Learning Resources

AI and HI Working

Collaborative Intelligence Can Significantly Improve Student Success

By: Linda B. Baer, PhD, and Donald M. Norris, PhD

As the AI tools get smarter and as HI skills continue to enhance planning, higher education should continue to explore what leading campuses have already accomplished.

From Volume 52 Number 1 | October–December 2023

Abstract: For the past 20 years, higher education has invested heavily in improving student success, using new data and analytics systems, tools, and practices. Improvements and progress across higher education have mostly failed to meet expectations. But the arrival of next-generation artificial intelligence (AI) provides an exceptional opportunity. By combining AI with human intelligence (HI), we can create a powerful collaborative intelligence that can be embedded in learning processes, tools, and practices, enterprise-wide. AI can accelerate the long-overdue transformation of higher education. This article describes how to combine AI and HI in collaborative intelligence to significantly improve student success.

Institutions Mentioned: Georgia State University, University of South Florida-Main Campus, CUNY John Jay College of Criminal Justice
Planning Types: Academic Planning
Tags: Assessment / Analytics, Data, Higher Ed Trends, Learning Technology, Student Retention, Student Success, Teaching and Learning, Trends External to Higher Ed

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Supporting Neurodiversity in Higher Education

When Every Space Counts

By: Kathleen Kelly, MBA, AIA, LEED A+P

By integrating several unique campus voices, we can realize that unassignable space is highly valuable to the neurodivergent campus occupant.

From Volume 51 Number 4 | July–September 2023

Abstract: While universities have long been bastions of intellectual diversity, they are now embracing a broader understanding of diversity that extends beyond race, gender, and socioeconomic background. Neurodiversity, a concept celebrating the natural variations in human neurological functioning, is gaining prominence as an essential aspect of fostering a truly inclusive educational environment.

Institutions Mentioned: University of Cincinnati-Main Campus, University of Southern Denmark, Syracuse University, University of California-Berkeley, University of Washington-Seattle Campus, University of Toronto-Downtown Toronto (St. George), Rutgers University-New Brunswick
Planning Types: Campus Planning
Tags: Accessibility, Diversity Equity and Inclusion (DEI), Facilities Design, Facilities Planning, Health and Wellness, Informal Learning Environments, Space Assessment

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Blog Post

Published
August 9, 2023

6 Integrated Planning Strategies and Tips We Learned at SCUP 2023

By: SCUP

Every year at SCUP’s annual conference, over 1,000 of higher education’s leaders and innovators gather to share how they are advancing integrated planning at their college or university. Out of the wealth of tools, strategies, and tips shared at SCUP 2023, which took place earlier this month in Cleveland, here are six that stood out.

Institutions Mentioned: University of Colorado Denver, Texas Tech University, Augusta University, Southeast Community College
Planning Types: Strategic Planning, Resource Planning, Institutional Effectiveness Planning
Tags: Alignment, Budget / Finance, Budget Planning, Communication, Data, Decision Making, Engaging Stakeholders, Institutional Effectiveness, Resource Allocation

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Book Review: Promoting Equity and Justice Through Pedagogical Partnership

By: Emiola Oyefuga, PhD

From Volume 51 Number 3 | April–June 2023

Abstract: Promoting Equity and Justice Through Pedagogical Partnership
by Alise de Bie, Elizabeth Marquis, Alison Cook-Sather, and Leslie Luqueño
with a foreword by Alexis Giron
Stylus Publishing: Sterling, Virginia: 2021
227 Pages
ISBN 978-1642672084

Planning Types: Academic Planning, Diversity, Equity, and Inclusion Planning
Tags: Diversity Equity and Inclusion (DEI), Student Experience, Teaching and Learning, Underserved Students

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Destination 2030

The Need for Transformation Architects

By: Edward Inch, PhD, Minnesota State University – Mankato | Lynn Akey, PhD, Minnesota State University – Mankato | Linda Baer, PhD, Strategic Initiatives and Minnesota State University – Mankato

Institutions Mentioned: Minnesota State University-Mankato
Planning Types: Academic Planning, Strategic Planning, Resource Planning
Tags: Adaptable Plans, Alignment, Assessment / Analytics, Data, Disruptive Change, Enrollment Management, Environmental Scanning, Higher Ed Trends, Organizational Change, Planning Processes, Presidential Leadership, Student Demographics, Student Success

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Example Plans

Published
May 17, 2023

Strategic Plan

Public Master’s College or University (Colorado, United States)

The institution’s 2020–2030 strategic plan.

Planning Types: Strategic Planning
Resource Types: Strategic Plan
Tags: Budget Planning, Enrollment Management, Goals, Metrics, Strategies and Tactics, System of Colleges or Universities

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Transforming Data into Meaningful Information

Put Methodologies in Action with Data-Driven Integrated Planning

By: Douglas Masterson, PhD, Christopher M. Davis, PhD, and Suzanne Carbonaro, MEd

Leaders in two different accreditation regions share best practices and lessons learned from their integrated planning evolution and its impact on operational efficiency and student learning.

From Volume 51 Number 2 | January–March 2023

Abstract: Institutional success depends on long-term sustainability, connecting investments with outcomes, and creating a culture that is data-informed. As the role of institutional effectiveness expands across higher education, designing a comprehensive integrated planning process is critical. Integrated planning requires a unified approach to utilizing academic and administrative data for continuous improvement. However, this can be an overwhelming process for institutions, with many unsure of where to start. Learn from leaders in two different accreditation regions as they share best practices and lessons learned associated with their integrated planning evolution and its impact on operational efficiency and student learning.

Institutions Mentioned: University of Southern Mississippi, University of Maryland-Global Campus
Planning Types: Academic Planning, Institutional Effectiveness Planning, Resource Planning
Tags: Academic Program Review, Alignment, Assessment / Analytics, Budget Planning, Dashboards, Data, Faculty Productivity, Metrics, Planning Processes, Planning Technology, Resource Allocation, Student Learning Outcomes, Student Success, SWOT Analysis

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You Belong Here

Plan for and Design Diverse, Equitable, and Inclusive Campus Spaces

By: Shannon Dowling, MArch, AIA, LEEDAP

Many marginalized student populations don’t see themselves as higher education material. Creating places on campus that reaffirm to them that they belong is vital.

From Volume 51 Number 1 | October–December 2022

Abstract: When carefully considered and thoughtfully planned, physical campus space has the power to reinforce an institution’s values around diversity, equity, inclusion, and belonging.

Institutions Mentioned: Virginia Commonwealth University, North Carolina State University at Raleigh, Ryerson University, Chapman University, Bennett College
Planning Types: Campus Planning
Tags: Active Learning Environments, Diversity Equity and Inclusion (DEI), Facilities Design, Facilities Planning, Health and Wellness, Informal Learning Environments, Landscape / Open Space, Learning Environments, Original Research, Placemaking, Student Experience, Underserved Students

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Social Mobility and the Graduation Rate Paradox

Can You Advance One and Avoid the Other?

By: Roy Mathew, PhD, Elsa Bonilla-Martin, PhD, Luis A Aguirre, MS, and Naoko Tsuboi, MA

By using a metric-based planning framework, researchers at the University of Texas at El Paso identified areas for institutional intervention to enhance social mobility outcomes.

From Volume 51 Number 1 | October–December 2022

Abstract: Social mobility is an emerging area of focus for higher education institutions. In recent years, we have seen a proliferation of measures related to social mobility produced by publishers, scholars, think tanks, and foundations. However, it is still unclear which social mobility measures to advance, or when to intervene to improve social mobility outcomes. We rely on a century of literature from economics, sociology, and policy analysis to identify an appropriate framework to understand higher education’s contribution to social mobility. Using the metric-based planning framework, we identify areas for institutional intervention to enhance social mobility outcomes.

Institutions Mentioned: The University of Texas at El Paso
Planning Types: Institutional Effectiveness Planning, Strategic Enrollment Management Planning, Diversity, Equity, and Inclusion Planning
Tags: Attracting and Retaining Underrepresented Students, Diversity Equity and Inclusion (DEI), Enrollment Management, Student Demographics, Student Success, Underserved Students

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Example Plans

Published
September 6, 2022

Diversity Plan

Public Associate’s College (Washington, United States)

The college’s diversity plan, including detailed strategies and metrics.

Planning Types: Diversity, Equity, and Inclusion Planning
Resource Types: Diversity Plan
Tags: Diversity Equity and Inclusion (DEI), Goals, Metrics, Racial Equity, Strategies and Tactics, Underserved Students

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Planning Types

Challenges