# kaal:claim:4755632-010

**Claim.** Human shortcomings in micro task work such as limited attention span, irrationality, and inaccuracy create verification requirements, but manual verification is performed by humans subject to the same limitations, so verification does not resolve the quality problem it is meant to solve.

**Type.** failure  **Support.** argued

**Holds when.**

- applies where verification of micro task work is itself manual

**Source quote.**

> However, manual verification of micro task work is subject to the same human limitations.

**From.** Wulf A. Kaal, *AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning* (2024), AI Learning Ecosystem Platform: Removing Cost of Micro Task Work Duplication, page 22

**Cite as.** Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632

**Verify.** sha256 of source PDF `972ccebf0c06ac1767a9e443bb95942b7670e806a63c25ee817c368a64c8eca8` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202024%20-%20AI%20Learning%20-%20Decentralized%20Governance%20to%20Optimize%20Human%20Output%20Datasets%20for%20AI%20Learning.pdf

**Failure mode.** Manual Verification Regress  (family: data-quality-and-comparability)

**Topics.** institutional-design

**Keywords.** verification-regress, quality-control, human-error, micro-task-work

**Related claims.**

- restates: https://wulfkaal.github.io/claims/3128900-007
- restates: https://wulfkaal.github.io/claims/4734750-033

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