Resources

Students working on computers in a classroom with a teacher assisting one student. Cover page of a report titled 'Building AI-Capable Institutions: Implementation Tools for Higher Education' from Complete College America.

Toolkit:
Building AI-Capable Institutions:

Implementation Tools for Higher Education July 2025

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Cover page of a guide titled "AI in Action: A Practical Playbook for Postsecondary Intermediaries," by T3 Advisory, with a logo of three trees at the top.

Toolkit:
AI In Action:

A Practical Playbook for Postsecondary Intermediaries June 2025

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A diverse group of five people engaged in a discussion around a table in a modern office setting, with large windows and natural lighting, during a meeting about AI-Enhanced Intermediaries.

Report:
AI-Enhanced Intermediaries:

Accelerating Student Success in Higher Education April 2025

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A chart titled 'Drop a pin: Where is Your Institution on the AI Adoption Curve?' with a bell curve illustrating stages of AI adoption. The stages are 'Observing,' 'Exploring,' and 'Innovating.' The bell curve is labeled 'AI Adoption Curve' at the top. Green pins mark individual data points across the curve, with most clustered in the 'Exploring' stage. The chart includes descriptions for each stage: 'Watching AI developments but not using the technology yet' in 'Observing,' 'Testing AI tools and features in 'Exploring,' and 'Creating and using the latest AI technologies' in 'Innovating.'

Blog:
AI Adoption in Higher Education:

Insights from the Complete College America Convening January 2025

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Book cover titled 'Generating College Completion' with a subtitle about AI adoption for student success, featuring a graduation cap decorated with electronic circuitry and lights.

Report:
Generating College Completion:

Charting a Path to Institutional AI Adoption for Student Success in Higher Education

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Bar chart displaying references to "Initiative Fatigue" in U.S. higher education from 2010 to 2023, with a significant peak in 2019.

Blog:
Indexing References to “Initiative Fatigue” in Higher Ed

By Audrey Wilson Ellis

May 17, 2024

Early supplementary research related to larger research on Initiative Fatigue in Higher Education.

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A digital illustration of a hand adjusting a futuristic, glowing dial with labels pointing to 'NEW WAY' and 'OLD WAY', symbolizing change or innovation.

Article:
Could AI Help Overcome the Scarcity Mindset and Transform the Higher Education Landscape?

By Vistasp Karbhari and Audrey Ellis
May 6, 2024 Evolllution

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Infographic on demystifying AI prompt engineering for higher education practitioners. Contains three main tips: 1) Pause and set a goal, 2) Ask clarifying questions, 3) Don't settle for first output. Displays a sample prompt template with fill-in-the-blank sections and steps to improve AI prompts.

Infographic:
Prompt Engineering Infographic for Higher Ed Practitioners

Download this free Prompt Engineering resource with a suggested template for maximizing the quality of your use of generative AI.

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Announcement:
Complete College America Council on Equitable AI Kicks Off

Co-Chaired by Audrey Ellis, Founder of T3 Advisory

We believe that equitable AI spans far beyond the risk of mis-trained data. How schools adopt or reject these tools, the priorities of AI vendors, access to resources that enable the use of these tools, and the systemic integration of historically underrepresented and underserved voices will shape whether technology amplifies privilege or fosters inclusivity.

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Person holding a smartphone displaying ChatGPT interface with icons of speech bubbles and human heads.

Article:
Generative AI can enhance equity of access & attainment

By Audrey Ellis & Vistasp M. Karbhari

Released December 2023

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Cover page of a publication titled 'Attainment with AI,' discussing practical applications of generative AI in higher education, published by Complete College America in partnership with T3 Advisory, November 2023.

Playbook:
Attainment with AI:
Making a Real Difference in College Completion with Artificial Intelligence

Released November 2023

Discover the transformative power of Artificial Intelligence in higher education with our latest publication, 'Attainment with AI: Making a Real Difference in College Completion with Artificial Intelligence.' Developed in partnership with Complete College America, this comprehensive playbook offers over 170 practical AI use cases and 30+ tailored prompts to enhance student success, completion, and equity. It serves as an indispensable guide for educators and professionals across various roles in colleges and universities, providing insights into AI's potential within three core operational frameworks: Organizational Effectiveness, Teaching and Learning, and Student Experience.

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Cover of a report titled "The AI Divide" with a subtitle about equitable applications of AI in higher education, a graphic of a computer monitor with candlestick charts, and logos of Complete College America and T3 Advisory, dated November 2023.

Position Paper:
The AI Divide: Equitable Applications of AI in Higher Education to Advance the Completion Agenda

Released November 2023

Explore the critical intersection of AI and equity in higher education with our position paper, 'The AI Divide: Equitable Applications of AI in Higher Education to Advance the Completion Agenda.' Developed in collaboration with Complete College America, this paper underscores the urgent need for equitable AI policies and practices. It highlights the potential risks of AI in perpetuating historical inequities in education and calls for the establishment of the Council on Equitable AI in Higher Education. This council, representing a spectrum of institutional voices, aims to guide systems, states, and technology companies towards fair AI implementation. The paper is a clarion call for policymakers, tech firms, and funders to collaborate, ensuring AI technologies benefit all students equitably.

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T3 Advisory’s Audrey Ellis featured on Complete College America’s Podcast.