kaal:claim:4755632-009

Existing centralized micro task marketplaces cannot adequately fulfill the growing demand for high quality labeled AI training data, because their cost structure requires intermediation, which produces significant overpricing without any of that price reaching the micro task workers.

the cost structure for micro task work in centralized systems that necessitate intermediation results in significant overpricing without benefiting the micro task workers directly.

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: Overpricing, p. 21
https://ssrn.com/abstract=4755632 · source PDF

Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632

• applies to centralized micro task marketplaces that necessitate intermediation

failuresupport: arguedfailure: Intermediation Overpricingfamily: valuation-and-pricing-failuredecentralization

• extends kaal:claim:3128900-006 The cost structure of centralized micro task systems, which require intermediation, produces significant overp...
• extends kaal:claim:3128900-005 Existing centralized micro task marketplaces cannot adequately meet the rising demand for high quality labelle...

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