# kaal:claim:4755632-013

**Claim.** Because unmanaged centralized micro task platforms do not supply the consumer interfaces needed to accomplish specific tasks, requesters must either build their own tools or pay large fees to startups, and both necessary options result in underutilization of resources.

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

**Holds when.**

- applies to unmanaged centralized micro task platforms

**Source quote.**

> because unmanaged centralized micro task platforms do not supply consumer interfaces needed to accomplish specific tasks, requesters of micro task work are forced to either build their own tools or pay large fees to startups

**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.** Missing Requester Interfaces  (family: adoption-and-usability-barrier)

**Topics.** economics

**Keywords.** tooling-gap, platform-design, transaction-costs, micro-task-work

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