# kaal:claim:4755632-012

**Claim.** 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.

**Type.** mechanism  **Support.** argued

**Holds when.**

- applies to centralized micro task platforms that require duplicated work

**Source quote.**

> The necessity of multiplication of work also subjects micro task workers to lower rates and lack of payment increases.

**From.** Wulf A. Kaal, *AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning* (2024), Lack of Scaling Solutions in Centralized Micro Task Market: Duplication of Work, 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.** Redundancy Financed by Worker Pay  (family: inequality-and-access-divide)

**Topics.** economics

**Keywords.** worker-compensation, work-duplication, micro-task-work, labor-economics

**Related claims.**

- restates: https://wulfkaal.github.io/claims/3128900-010

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