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Intelligence  \nA Compendium of Practical Applications for Generative AI  \nin Higher Education In partnership with:  \nNovember 2023  \nAbout Complete College America  \nComplete College America (CCA) builds movements for scaled change and transforms institutions. Specifically, CCA drives systemic change that leads to better college completion rates; more equitable outcomes; and greater economic and social mobility, especially for historically excluded students. CCA operates at the federal, state, and institutional levels and works with its national network of forward-thinking state and higher education leaders. Since its founding in 2009, CCA and its network have introduced bold initiatives that help states and institutions implement data-driven policies, student-centered perspectives, and equity-driven practices.  \nAbout T3 Advisory  \nT3 Advisory partners with higher education institutions and national organizations to chart a strategic path forward in today's complex landscape of technology and postsecondary student success. Our work leverages data analysis, strategic planning, and process improvement to build capacity for sustainable change.  \nFounded in 2023 by Audrey Ellis, T3 Advisory brings more than 10 years of higher education expertise. We aim to equip our partners with insights on new technology to advance student success, especially for historically excluded students and the institutions that serve them. Our customized services help leaders make sense of challenges and seize opportunities.  \nThis publication is copyrighted by Complete College America. Complete College America grants this limited license for the following uses of this publication: (1) You may copy and redistribute the material in digital or paper format for noncommercial use, and (2) you may adapt this publication by transforming it or building upon the material for any noncommercial use. These licensed uses are granted on the condition that you must give appropriate credit to Complete College America, include a copy of this license language, and indicate if changes were made. You do not have to comply with the license for elements of the material in the public domain. No warranties are given. This license may not give you all of the permissions necessary foryour intended use. Citation: Complete College America. Attainment with AI: Making a Real Difference in College Completion with Artificial Intelligence (2023) . [completecollege.org/ai-resources](completecollege.org/ai-resources)  \n~~  ~~Attainment~~ ~~with~~ ~~AI~~ ~~//~~ ~~Complete~~ ~~College~~ ~~America~~  // 2 // ~~  \nAttainment with Artificial Intelligence: An AI Playbook  \nTable of Contents  \nExecutive Summary 5  \nIntroduction 8  \nWhy the Urgency to Focus on AI Now? 8  \nDeliberate Language 12  \nThe “Do Now, Do Soon, and Work Toward” Framework 13  \nGetting Started with AI 14  \nOrganizational Effectiveness 16  \nLeadership and Culture 16  \nDiversity, Equity, and Inclusion (DEI) 17  \nProfessional Development 18  \nInstitutional Culture 22  \nEfficiency and Capacity Building 24  \nStrategic Planning 26  \nStrategic Goal Setting 26  \nAcademic Program and Enrollment Planning 29  \nInformation Technology (IT) 32  \nInstitutional Effectiveness (IE) and Institutional Research (IR) 33  \nAdministration and Compliance 33  \nGrant Administration 34  \nData Literacy and Dashboards 35  \nData Management 36  \nAccreditation 38  \nResource Optimization 39  \nStrategic Finance 40  \nBudget Optimization and Analytics 40  \nBusiness and Financial Strategy 41  \nAdvancement 43  \nGovernment Relations 44  \nStudent Finance and Financial Aid 45  \nTeaching and Learning 47  \nPedagogy, Curriculum, and Instruction 48  \nPersonalized Learning and Content Customization 48  \nTeaching Support and Assessment 50  \nReal-World Integration and Interdisciplinary Exploration 52  \nAI-Powered Predictive Insights and Recommendations 53  \n~~  ~~Attainment~~ ~~with~~","cbCaicAKnrCTwujD","https://ap.wps.com/l/cbCaicAKnrCTwujD","pdf",3630310,78,"English","# Executive Summary\n# Introduction\n# Why the Urgency to Focus on AI Now?\n# Getting Started with AI\n# Organizational Effectiveness\n## Leadership and Culture\n## Diversity, Equity, and Inclusion (DEI)\n## Professional Development\n## Institutional Culture\n## Efficiency and Capacity Building\n# Strategic Planning\n## Strategic Goal Setting\n# Information Technology (IT)\n# Institutional Effectiveness (IE) and Institutional Research (IR)\n# Teaching and Learning\n## Personalized Learning and Content Customization\n## Teaching Support and Assessment\n# Assessment and Evaluation\n## Accreditation and Evaluation\n## Enhanced Student Support and Engagement\n# Student Experience\n## Purpose\n## Onboarding","[{\"question\":\"What is the core purpose of this AI playbook for higher education?\",\"answer\":\"It provides practical applications of generative AI to help institutions improve college completion and educational success, with a focus on positive, equitable impact.\"},{\"question\":\"How does the playbook suggest institutions begin implementing AI?\",\"answer\":\"It outlines an approach grounded in urgency and a “Do Now, Do Soon, and Work Toward” framework to guide phased adoption.\"},{\"question\":\"Which operational areas does the playbook cover beyond teaching and learning?\",\"answer\":\"It covers organizational effectiveness, strategic planning, information technology, institutional effectiveness and research, administration and compliance, and strategic finance, along with data management and dashboards.\"}]","Attainment with Artificial Intelligence: An AI Playbook | PDF",1792048816,197]