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Trends, analysis, and strategies for the modern rural economy.

AI Governance & Digital Risk May 18, 2025

Skills, Not Keywords: Inference, Auditability, and the Claims Employers Should Not Make

The proposition The most substantive claim currently made for artificial intelligence in recruitment is that it permits hiring…

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AI Governance & Digital Risk May 2, 2025

The Overhead Was the Accountability: Artificial Intelligence, Human Resources, and Mission-Driven Organizations

Enterprise human resources technology has become available to organizations that could never previously have afforded it. The governance…

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AI Governance & Digital Risk April 24, 2025

Adaptation Requires Detection: The Governance Problem in Personalized Workplace Accessibility

What the proposition assumes The case for adaptive accessibility is straightforward and appealing. Rather than building one interface…

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AI Governance & Digital Risk April 13, 2025

Exempt from the Paperwork, Liable for the Decision: Artificial Intelligence Governance for Small Organizations and Nonprofits

The asymmetry The conventional account of artificial intelligence regulation and small organizations is that compliance burdens fall hardest…

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Business ROI April 4, 2025

Unpriced Risk Is Not Return: Why Most Artificial Intelligence Business Cases in Human Resources Fail as Business Cases

The claims and the measurement that would be needed to support them The standard business case for artificial…

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AI Governance & Digital Risk April 2, 2025

The Guidance Is Gone but the Statute Is Not: AI, Disability, and Employment Decisions After the January 2025 Withdrawals

On January 23, 2025, Executive Order 14179, Removing Barriers to American Leadership in Artificial Intelligence, revoked the prior…

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