# kaal:claim:4755632-015

**Claim.** Invasive, privacy challenging, time consuming, and unclear signup and approval processes on centralized platforms create market entry barriers for micro task workers, shrinking the supply of labor available to produce AI training data.

**Type.** failure  **Support.** asserted

**Holds when.**

- applies to onboarding in centralized micro task systems

**Source quote.**

> micro workers in centralized systems are faced with invasive, privacy challenging, time consuming, and unclear signup and approval processes that create market entry barriers for micro task workers.

**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: No Access for Workers, page 23

**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.** Onboarding Entry Barrier  (family: adoption-and-usability-barrier)

**Topics.** corporate-governance, economics, consensus-and-security

**Keywords.** onboarding-friction, market-entry-barriers, privacy, micro-task-work

**Related claims.**

- extends: https://wulfkaal.github.io/claims/3128900-013
- extends: https://wulfkaal.github.io/claims/3128900-044
- supports: https://wulfkaal.github.io/claims/3128900-005

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