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Outcomes-Driven Economy: How AI is Accelerating the Shift from Tasks to Judgment, Ownership, and Results

AI in Practice series; 12-12:35pm Wed., Sept. 23; online

The American economy has shifted away from routine tasks toward work that requires judgment, autonomy, collaboration, and accountability for results. AI is speeding that transition while exposing gaps in how we educate, hire, and develop people. In this talk in the AI in Practice series, David Long gives a practical way to understand these changes and consider how schools, colleges, employers, and civic institutions can help more residents build the capabilities that growing jobs reward and translate technological change into broader economic mobility. Get more information and register for the online event here.

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Posted: September 20, 2026, 1:04 PM

Talk: the outcomes-driven economy