# kaal:claim:3128900-005

**Claim.** Existing centralized micro task marketplaces cannot adequately meet the rising demand for high quality labelled AI training data.

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

**Holds when.**

- existing centralized marketplaces
- demand for high quality AI training datasets

**Source quote.**

> The existing centralized marketplaces for micro task work cannot adequately fulfil the increasing demand for high quality micro task work for AI labelled training datasets.

**From.** Wulf A. Kaal, *Decentralized Mechanical Turk Through Verified Reputation* (2018), 1 Problems in Centralized Mechanical Turk, page 6

**Cite as.** Wulf A. Kaal, Decentralized Mechanical Turk Through Verified Reputation (2018). SSRN: https://ssrn.com/abstract=3128900

**Verify.** sha256 of source PDF `381d72e85d976e2af852e8ec3bba87bc6a05ccb3349a2c3dd6f9e64de96ab4b0` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202018%20-%20Decentralized%20Mechanical%20Turk%20Through%20Verified%20Reputation.pdf

**Failure mode.** Centralized supply shortfall  (family: scalability-and-throughput-limit)

**Topics.** decentralization, ai-and-agents, education-and-practice, economics

**Keywords.** centralized-platforms, training-data, market-failure, micro-tasks

**Related claims.**

- extended_by: https://wulfkaal.github.io/claims/4755632-009
- supported_by: https://wulfkaal.github.io/claims/4755632-015

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