# Data control

`kaal:entity:data-control`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `data-control`. 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, 2021 to 2024.

**2021**

- [3808867-031](https://wulfkaal.github.io/claims/3808867-031) [failure/argued] *(failure mode)* -- Those few entities and individuals who control the data flow and the associated algorithms can use centralized algorithmic human predictors to build autocratic algorithmic systems and structures, and the implied loss of democratic principles in society is perhaps an inevitable side effect.
  > Centralized algorithmic human predictors can be used by those few entities and individuals who control the data flow and the associated algorithms to create autocratic algorithmic systems and structures. The implied loss of democratic principles in society is perhaps an inevitable side effect.
  Wulf A. Kaal, How Decentralized Systems Can Upgrade AI (2021). SSRN: https://ssrn.com/abstract=3808867

**2024**

- [4941807-017](https://wulfkaal.github.io/claims/4941807-017) [mechanism/argued] *(failure mode)* -- As AI systems come to depend on vast data, personal information is converted from a resource the individual could control and deploy at discretion into a fundamental operational input for AI systems, which increases the potential for misuse and makes it harder for individuals to manage how their data is used.
  > As AI technologies evolve, they rely heavily on vast amounts of data, transforming personal information from a resource that individuals could control and use at their discretion into a fundamental operational tool for AI systems.
  Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807

## 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-control.md | sha256sum

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