# Cultural bias

`kaal:entity:cultural-bias`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `cultural-bias`. 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, 2017 to 2025.

**2017**

- [3071378-039](https://wulfkaal.github.io/claims/3071378-039) [mechanism/argued] -- The value to effort focus of DAO work flows makes racial and cultural biases much less pronounced and protects disenfranchised communities.
  > At the same time, the value to effort focus of work flows makes racial and cultural biases much less pronounced and protects disenfranchised communities.
  Wulf A. Kaal, Blockchain Technology and Race in Corporate America (2017). SSRN: https://ssrn.com/abstract=3071378

**2025**

- [5541658-030](https://wulfkaal.github.io/claims/5541658-030) [mechanism/argued] *(failure mode)* -- Because AI systems are predominantly developed in the West and trained mostly on Western data, their outputs are liable to carry cultural biases that inadequately represent non-Western cultures and the values inherent in them.
  > Such western AI system domination can be further exacerbated through mostly western training data for AI systems. This may lead to cultural biases in AI outputs as non-western cultures and non-western values inherent in such cultures are inadequately represented.
  Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658

## 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/cultural-bias.md | sha256sum

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