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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

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

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

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Conference Presentations

Published
July 23, 2024

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

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

A School Without Walls: The Architecture of Data Science

Data science is a rapidly developing discipline and serves as a catalyst for the future development and management of institutional faculties.
Abstract: Data science is a rapidly developing discipline and serves as a catalyst for the future development and management of institutional faculties. This session will examine the unique engagement process behind the University of Virginia's (UVA) 'School without Walls', as well as its dynamic programming and design for serving an emerging discipline. This project plays a special role in providing a venue for community and industry interaction and research. We'll explore points of engagement with an expanding faculty throughout the design process, which inspired flexible internal planning, and reflect on the appropriateness of wider contextual influences on the design solution.

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Conference Presentations

Published
July 23, 2024

The Ecosystem Project: Revealing the Hidden Dynamics of Higher Ed’s Ecosystems

The Ecosystem Project aims to develop tools and methodologies for depicting the complex ecosystems that surround and make up higher education.
Abstract: The Ecosystem Project aims to develop tools and methodologies for depicting the complex ecosystems that surround and make up higher education. This is a collaborative presentation with one of the project's institutional partners, The State University of New York (SUNY) at New Paltz, and one of the project's founding partners, the Renaissance Center for Interdisciplinary Thinking, Knowledge Integration, and Advanced Applications of Imagination. Together we'll explore the Hudson Valley entrepreneurial ecosystem and reveal its inhabitants, value dynamics, and potential interventions that can help the ecosystem become healthier and grow the entrepreneurial economy of the lower Hudson Valley.

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Conference Presentations

Published
July 23, 2024

Best Practices for Campuswide Mobility Planning

Recent years have seen mobility pattern shifts, new micromobility devices, such as e-scooters and e-bikes, and surging traffic deaths. Higher education campuses are uniquely placed to implement best-practice pedestrian and bicycle infrastructure, but they face different opportunities and constraints.
Abstract: Recent years have seen mobility pattern shifts, new micromobility devices, such as e-scooters and e-bikes, and surging traffic deaths. Higher education campuses are uniquely placed to implement best-practice pedestrian and bicycle infrastructure, but they face different opportunities and constraints. This session will discuss how Northwestern University and Illinois Medical District approach transportation challenges and strategies for campus mobility planning and policy development around adapting and improving safety. Come delve into these two campuses' mobility planning efforts to discover best practices for planning processes, policy language, infrastructure design, and integrated implementation and operations strategies.

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Conference Presentations

Published
July 23, 2024

Diverse Perspectives on Student Housing Affordability

Housing insecurity is becoming a more and more frequent issue across many colleges and universities.
Abstract: Housing insecurity is becoming a more and more frequent issue across many colleges and universities. The University of California System, the largest in the nation, reported that eight percent of their undergraduate population lacks a safe, regular, and adequate nighttime place to stay and sleep. Join our diverse panel of student housing experts to discuss critical impacts, observations, policies, and considerations around the ever-expanding cost burden in accessing a college degree.

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