# kaal:claim:4900880-027

**Claim.** Deploying AI does not by itself move workers toward higher value work: AI users spend more of their time on routine administrative tasks than on strategic activities, which points to a need to redesign work processes and job roles alongside the technology.

**Type.** failure  **Support.** evidenced

**Source quote.**

> For instance, AI users spend more time on routine administrative tasks than strategic activities.

**From.** Wulf A. Kaal, *Quantum Economy and the Future of Work* (2024), 3.3.3 Economic Impacts: Wages, Inequality, and Job Quality, page 42

**Cite as.** Wulf A. Kaal, Quantum Economy and the Future of Work (2024). SSRN: https://ssrn.com/abstract=4900880

**Verify.** sha256 of source PDF `64ea6e8b7cfb3d9a83801eba54f9b87182b842a963273ddab7f2d5305639db73` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202024%20-%20Quantum%20Economy%20and%20the%20Future%20of%20Work.pdf

**Failure mode.** ai-adoption-without-work-redesign  (family: adoption-and-usability-barrier)

**Topics.** ai-and-agents

**Keywords.** ai-adoption, work-design, productivity, job-roles

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