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<Title>Outcomes-Driven Economy: How AI is Accelerating the Shift from Tasks to Judgment, Ownership, and Results</Title>
<Tagline>AI in Practice series; 12-12:35pm Sept. 23; RECORDING</Tagline>
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    <p>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 <strong>AI in Practice</strong> series, <a href="https://www.linkedin.com/in/tuscanystrategy/" rel="nofollow external" class="bo"><strong>David Long</strong></a> 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 <a href="https://ubalt.zoom.us/webinar/register/WN_X5rgxWOWRWqeeb8-PcW70Q#/registration" rel="nofollow external" class="bo"><strong>here.</strong></a></p>
    <p><strong>--</strong></p>
    <h4><a href="https://youtu.be/4oaDYJhMqcw?si=lO4D2CTzNXkO-jaU" rel="nofollow external" class="bo"><strong>Session recording</strong></a></h4>
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<Summary>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...</Summary>
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<ThumbnailAltText>Talk: the outcomes-driven economy</ThumbnailAltText>
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<PostedAt>Sun, 20 Sep 2026 13:04:47 -0400</PostedAt>
<EditAt>Fri, 25 Sep 2026 09:43:07 -0400</EditAt>
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