Data on Intangible Liabilities:
Links to download: Intangible Liabilities (IL) Dictionary ; IL Monthly Factor ; IL Firm-Level Data
If you use these data, please cite the following:
Boustanifar, H. & Verriest, A. "Intangible Liabilities", Management Science, forthcoming, [Link]
Data on management "non-answer" and media coverage measures per firm-quarter [Download]
If you use these data, please cite the following:
Boustanifar, H. & Mansouri, S., "Management Disclosure and Media Coverage", Journal of Financial & Quantitative Analysis, forthcoming, [Link]
Best Brands Data from Interbrand (2000-2025) [Download] Updated!
If you use these data, please cite the following:
Boustanifar, H., & Kang, Y. D. (2025). "The Brand Premium", Review of Financial Studies, Vol 38, Issue 1, 294-336
Best Companies to Work For or Employee Satisfaction data (1984-2025) [Download]. Updated!
If you use these data, please cite the following papers:
Boustanifar, H., & Kang, Y. D. (2022). Employee Satisfaction and Long-Run Stock Returns, 1984–2020. Financial Analysts Journal, 78(3), 129–151.
The original paper using these data is: Edmans, A. (2011), Doest the stock market fully value intangibles? Employee satisfaction and equity prices, Journal of Financial Economics, 101:3, 621-640