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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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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Data-Informed Space Utilization

Cultivating Partnerships

By: Raijanel Crockem, Michael Gower, Jason Hornberger, Sherri Newcomb, Alyson Goff, Lisa Keith, Franklin Markley, Alexandria Roe, Kate Sullivan, et al.

This resource is designed to support business officers and other institutional leaders in developing data-informed space utilization practices.

Abstract: At most institutions, physical space is a resource second only to personnel, yet it may not be managed as judiciously. Using data to understand how space is allocated, how the condition of space affects use, and how the evolving nature of space use will affect future demand can contribute to optimized space utilization while supporting institutional goals. This resource is designed to support business officers and other institutional leaders in developing data-informed space utilization practices. Published by NACUBO.

Planning Types: Campus Planning
Tags: Facilities Management, Facilities Planning, Space Management

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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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Example Plans

Published
September 2, 2022

Supporting Document

Public Associate’s College (California, United States)

This document provides an overview of the annual academic planning process at the college, with guidance on how to contribute.

Planning Types: Academic Planning
Resource Types: Supporting Document
Tags: Alignment, Community College, Educational Master Plan, Planning Processes, Student Learning Outcomes

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2022 Campus Facilities Inventory (CFI) Report

The 2022 Campus Facilities Inventory (CFI) report’s valuable facilities benchmarking data will help college and university leaders understand not only what they have now and how it compares, but also how things might change in the future.

Abstract: As leaders of colleges and universities continue to analyze changes today and plan their campuses for the future, the knowledge and insight from the SCUP community is critical. The 2022 Campus Facilities Inventory (CFI) report’s valuable facilities benchmarking data will help college and university leaders understand not only what they have now and how it compares, but also how things might change in the future.

The CFI report consists of two sections that provide a holistic picture of today while enabling institutions to crowdsource a vision for the future: current space use data and recent and planned changes to campus facilities.

Data are reported only in aggregate, protecting the privacy of each institution. Reporting focuses on findings and comparison tables by institution type (e.g., four-year public, four-year private, and two-year public), location (e.g., urban, suburban, rural), and size (i.e., in-person student headcount).

Planning Types: Campus Planning
Tags: Facilities Planning, Original Research, Space Assessment, Space Management

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The Future of Planning is . . .

. . . Aligned, Integrated, and Collaborative Institutional Effectiveness

By: Michael Ben-Avie, PhD; Kimberly K. Daugherty, PharmD; Lina Di Genova, PhD; Justin P. Hoshaw, MS; Erin M. Isaacson, MA; Nicholas R. Santilli, PhD; Megan Schramm-Possinger, PhD; and Robert Wilkinson, DEd

IE professionals are both translators and integrators—and universities need these people who know how to interpret the data. Within the context of an IIE office, they assist in developing data-informed strategic plans, financial forecasts, enrollment plans, and other assessments of institutional efficacy.

From Volume 50 Number 3 | April–June 2022

Abstract: The institutions that will thrive in the future will be those that use high-quality, relevant mission-driven data as part of their strategic, integrated planning process. Because of this it is imperative to create integrated institutional effectiveness (IIE) offices that serve as the connective tissue among all units within a college or university. The data and expertise of institutional effectiveness can be leveraged to benefit the institution as a whole. In this article, we discuss the value of creating an IIE office and challenges associated with a centralized infrastructure.

Institutions Mentioned: Quinnipiac University
Planning Types: Institutional Effectiveness Planning, Strategic Planning
Tags: Alignment, Assessment / Analytics, Data, Engaging Stakeholders, Institutional Effectiveness, Institutional Planning, Planning Processes

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Book Review: Big Data on Campus

Data Analytics and Decision Making in Higher Education

By: Brooke L. Guelker, MA

From Volume 50 Number 1 | October–December 2021

Abstract: Edited by Karen L. Webber and Henry Y. Zheng
Johns Hopkins University Press: Baltimore: 2020
324 pages
ISBN: 978-1-4214-3903-7

Planning Types: Institutional Effectiveness Planning
Tags: Assessment / Analytics, Big Data, Data, Institutional Research, Organizational Culture

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Planning Types

Challenges