# Gini coefficient

`kaal:entity:gini-coefficient`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `gini-coefficient`. 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 2026.

**2025**

- [5886442-007](https://wulfkaal.github.io/claims/5886442-007) [predictive/evidenced] *(failure mode)* -- Agentic automation concentrates agency in opportunity hubs and, through winner takes most swarms, elevates Gini coefficients by 15 to 25 percent by 2030, which is why diversity mandates are required for inclusive ecosystems.
  > Agentic automation concentrates agency in opportunity hubs, elevating Gini coefficients by 15–25% by 2030 through winner-takes-most swarms, demanding diversity mandates for inclusive ecosystems
  Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442

**2026**

- [6192998-034](https://wulfkaal.github.io/claims/6192998-034) [normative/argued] -- High concentration of reputation among foundational contributors is socially optimal because it correctly prices the nonrivalrous, increasing returns character of foundational knowledge.
  > This is socially optimal because it correctly prices the nonrivalrous, increasing-returns nature of foundational knowledge.
  Wulf A. Kaal, Evolution of Domain-Specific Reputation Systems From Binary Validation to Citation-Weighted Knowledge Attribution (2026). SSRN: https://ssrn.com/abstract=6192998

## 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/gini-coefficient.md | sha256sum

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