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Planning for Higher Education Journal

Published
August 18, 2025

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Strategic Alignment for Degree Completion

Leverage an Integrated Planning Approach to Improve Credit Momentum and Student Success

By coordinating cross-functional teams, employing real-time data, and strengthening communication systems, a university bolstered student retention and completion without requiring new funding or staff.

From Volume 53 Number 4 | July–September 2025

Abstract: This article presents how a small, resource-constrained university leveraged integrated institutional planning to launch a 30-credit completion strategy that significantly improved student momentum, graduation rates, and institutional planning culture. By coordinating cross-functional teams, employing real-time data, and strengthening communication systems, the university built a scalable and sustainable framework that bolstered student retention and completion without requiring new funding or staff. This case offers a roadmap for similarly situated institutions aiming to align credit accumulation initiatives with broader strategic goals to drive measurable student success outcomes.

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Planning for Higher Education Journal

Published
October 31, 2024

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Leveraging Data to Engage Our Community

Data Play Dual Roles in Facilitating Inclusive and Evidence-Based Strategic Planning

Success in strategic planning requires decision-making that reflects the collective vision of diverse constituents.

From Volume 52 Number 4 | July–September 2024

Abstract: Success in strategic planning requires decision-making that reflects the collective vision of diverse constituents. At California State University, Fullerton we leveraged data as the essential thread in engaging our community in an inclusive strategic planning process. Data played dual roles, serving as input and output, to provide a common framework through which the ideas and wisdom of our community are reflected and shared, anchoring the strategic plan firmly in the campus voices. Our engagement through data embodied our commitment to evidence-based decision-making and contributed to the success of our strategic planning process.

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Planning for Higher Education Journal

Published
October 29, 2024

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The Devil and the Detail

Using Headcount and FTE in the Planning Process

Often, student, faculty, and staff headcount and FTE can be misunderstood and misused. Understanding crucial factors about these data sets can strengthen the planning process.

From Volume 52 Number 4 | July–September 2024

Abstract: Everyone involved in planning activities will be aware of the use of data in the process. Data-driven planning is ubiquitous in all planning processes but can be a weak spot for many planners. The difficulty for most people is that the very mention of “data” can make eyes glaze over. Some of the least understood and most misused data are student, faculty, and staff headcount and FTE (full-time equivalent). Understanding some critical factors about these data sets can help demystify them and strengthen the planning process.

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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

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
January 19, 2024

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The Value of Promising Failures and Partial Successes

Visible and Actionable Assessments Can Support a More Equitable Learning Environment

The Grand Challenges Project provides a comprehensive framework for institutions to overcome barriers, promote equity, and advance continuous improvement in higher education evaluation practices.

From Volume 52 Number 1 | October–December 2023

Abstract: The Grand Challenges in Higher Education Assessment Project (The Grand Challenges Project) is a national initiative designed to transform the landscape of assessment practices in ways that will increase equity by encouraging improvements in integrated planning. This article discusses the synergy between the three goals of the Grand Challenges Project: 1) Use Assessment Findings to Increase Equity; 2) Make Assessment Findings Visible and Actionable to Drive Innovation; and 3) Use Assessment Findings to Drive Rapid and Equitable Improvements in Pedagogy. Integrated planning is necessary to advance these goals, and progress toward each goal supports progress toward a more equitable and inclusive system of 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

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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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

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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Planning for Higher Education Journal

Published
April 26, 2022

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The Future of Planning is . . .

. . . Aligned, Integrated, and Collaborative Institutional Effectiveness

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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Planning for Higher Education Journal

Published
November 15, 2021

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Book Review: Big Data on Campus

Data Analytics and Decision Making in Higher Education

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

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Planning for Higher Education Journal

Published
May 15, 2020

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Reduce Curriculum Costs While Increasing Student Enrollment

Optimizing Academic Balance Analyses Let Kentucky Institutions Stay Competitive

Results of the study supplied evidence needed to support tough institutional decisions. The 13 Kentucky colleges and universities that participated in the research now have critically important data to use in making choices about how they best serve their students, maximize scarce resources, and sustain financial stability.

From Volume 48 Number 3 | April–June 2020

Abstract: An Optimizing Academic Balance (OAB) analysis provides colleges and universities with effective tools to use in making strategic academic decisions needed to stay competitive in the context of institutional mission, program quality, market potential, cost, and revenue. The Association of Independent Kentucky Colleges and Universities recently completed a three-year statewide OAB project with the participation of 13 higher education institutions. The results supported the colleges and universities in making tough decisions.


A Follow-Up

An introduction to the Optimizing Academic Balance process and early results of the research were published in the 2015 Planning for Higher Education article, “Reshaping Your Curriculum to Grow the Bottom Line,”. The current article, with final research data, represents the study’s wrap-up report.

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