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Your Higher Education Planning Library

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Planning for Higher Education Journal

Published
January 20, 2026

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Beyond Compliance

Building a Sustainable Assessment Framework for Continuous Improvement at Scale

By: Amanda M. Main, PhD, and Sean W.G. Robb, PhD

A case study of a public university’s college of business administration contributes empirical evidence of scaling challenges and offers a transferable framework for institutions seeking to enhance assessment capabilities while maintaining faculty engagement.

From Volume 54 Number 2 | January–March 2026

Abstract: Using a longitudinal case study spanning two decades (2003–2022), the authors analyzed how a large public university’s college of business administration designed a system that balanced institutional assessment needs with faculty workload considerations. Their findings revealed that successful large-scale assessment systems require: (1) multilevel organizational structures with clear staff roles, (2) embedded assessment measures leveraging existing coursework, (3) technological infrastructure to streamline data collection, and (4) robust feedback mechanisms ensuring interventions are implemented and evaluated. The study contributes empirical evidence of scaling challenges and offers a transferable framework for large institutions seeking to enhance assessment capabilities while maintaining faculty engagement.

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Trends for Higher Education

Published
November 14, 2025

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Trends for Higher Education | The Student Voices Edition

This special issue of Trends describes student perspectives on four trends featured in recent issues of Trends for Higher Education: AI, personal finances, enrollment and attrition, and international students. Learn more about the opinions, reactions, and perspectives students have about these critical topics, preparing your institution to engage with your students in a more informed way.
Abstract: Integrated planning leverages stakeholder insights and knowledge to make better, more informed decisions. No stakeholder is more important than our students, which is why we’re releasing a special issue of Trends focusing on their perspectives.

This Trends for Higher Education: The Student Voices Edition describes student perspectives on four trends featured in recent issues of Trends for Higher Education. Campus Sonar, a social listening firm, collected data from social platforms like Reddit and X to analyze what students are saying about artificial intelligence, their personal finances, enrollment and attrition decisions, and international students.

Learn more about the opinions, reactions, and perspectives students have about these critical issues, preparing your institution to engage with your students in a more informed way.

Use this report to:
  • Inform your student stakeholder engagement strategies
  • Develop questions for student surveys and focus groups
  • Benchmark against findings from your student stakeholder engagement efforts
  • Add context to what you’ve learned about your students and their perspectives

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Planning for Higher Education Journal

Published
July 10, 2024

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Democratizing Data to Close Equity Gaps

Engage Teams to Dismantle Systemic Barriers That Impede Student Success

By: Neva Lozada, EdD, Carlos Rodriguez, EdD, Michael Salvatore, PhD, and Joseph Youngblood, II, JD, PhD

Kean University strategically reframed and visualized student data, merged planning processes, and harnessed analytics to dismantle impediments to bridging equity gaps in higher education.

From Volume 52 Number 3 | April–June 2024

Abstract: Through the inception of the Division of Strategic Analytics and Data Illumination (SADI), Kean University has cultivated a capacity for data literacy and analytics, empowering its community to employ data for evidence-based decision-making to overcome barriers to student success.
Employing optimal practices in integrated planning, SADI unified disparate offices into one cohesive data team to strategically reframe and visualize student data, identifying specific needs for continual improvement. This article underscores SADI’s initiatives in democratizing data, merging planning processes, and harnessing analytics to dismantle impediments to student success, particularly in bridging equity gaps in higher education.

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Planning for Higher Education Journal

Published
December 20, 2023

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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.

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Webinar Recordings

Published
May 24, 2023

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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

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Planning for Higher Education Journal

Published
May 23, 2023

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Quickly Building a Bridge

Use an Institutional Effectiveness Planning Model to Drive Strategic Planning

By: Jason Nicholas, MS, Daniel Cullen, PhD, and Ellen Koski, MPH

Executive leadership changes at Northern Michigan University led the interim president, interim provost, and Board of Trustees to call for a bridge plan to clearly articulate strategic work happening throughout campus. This article describes how the university was able to develop an interim strategic plan with broad campus engagement in less than half a year.

From Volume 51 Number 3 | April–June 2023

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Planning for Higher Education Journal

Published
March 24, 2023

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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.

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ebook

Published
July 21, 2022

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A Practical Guide to Strategic Planning in Higher Education

Second Edition, with New and Updated Content

By: Karen E. Hinton, PhD

A resource for anyone engaged in college or university strategic planning, and an excellent primer for planning committees. This second edition also contains new strategies for using an institution’s strategic plan during times of institutional upheaval, and additional techniques for jump-starting various parts of the planning process.
Abstract: A Practical Guide to Strategic Planning in Higher Education is a resource for anyone engaged in college or university strategic planning; it is also an excellent primer for planning committees. Using clear definitions, practical tips, and examples drawn from actual situations, this short book acts as a manual for both experienced planners and those who are new to the process. This second edition also contains new strategies for using an institution’s strategic plan during times of institutional upheaval, and additional techniques for jump-starting various parts of the planning process.

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Example Plans

Published
May 31, 2022

Academic Plan

Multiple Locations

This academic plan document enumerates the institution’s academic goals and strategies, with special focus on generating or enhancing interdisciplinary connections between the primary academic themes.

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Planning for Higher Education Journal

Published
April 26, 2022

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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.

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