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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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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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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Book Review: The Agile College

How Institutions Successfully Navigate Demographic Changes

By: Bryan C. Harvey, EdD

From Volume 51 Number 2 | January–March 2023

Abstract: The Agile College: How Institutions Successfully Navigate Demographic Changes
by Nathan D. Grawe
Johns Hopkins University Press: Baltimore: 2021
298 pages
ISBN: 978-1421440231

Does hope motivate action or complacency? Does crisis induce change or despair? Nathan D. Grawe readily acknowledges this tension in The Agile College, his follow-up book to his 2018 Demographics and the Demand for Higher Education. The latter propelled the inescapable discussion throughout higher education of the looming “demographic cliff.” The Agile College suggests how agile institutions might prevent demography from becoming destiny.

Planning Types: Strategic Enrollment Management Planning
Tags: Change Management, COVID-19, Demographics, Disruptive Change, Recovery Planning, Resiliency, Shrinking Pool of Potential Students, Student Demographics, Student Recruitment, Student Retention, Trends External to Higher Ed

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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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Conference Recordings

Published
November 2, 2022

2022 Mid-Atlantic Regional Symposium | November

Reckoning with Entangled Histories

Higher Education and Slavery

By: Fanchon (Chon) Glover, College of William and Mary | Amber Hall, College of William and Mary | Samuel Hayes, College of William and Mary | Ben Carton, George Mason University | Wendi Manuel Scott, George Mason University | Cathy Pinskey, George Mason University | Dereck J. Rovaris, Sr., St. Mary's College of Maryland | Maurice Schlesinger, St. Mary's College of Maryland | Louis Nelson, University of Virginia | Alice Raucher, University of Virginia | Stephanie Wolfgang, Perkins&Will

In this symposium, four institutions will share their approaches to these complicated questions and how they’re continuing the conversation around the legacy of slavery on their campuses.

Abstract: American higher education institutions have a long, complex history with slavery that shouldn’t be ignored. Reckoning with these historical ties—from slave-owning namesakes to the enslaved laborers who constructed campus buildings—generates difficult questions for colleges and universities:

How do we honor those who were enslaved?
How do we recognize our role in the history of slavery as a means of learning from the past to guide our future?

In this symposium, four institutions will share their approaches to these complicated questions and how they’re continuing the conversation around the legacy of slavery on their campuses.

Institutions Mentioned: College of William and Mary, George Mason University, St. Mary’s College of Maryland, University of Virginia-Main Campus
Planning Types: Campus Planning, Diversity, Equity, and Inclusion Planning
Tags: Diversity Equity and Inclusion (DEI), Facilities Design, Facilities Planning, Historic Preservation, Landscape / Open Space, Placemaking, Racial Equity, SCUP 2022 Mid-Atlantic Symposium | November, Student Engagement

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Examining Naming Issues on Campus

By: Erin Johnson, MS, Rutgers, The State University of New Jersey

This is a SCUP Fellow Research Project Final Report for the 2020–2021 program. This report summarizes the specific cases of US institutions that addressed a problematic building or facility naming issue between 2014 and 2021 and what each of them chose to do when faced with this challenging decision.

Abstract: From 2015–2018, amidst a period of heightened activism on campuses and broader societal change, institutions of higher education renamed and de-named campus buildings with namesakes whose legacies were seen to conflict with institutional missions and community values and harmful to members of the campus and surrounding communities. In 2020, the push for addressing problematic namesakes grew exponentially, expanding beyond buildings and postsecondary education.

Effectively managing naming issues on campus and the expectations and interests of internal and external stakeholder groups is challenging, emotional, and time consuming work that has a lasting impact on the physical campus as well as institutional legacy. This research report summarizes the specific cases of US institutions that addressed a naming issue between 2014 and 2021 and what each of them chose to do when faced with this challenging decision.

Planning Types: Campus Planning, Diversity, Equity, and Inclusion Planning
Tags: Diversity Equity and Inclusion (DEI), Facilities Planning, Higher Ed Trends, Historic Preservation, Original Research, Placemaking, Racial Equity

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Campus Historic Preservation and Adaptive Reuse

Leverage These Tools to Achieve Your Planning and Sustainability Goals

By: Meaghan Finney, MS, and Michael Patrick, M.Arch, AIA, NCARB, LEED AP

By integrating historic buildings into your campus planning, their continued reuse can help solve some of the specific challenges facing university planners today.

From Volume 50 Number 4 | July–September 2022

Abstract: Historic campus buildings are often perceived as a burden, but by integrating them into your campus planning, their continued reuse can help solve some of the specific challenges facing university planners today, specifically in the context of sustainability. There are numerous case studies that demonstrate the successful adaptive reuse of varied campus buildings as well as an undeniable body of evidence showing the benefits of such an approach in working toward carbon neutrality. As long-term stewards of their built environments, colleges and universities are uniquely positioned to realize enduring savings from investing in the energy performance of existing buildings.

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Planning Types

Challenges