# kaal:claim:4755632-007

**Claim.** Micro task work is valuable precisely because the human judgment it supplies cannot currently be replaced by machines, which lets organizations build products and outcomes that machines alone cannot synthesize.

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

**Holds when.**

- holds while machine substitutes for human judgment remain unavailable

**Source quote.**

> Because of the necessity of human judgment that cannot currently be replaced by machines/computers, micro tasks enable organizations to build products or create outcomes that cannot be synthesized by machines/computers alone.

**From.** Wulf A. Kaal, *AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning* (2024), Gamification to enhance AI Data Quality: Freelance Micro Task Market Growth, page 16

**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

**Topics.** institutional-design

**Keywords.** micro-task-work, human-judgment, machine-limits, crowdwork

**Related claims.**

- restates: https://wulfkaal.github.io/claims/3128900-001

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