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Choose the human path for AI. John C Head III Dean Rick Locke on the future of work.

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Ideas Made to Matter

What is task reallocation?

Task reallocation is the redistribution of routine tasks to artificial intelligence so employees can concentrate on tasks they perform better than AI, such as problem-solving and idea generation.

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American Journal of Public Health | January 15, 2026

Effectiveness of a Participatory Voice Intervention on Psychological Well-Being Among Warehouse Workers

The introduction of a new employee participation initiative known as a Health and Well-Being Committee (HaWC) was associated with lower levels of psychological distress among employees 6 months later.

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Image of a man monitoring a computer screen that is apparently portraying the results of an MRI. The MRI machine can be seen in the background and on another monitor.
SSRN | December 2025

A Field Guide to Deploying AI Agents in Clinical Practice

In this paper, authors Jack Gallifant, Katherine C. Kellogg, Matt Butler et al. present "a practitioner-oriented field manual for deploying generative agents that use electronic health records."

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A hand holding a mobile phone that is open to ChatGPT
Proceedings of the 30th International Conference on Intelligent User Interfaces| 2025

Personalising AI Assistance Based on Overreliance Rate

This study by Siddharth Swaroop, Zana Buçinca, Krzysztof Z. Gajos et al. explores how to identify and adjust for the human trait of over-relying on AI.

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Ideas Made to Matter

What is an AI-driven enterprise?

An entrepreneurial venture that embeds artificial intelligence into strategy, operations, and talent to achieve repeatable, scalable capabilities beyond traditional startup limitations.

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Ideas Made to Matter

What is geopolitical calculus?

An approach to business decisions about innovation, supply chains, and market participation that factors in global political risks, rivalries, and trade policies.

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Ideas Made to Matter

What is a firefighting trap?

A self-perpetuating cycle in which managers spend their time solving immediate crises, hindering the company's ability to grow, thrive, and compete.

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Ideas Made to Matter

What is a meritocracy paradox?

A situation in which organizational efforts to reward effort and ensure equal opportunity for all may, ironically, deepen inequities and unfairness.

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Ideas Made to Matter

What is dynamic work design?

A method of managing work that enables employees to regulate and visualize workflows, find and fix problems, and make improvements in real time.

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Ideas Made to Matter

What is personality pairing?

Programming AI agents to exhibit personality traits that complement human characteristics to improve collaboration outcomes.

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