# Work duplication

`kaal:entity:work-duplication`

**Status.** derived

This node is assembled mechanically from the 4 claims that carry the concept tag `work-duplication`. 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

4 claims across 1 works, 2024 to 2024.

**2024**

- [4755632-011](https://wulfkaal.github.io/claims/4755632-011) [failure/argued] *(failure mode)* -- To form consensus and offset worker error, requesters in centralized micro task structures assign teams of up to fifteen workers to the same task, and the resulting multiplication of work significantly increases the cost of micro task work and produces waste when requesters pay proportionally for redundant output.
  > set up teams of up to 15 workers to perform the same task in an effort to form a consensus. The multiplication of work inherent in this process significantly increases the cost of micro task work.
  Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632
- [4755632-012](https://wulfkaal.github.io/claims/4755632-012) [mechanism/argued] *(failure mode)* -- The necessity of duplicating micro task work depresses worker pay: it subjects micro task workers to lower rates and prevents payment increases, so redundancy based quality control is financed out of worker compensation.
  > The necessity of multiplication of work also subjects micro task workers to lower rates and lack of payment increases.
  Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632
- [4755632-029](https://wulfkaal.github.io/claims/4755632-029) [mechanism/asserted] -- DAO governance and policing functions reduce duplication of code reviews, so decentralized community policing substitutes for the redundant parallel work that centralized platforms use to assure quality.
  > the CRDAO governance and policing functions ensure less duplication of code reviews.
  Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632
- [4755632-038](https://wulfkaal.github.io/claims/4755632-038) [mechanism/argued] -- Reputation based market dynamics lower the cost of duplication relative to centralized micro task work: where a reliable high reputation worker completes the task, duplication can fall from fifteen to five or fewer in a decentralized setup, which is what enables scaling of micro task work.
  > If a reliable and high reputation score worker completes the tasks, the duplication may be brought from 15 to 5 or less in the
  Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632

## 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/work-duplication.md | sha256sum

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