to checking whether published research can be reproduced.
Records readI/B/E/S identifiers, industry codes and published replication files.
Publications
View CV- Law, K. K. F., & Tan, J. Diversity Tokenism. Journal of Accounting Research 2026, 64(1): 317–363. PromisesDOI
- Law, K. K. F. naics to ff: Converting NAICS codes to Fama-French industry classifications. The Stata Journal (Accepted, forthcoming). EvidenceSoftware detailsPreprintSSC
- Law, K. K. F. Biodiversity credits are more problematic than carbon credits. Nature 2025, 637: 272. (Correspondence) PromisesDOI
- Law, K. K. F., & Shen, M. How Does Artificial Intelligence Shape Audit Firms? Management Science 2025, 71(5): 3641–3666. (Lead Article) AIDOI
- Law, K. K. F. Good-Bye I/B/E/S (or Not?). Journal of Financial Reporting 2023, 8(1): 41–61. EvidenceDOI
- Darendeli, A., Law, K. K. F., & Shen, M. Green new hiring. Review of Accounting Studies 2022, 27(3): 986–1037. PromisesDOI
- Law, K. K. F., & Mills, L. F. Taxes and Haven Activities: Evidence from Linguistic Cues. The Accounting Review 2022, 97(5): 349–375. MoneyDOI
- Law, K. K. F., & Zuo, L. Public Concern About Immigration and Customer Complaints Against Minority Financial Advisors. Management Science 2022, 68(11): 8464–8482. GatekeepersDOI
- Bourveau, T., & Law, K. K. F. Do Disruptive Life Events Affect How Analysts Assess Risk? Evidence from Deadly Hurricanes. The Accounting Review 2021, 96(3): 121–140. JudgmentDOI
- Law, K. K. F., & Zuo, L. How Does the Economy Shape the Financial Advisory Profession? Management Science 2021, 67(4): 2466–2482. GatekeepersDOI
- Law, K. K. F., & Mills, L. F. Financial Gatekeepers and Investor Protection: Evidence from Criminal Background Checks. Journal of Accounting Research 2019, 57(2): 491–543. GatekeepersDOI
- Law, K. K. F., & Mills, L. F. Military experience and corporate tax avoidance. Review of Accounting Studies 2017, 22(1): 141–184. JudgmentDOI
- Jiang, D., Kumar, A., & Law, K. K. F. Political contributions and analyst behavior. Review of Accounting Studies 2016, 21(1): 37–88. JudgmentDOI
- Law, K. K. F., & Mills, L. F. Taxes and Financial Constraints: Evidence from Linguistic Cues. Journal of Accounting Research 2015, 53(4): 777–819. MoneyDOI