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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Example Plans

Published
November 13, 2023

Example Plan

Private Doctoral/Research University (Maryland, United States)

The research university’s 2023 strategic plan.

Planning Types: Strategic Planning
Tags: Academic Planning, Academic Program Review, Alignment, Community Engagement, Diversity Equity and Inclusion (DEI), Faculty, Goals, Graduate Degree Program, Learning Environments, Strategies and Tactics, Sustainability (Environmental), Town and Gown

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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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Example Plans

Published
June 30, 2023

Strategic Plan, Strategic Planning Website

Multiple Locations

Strategic plan for the university system developed by the state’s board of higher education.

Planning Types: Strategic Planning, Academic Planning
Resource Types: Strategic Plan, Strategic Planning Website
Tags: Attracting and Retaining Underrepresented Students, Diversity Equity and Inclusion (DEI), Faculty Productivity, Goals, Governance, Measuring the Plan, Metrics, Racial Equity, Strategies and Tactics, Student Success, Workforce Development

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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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Example Plans

Published
May 17, 2023

Bridge Plan

Public Associate’s College (Arizona, United States)

From April 2020, the institution’s president led faculty and staff in a rigorous planning and exploration process to ensure that the college remained accessible and thriving through the pandemic and beyond. This bridge plan document details the action steps resulting from that process.

Planning Types: Continuity Planning
Resource Types: Bridge Plan
Tags: Bridge Planning, Community College, COVID-19, Goals, Hybrid Learning, Leadership Attitude Toward Planning, Online Learning, Operational Planning, Organizational Culture, Response Planning, Scenario Planning, Strategies and Tactics, Student Experience, Teaching and Learning

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Example Plans

Published
April 20, 2023

Master Plan

Public Doctoral/Research University (Michigan, United States)

Campus master plan document for a STEM-focused institution, deeply aligned with its strategic plan.

Planning Types: Campus Planning
Resource Types: Master Plan
Tags: Academic Facility, Alignment, Goals, Laboratory Facility, Master Plan, Placemaking, Science / Engineering Facility, Science Technology Engineering and Math (STEM), Strategies and Tactics, Student Housing

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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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