# kaal:claim:5095633-033

**Claim.** Reputation for AI dataset governance must be multi-dimensional rather than a single numeric score, which the author operationalizes as weighted nodes and directed edges in a WDAG.

**Type.** design  **Support.** argued

**Holds when.**

- AI dataset governance requiring traceability and flexibility

**Source quote.**

> By establishing a forum of weighted nodes and directed edges, WDAG provides a multi-dimensional view of contributors' work, ensuring that reputation is not limited to a single numeric score.

**From.** Wulf A. Kaal, *Artificial Intelligence The Final Frontier* (2025), 5.4. Reputation System Shortcomings, page 18

**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

**Topics.** reputation, governance-design

**Keywords.** wdag, reputation-systems, multi-dimensional-scoring, governance-design

**Canonical form.** This markdown file is the canonical hashed representation of the claim. Its sha256 is the content hash used for attestation.