# Data governance

`kaal:entity:data-governance`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `data-governance`. It is a roster of what the corpus says under this term. It is **not** an adjudicated definition: no single statement here has been ruled canonical, and no first-appearance call has been made. Read the claims and judge for yourself.

## Every claim under this term

2 claims across 2 works, 2025 to 2025.

**2025**

- [5095633-012](https://wulfkaal.github.io/claims/5095633-012) [failure/argued] *(failure mode)* -- The governance protocols required for GDPR and AI Act compliance, including anonymization, data minimization, and explicit consent, themselves complicate the assembly of robust AI training datasets.
  > which may include anonymization, data minimization, and explicit consent where applicable. These measures can, however, complicate the collection and curation of robust datasets for AI training.
  Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633
- [5886442-034](https://wulfkaal.github.io/claims/5886442-034) [condition/argued] -- Realizing the post Coasean horizon without succumbing to algorithmic feudalism requires deliberate institutional design, including equitable data governance, symbiotic human and machine constitutions and robust anti enclosure mechanisms.
  > Realizing this horizon without succumbing to algorithmic feudalism will require deliberate institutional design. This may include equitable data governance, symbiotic human–machine constitutions, and robust anti-enclosure mechanisms.
  Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442

## Verify

Every claim above resolves to a record carrying a verbatim source quote, the sha256 of the source PDF, and a preformatted citation. Nothing here asks to be taken on trust.

    curl -s https://wulfkaal.github.io/entities/data-governance.md | sha256sum

**Canonical form.** This markdown file is the canonical hashed representation of this entity node. Its sha256 is the content hash.