1. Diversity Tokenism

• Director and Executives Race/Ethnicity Data - Download Data

2. How Does Artificial Intelligence Shape Audit Firms? (Management Science forthcoming)

1. • Replication Files - Download at Management Science

3. Good-Bye I/B/E/S (or Not?) (Journal of Financial Reporting 2023).

• Stata codes to reverse engineer missing analyst IDs, and linking table mapping broker ID in detail history file (ESTIMATOR) with broker ID in recommendation history file (ESTIMID) - Download Stata Codes and Linking Table

4. Taxes and Haven Activities: Evidence from Linguistic Cues (The Accounting Review 2022).

• Active Haven Data - Download Data

• Country’s Tax Planning Opportunities - Download  ReadMe

• Offshore activities data at Hoberg and Moon Data Library 

5. Public Concern about Immigration and Customer Complaints against Minority Financial Advisors (Management Science 2022).

• Replication Files - Download at Management Science

6. Taxes and Financial Constraints: Evidence from Linguistic Cues (Journal of Accounting Research 2015).

• IRS Audit Adjustment Score Formula  -  Download

• Use of Negative Words as Financial Constraints - See “Loughran and McDonald 10X File Summaries” at Bill McDonald’s Website

7. Financial Gatekeepers and Investor Protection: Evidence from Criminal Background Checks (Journal of Accounting Research 2019).

• Replication Files - Download at Journal of Accounting Research’s archive