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            Learning Collider’s mission highlights the impact potential of AI when academia and product collide. Check out our impact portfolio and donate to sustain our work.͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;͏‌&nbsp;
        
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  <a href="https://www.learningcollider.org/home?ss_source=sscampaigns&amp;ss_campaign_id=6758aca1e6728d26988d4026&amp;ss_email_id=67645a33a8850d1e10a65666&amp;ss_campaign_name=How+We%E2%80%99re+Building+AI+that+Expands+Human+Opportunity&amp;ss_campaign_sent_date=2024-12-19T17%3A39%3A13Z" style="color:#146890 !important;"><img class="section-scaleable-image" src="https://images.squarespace-cdn.com/content/60d0c05ace34212ef5a1131b/7aa45bf7-00c2-4e47-bf88-0d68d10cce64/Learning+Collider+Home+%281%29.jpg?content-type=image%2Fjpeg&amp;format=750w" width="594" alt="Learning Collider: Building AI for Human Opportunity" style="font-size:.7072135785007072em;display:block;border:0;text-decoration:none;line-height:0;background-color:transparent;font-weight:normal;height:auto;width:100%;max-width:100%;font-family:'Segoe UI', Candara, 'Bitstream Vera Sans', 'DejaVu Sans', 'Trebuchet MS', Verdana, sans-serif;"></a>


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      <p class="" style="color:inherit;font-size:1em;line-height:1.618em;margin:0 0 1.25em 0;font-weight:normal;margin-top:0;font-family:'Segoe UI', Candara, 'Bitstream Vera Sans', 'DejaVu Sans', 'Trebuchet MS', Verdana, sans-serif;letter-spacing:-.01em;">Two years have passed since OpenAI launched ChatGPT into the wild.</p><p style="color:inherit;font-size:1em;margin:0 0 1.25em 0;font-weight:normal;font-family:'Segoe UI', Candara, 'Bitstream Vera Sans', 'DejaVu Sans', 'Trebuchet MS', Verdana, sans-serif;letter-spacing:-.01em;line-height:1.38;margin-top:12pt;margin-bottom:12pt;" class="">It was hardly the beginning of AI - or even large language models - but it certainly marked the onset and amplification of long-winded AI chatter.</p><h4 style="color:inherit;margin:1.414em 0 .5em;font-weight:400;font-size:1.414em;mso-line-height-alt:1.414em;font-family:'Segoe UI', Candara, 'Bitstream Vera Sans', 'DejaVu Sans', 'Trebuchet MS', Verdana, sans-serif;letter-spacing:.02em;line-height:1.656;margin-top:10pt;margin-bottom:10pt;">Where is Learning Collider in the AI chatter?</h4><p style="color:inherit;font-size:1em;margin:0 0 1.25em 0;font-weight:normal;font-family:'Segoe UI', Candara, 'Bitstream Vera Sans', 'DejaVu Sans', 'Trebuchet MS', Verdana, sans-serif;letter-spacing:-.01em;line-height:1.38;margin-top:0pt;margin-bottom:0pt;" class="">We’re right where we’re needed → &nbsp;<strong>building, refining, and optimizing decision-making models with high potential for social impact and market success.</strong></p>
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  <a href="https://www.learningcollider.org/about-us?ss_source=sscampaigns&amp;ss_campaign_id=6758aca1e6728d26988d4026&amp;ss_email_id=67645a33a8850d1e10a65666&amp;ss_campaign_name=How+We%E2%80%99re+Building+AI+that+Expands+Human+Opportunity&amp;ss_campaign_sent_date=2024-12-19T17%3A39%3A13Z" style="color:#146890 !important;"><img class="section-scaleable-image" src="https://images.squarespace-cdn.com/content/60d0c05ace34212ef5a1131b/754f01bc-a0f8-479e-9c48-2d04bb686281/3.jpg?content-type=image%2Fjpeg&amp;format=750w" width="594" alt="Learning Collider bridges academia and product to build decision technology that drives social impact and market success." style="font-size:.7072135785007072em;display:block;border:0;text-decoration:none;line-height:0;background-color:transparent;font-weight:normal;height:auto;width:100%;max-width:100%;font-family:'Segoe UI', Candara, 'Bitstream Vera Sans', 'DejaVu Sans', 'Trebuchet MS', Verdana, sans-serif;"></a>


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<table role="presentation" width="100%" cellpadding="0" cellspacing="0" border="0" bgcolor="transparent" class="text-section section-content">
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      <p class="" style="color:inherit;font-size:1em;line-height:1.618em;margin:0 0 1.25em 0;font-weight:normal;margin-top:0;font-family:'Segoe UI', Candara, 'Bitstream Vera Sans', 'DejaVu Sans', 'Trebuchet MS', Verdana, sans-serif;letter-spacing:-.01em;">This work is hard <em>and</em> absolutely worth it. Why? Because <strong>decision-making AI is increasingly positioned as a gatekeeper to economic opportunities and upward mobility</strong>.&nbsp;</p><p style="color:inherit;font-size:1em;margin:0 0 1.25em 0;font-weight:normal;font-family:'Segoe UI', Candara, 'Bitstream Vera Sans', 'DejaVu Sans', 'Trebuchet MS', Verdana, sans-serif;letter-spacing:-.01em;line-height:1.656;margin-top:0pt;margin-bottom:10pt;" class="">The most common chatter we hear is whether or not this is an appropriate use case for AI. We’re more pragmatic. AI is and has been making decisions that affect people’s lives and livelihoods.&nbsp;</p><p style="color:inherit;font-size:1em;margin:0 0 1.25em 0;font-weight:normal;font-family:'Segoe UI', Candara, 'Bitstream Vera Sans', 'DejaVu Sans', 'Trebuchet MS', Verdana, sans-serif;letter-spacing:-.01em;line-height:1.656;margin-top:0pt;margin-bottom:0pt;" class=""><strong>AI is already… </strong></p><p style="color:inherit;font-size:1em;margin:0 0 1.25em 0;font-weight:normal;font-family:'Segoe UI', Candara, 'Bitstream Vera Sans', 'DejaVu Sans', 'Trebuchet MS', Verdana, sans-serif;letter-spacing:-.01em;line-height:1.656;margin-top:0pt;margin-bottom:0pt;" class=""><strong>influencing students’ educational pathways, </strong></p><p style="color:inherit;font-size:1em;margin:0 0 1.25em 0;font-weight:normal;font-family:'Segoe UI', Candara, 'Bitstream Vera Sans', 'DejaVu Sans', 'Trebuchet MS', Verdana, sans-serif;letter-spacing:-.01em;line-height:1.656;margin-top:0pt;margin-bottom:0pt;" class=""><strong>affecting or entirely determining families’ housing outcomes,  </strong></p><p style="color:inherit;font-size:1em;margin:0 0 1.25em 0;font-weight:normal;font-family:'Segoe UI', Candara, 'Bitstream Vera Sans', 'DejaVu Sans', 'Trebuchet MS', Verdana, sans-serif;letter-spacing:-.01em;line-height:1.656;margin-top:0pt;margin-bottom:0pt;" class=""><strong>extending or restricting financial credit to borrowers, &amp; </strong></p><p style="color:inherit;font-size:1em;margin:0 0 1.25em 0;font-weight:normal;font-family:'Segoe UI', Candara, 'Bitstream Vera Sans', 'DejaVu Sans', 'Trebuchet MS', Verdana, sans-serif;letter-spacing:-.01em;line-height:1.656;margin-top:0pt;margin-bottom:0pt;" class=""><strong>controlling many aspects of employment. </strong></p><p style="color:inherit;font-size:1em;margin:0 0 1.25em 0;font-weight:normal;height:1.618em;font-family:'Segoe UI', Candara, 'Bitstream Vera Sans', 'DejaVu Sans', 'Trebuchet MS', Verdana, sans-serif;letter-spacing:-.01em;line-height:1.656;margin-top:0pt;margin-bottom:0pt;" class=""></p><p style="color:inherit;font-size:1em;margin:0 0 1.25em 0;font-weight:normal;font-family:'Segoe UI', Candara, 'Bitstream Vera Sans', 'DejaVu Sans', 'Trebuchet MS', Verdana, sans-serif;letter-spacing:-.01em;line-height:1.656;margin-top:0pt;margin-bottom:0pt;" class="">Organizations building or deploying these AI models often <em>aim </em>for socially impactful, equitable outcomes but they often lack the data science capabilities and scientific expertise to execute on these well-intentioned aims. Those capabilities and expertise are what we’re bringing to every project and partnership, now summarized in our <a href="https://www.learningcollider.org/portfolio?ss_source=sscampaigns&amp;ss_campaign_id=6758aca1e6728d26988d4026&amp;ss_email_id=67645a33a8850d1e10a65666&amp;ss_campaign_name=How+We%E2%80%99re+Building+AI+that+Expands+Human+Opportunity&amp;ss_campaign_sent_date=2024-12-19T17%3A39%3A13Z" rel="nofollow" style="color:#146890 !important;"><strong><span style="font-size:inherit;font-weight:inherit;line-height:inherit;margin:0;text-decoration:underline;">online impact portfolio</span></strong></a>.</p><p class="" style="color:inherit;font-size:1em;line-height:1.618em;margin:0 0 1.25em 0;font-weight:normal;height:1.618em;margin-bottom:0;font-family:'Segoe UI', Candara, 'Bitstream Vera Sans', 'DejaVu Sans', 'Trebuchet MS', Verdana, sans-serif;letter-spacing:-.01em;"></p>
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