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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 Recordings

Published
July 23, 2024

Planning, Designing, and Delivering a Fully-electric Dormitory in Toronto

Buildings are a major source of carbon emissions.
Abstract: Buildings are a major source of carbon emissions. Campuses need solutions for meeting rigorous energy goals while capturing programmatic needs, improving occupant health and wellness, and meeting bottom-line financial requirements. What are the key steps in planning and delivering a fully-electric, highly-sustainable student residence, dining, and services building? Using the Harmony Commons at the University of Toronto-Scarborough (UTSC) as a case study, we'll share planning perspectives from administrative, financial, design, and construction standpoints. This session will raise awareness of available solutions for planning and building an all-electric building and provide a pathway for success through integrated planning.

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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

A Multi-institutional Collaboration to Meet Healthcare Industry Workforce Needs

Community colleges are seeing a decline in enrollment while the healthcare sector is experiencing a chronic workforce shortage.
Abstract: Community colleges are seeing a decline in enrollment while the healthcare sector is experiencing a chronic workforce shortage. These phenomena require us to examine current and future industry needs to inform the development of a sustainable model. This session will highlight a multi-institutional collaboration, informed by Labor Market Intelligence (LMI), that aligns with strategic priorities and seeks to mitigate a critical regional workforce shortage while positioning for long-term sustainability. Come learn strategies for developing consortium agreements among diverse institutions and how to use LMI to inform sustainable collaborative models to address workforce needs and boost enrollment.

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Conference Presentations

Published
July 23, 2024

Good, Better, Best: A Collaborative Approach for High-impact Program Proposals

The University System of Georgia's (USG) academic program proposal process aims to align program development with system-wide strategic goals while increasing graduate employability to meet workforce demands.
Abstract: The University System of Georgia's (USG) academic program proposal process aims to align program development with system-wide strategic goals while increasing graduate employability to meet workforce demands. This session will illustrate how USG's well-oiled standardized system prioritizes interdepartmental collaboration and iteration, drawing on diverse perspectives to create new degree programs across 26 universities. Come learn about how our "Good, Better, Best" approach uses a detailed application and budget template to generate high-impact programs that prepare students to enter an ever-evolving workforce.

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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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