The Finance Shelf

AI Use and Risk Disclosure by Investment Advisers (OpenAlex (recherche mondiale))

Research paperOpenAlex (recherche mondiale)October 202614 pages21 min readSamir Chincholikar, Robin ChawlaOriginal source
Key number
23.7% %
Brochure AI Use Disclosure Rate p.1
Largest segment
43.8% %
AI Disclosed Use in Largest AUM Quartile p.1
What changed
-17.3 pp.
Brochure vs Website Disclosure Gap p.9

Summary

  • Researchers drew a stratified random sample of 400 SEC-registered investment advisers from a population frame of 16,223 active firms.p.1
  • Analysis of 388 retrieved Form ADV Part 2A brochures revealed that 23.7% disclosed AI use, while 27.6% contained AI-related risk language.p.1
  • Disclosure rates grew significantly alongside firm size, increasing from 10.4% in the smallest AUM quartile to 43.8% in the largest AUM quartile.p.1
  • In March 2024, SEC settled enforcement actions against Delphia (USA) Inc. and Global Predictions Inc., assessing civil penalties of US$225,000 and US$175,000, respectively.p.3
  • Excluding named-vendor references from the composite classification reduced overall brochure AI use prevalence to 22.4%.p.7
  • Across 283 matched firms, AI use was disclosed in 23.0% of brochures compared to 5.7% of current principal-site marketing materials.p.9

Key insights

  1. Form ADV Part 2A brochures include AI-related risk language more frequently than affirmative AI use disclosures.p.7
  2. Disclosed AI usage exhibits a strong positive gradient across 2024 AUM quartiles for both private-fund advisers and wealth/retail advisers.p.8
  3. Controlling for AUM quartile, private-fund advisers remain significantly more likely to disclose AI use than wealth and retail advisers.p.8
  4. The observed 17.3-percentage-point disclosure gap between brochures and websites disappears after accounting for document length.p.9
  5. Applying an enforcement-anchored textual screen to 388 brochures yielded 5 flags, none of which constituted unsubstantiated promotional claims.p.12
  6. A literal keyword search for the phrase artificial intelligence misses or mislabels approximately one-quarter of actual disclosure cases.p.1

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Topics and entities

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