# kaal:claim:5095633-016

**Claim.** Data protection compliance carried out in a way that overly constrains researcher access converts a privacy gain into a net social loss, because the societal benefits of AI are offset by a stunted innovation ecosystem.

**Type.** failure  **Support.** argued

**Holds when.**

- where compliance is implemented without counterbalancing privacy-preserving techniques

**Source quote.**

> If compliance with data protection frameworks is conducted in a manner that overly constrains researchers' access to relevant data, the broader societal gains of AI risk being offset by a stunted innovation ecosystem.

**From.** Wulf A. Kaal, *Artificial Intelligence The Final Frontier* (2025), 2.2. Implications for Society and the Future of Humanity, page 5

**Cite as.** Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633

**Verify.** sha256 of source PDF `cbb484711f89bcefc9fc6a5730a1ed0a3f764d7999ad9b6f7d8ea05634c26c63` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202025%20-%20Artificial%20Intelligence%20The%20Final%20Frontier.pdf

**Failure mode.** overconstrained compliance  (family: innovation-chilling)

**Topics.** consensus-and-security, innovation

**Keywords.** privacy-regulation, innovation-tradeoff, research-access, gdpr

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