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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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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

By: Karen E. Hinton, PhD

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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Blog Post

Published
August 9, 2024

Slight Differences and Lots of Similarities

Two Conference Presenters Both Advocate for Developing and Improving Planning Culture

By: Melodie Greer, MEd, Bryn Athyn College

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Conference Presentations

Published
July 23, 2024

What’s In It For Me? The Benefits of Data Asset Management

By: Elizabeth Greaney, Chief Business/Financial Strategy Officer | Surayya Johnson, Director of the Office of Student Life| Paul Miller, Professional Development Director | Nadine Porter, Deputy Chief Analytics and Insights Officer

Data is a pillar for organizational mission and for driving results. Planners must not undervalue the importance of data-informed decision-making and its link to institutional wellbeing and sustainability. Montgomery College's (MC) integrated planning incorporated robust community input that culminated into a successfully built plan that supports agility and flexibility.
Abstract: Data is a pillar for organizational mission and for driving results. Planners must not undervalue the importance of data-informed decision-making and its link to institutional wellbeing and sustainability. Montgomery College's (MC) integrated planning incorporated robust community input that culminated into a successfully built plan that supports agility and flexibility. MC continuously reminds and educates the campus community about 'what's in it for me' and the benefits of collaborating on this growth mindset. This session will demonstrate how data-driven planning fosters ownership, accountability, buy-in, and increases effectiveness and trustworthiness of institutional decision-making, resulting in positive outcomes and decreased risk.

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Conference Presentations

Published
July 23, 2024

Campus Master Planning as a Catalyst for Broader Economic Development

By: Suzanne Klein, Principal, Associate Vice President | Mark McCormick, President

In the face of unprecedented changes, Middlesex College is tackling pressing issues to stay relevant by conducting community outreach, developing partnerships to address workforce changes, supporting non-traditional students, and promoting diversity, equity, and inclusion (DEI).
Abstract: In the face of unprecedented changes, Middlesex College is tackling pressing issues to stay relevant by conducting community outreach, developing partnerships to address workforce changes, supporting non-traditional students, and promoting diversity, equity, and inclusion (DEI). We'll share how Middlesex went beyond enrollment metrics and traditional master planning strategies with an innovative plan that involves the county and community in supporting a variety of campus and regional initiatives. Come learn how you can apply innovative approaches at your institution to transform long-term academic and master planning while leading cultural changes?internally and externally?and prepare your campus for a post-pandemic world.

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Conference Presentations

Published
July 23, 2024

Visioning for Campus Planning to Enhance the Student Experience

By: Christian Bushong, Associate | Juan Familia, Student | Ryan Glick, Adjunct Professor of Architecture, Third Year Design Studio Coordinator | Melissa Maisey, Student | Jill Sirota, Design Manager, Associate| Melanie Taylor, Student

This student panel will exchange ideas on the impacts of capital planning in three phases: on campus today, at graduation, and ten years in the future. An educator and design expert will join students from Philadelphia-based institutions to share their perspectives on how short and long-term visioning for campus planning can create more engaging, inclusive, and impactful student experiences.
Abstract: This student panel will exchange ideas on the impacts of capital planning in three phases: on campus today, at graduation, and ten years in the future. An educator and design expert will join students from Philadelphia-based institutions to share their perspectives on how short and long-term visioning for campus planning can create more engaging, inclusive, and impactful student experiences. Planners are considering the experiences students seek while on campus, and how perceived impressions differ from the reality of renovations. This interactive discussion will offer live feedback on trends and issues around recruitment, retention, campus culture, and sense of belonging.

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Conference Presentations

Published
July 23, 2024

Diversify the STEM Experience Through Integrated Planning

By: Jason Franklin, AVP for Planning, Construction and Real Estate| Athena Rilatos, Architectural Designer | Todd Rosenstiel, Dean | Amy Running, Associate Principal

Portland State University's (PSU) integrated planning process involved multiple departments, coalesced institutional and strategic goals, bolstered educational and industry ties, and focused on diversity to dismantle barriers within STEM disciplines.
Abstract: Portland State University's (PSU) integrated planning process involved multiple departments, coalesced institutional and strategic goals, bolstered educational and industry ties, and focused on diversity to dismantle barriers within STEM disciplines. PSU pioneered a planning and design process for its new science building that amplified underrepresented voices to diversify the STEM workforce, dramatically shifting design outcomes and student pathways. This session will address how institutions can prioritize broad engagement in planning, and how foregrounding input from underrepresented groups can alter preconceptions and reveal the challenges that exist in institutional operational norms that inhibit student success.

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Conference Presentations

Published
July 23, 2024

Leveraging Your Resources to Build a Comprehensive, Data-driven Strategic Plan

By: Gianna Darrow, Executive Director of Data Analytics and Strategic Planning | Jimmy Jung, Senior Vice Chancellor | Marsha Lowery, Vice Chancellor for Student Academic Success

Institutions can align their needs with innovation and insight by creating a strong integration of data and research processes for a data-driven, impactful strategic plan. We'll demonstrate how to build a data-driven strategic plan by applying research methodologies, leveraging public data, optimizing institutional data, and constructing a content analysis.
Abstract: Institutions can align their needs with innovation and insight by creating a strong integration of data and research processes for a data-driven, impactful strategic plan. We'll demonstrate how to build a data-driven strategic plan by applying research methodologies, leveraging public data, optimizing institutional data, and constructing a content analysis. You'll come away from this session with a blueprint to integrate into your own planning processes that will bolster your data skills and provide you with a mechanism to weave together planning with data-driven insights.

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