Beyond the Budget: The Data Challenges in Calculating Academic Program ROI

October 17, 2025

For university CFOs, Provosts, and VPs of Strategic Planning, the pressure to demonstrate the financial return on investment (ROI) for every academic program has never been higher. With rising costs and budget cuts, a simple spreadsheet-based analysis is no longer sufficient.

Gray Decision Intelligence emphasizes that effective academic program management requires a data-informed process that is transparent, comprehensive, and collaborative. The challenge of calculating program ROI isn’t the math; it’s the complexity, volume, and integrity of the data you use and the ability to maintain the analysis.

Here are three common pitfalls that sink traditional ROI analyses, and why Direct Instructional Margin is the key metric you should be tracking.

The Power of Precision

Many administrators are dependent on budgetary analyses due to a lack of a more sophisticated tool to make program decisions. Gray DI’s analysis inherently includes cross-subsidization in the calculation of Program Economics. By accounting for the following complexities, Gray DI offers a precise view of each program’s contribution to the overall health of the portfolio.

  • Shared Revenue: Without the flexibility to analyze margins at both the program and department level, service departments with a small number of majors can incorrectly be labeled “low-margin.” In reality, most programs rely on required general education (Gen Ed) courses taught by faculty in departments like English or History. Using section-level detail, Gray DI assigns a pro-rata portion of each student’s tuition revenue to every course and every department that taught them. In this way, the high volume of revenue generated by large programs, such as Nursing or Business, can be attributed to the departments delivering the instruction, highlighting that Gen Ed courses are vital components of the institution’s overall financial health.
  • Interdisciplinary Instruction: Often, instructors teach outside of their budgetary department. Limiting an analysis to assigning instructional cost to the department responsible for the instructor’s salary will miss efficiencies gained by instructors teaching across content areas, and make courses without a direct link to a departmental budget look “free.”

The Data Gaps in Calculating Student ROI

The modern student and their parents are increasingly treating college as an investment, demanding transparency around their personal ROI. However, understanding the actual value a degree provides is fraught with data gaps that go beyond your institution’s walls:

  • Direct Prep Fallacy: Using the direct preparation assignment of programs to occupations offers an extremely narrow view of the earnings potential of a program. Instead, Gray DI uses wage data related to where graduates actually become employed. For example, History majors are associated with only four direct preparation occupations, one of which is Historian. According to BLS, the annual median wage for Historians is $73,000. Using Gray DI’s data, all jobs held by graduates are incorporated to evaluate the post-entry salary (four years after graduation) for Bachelor’s degree holders in History, which is $82,800. In this way, Liberal Arts program outcomes are more accurately captured and reflect the fact that History graduates become lawyers, CEOs, and other professionals, to name a few occupations.  By using accurate, multidimensional data, academic leaders can understand and promote the real earnings potential of each program.

The Challenge of Mission-Critical Program Valuation

A sensitive topic for leaders is the decision to grow, maintain, or sunset programs that are central to your institution’s mission. If these programs are small, they can be threatened when only using enrollment numbers to justify cutting programs. Program decisions based solely on enrollment are often a recipe for bad financial decisions.

Gray DI’s benchmarking data reveals a surprising truth: most small programs are contribution-positive.

A comprehensive, data-informed program review process will help ensure you avoid these mistakes. A healthy program portfolio includes high-growth, high-margin programs. It is sustained through a web of cross-subsidies where strong programs support the smaller or mission-critical programs that are essential to your identity and academic breadth.

The Path Forward: Embracing Comprehensive Data

To move beyond the budget and make strategic academic decisions, university leaders must adopt tools and processes that centralize and integrate complex data sets:

  • Internal Institutional Data (course revenue, direct instructional costs, faculty workload).
  • External Market Data (student demand, competitor programs, job market trends).
  • Benchmarking (performance against peers).

The goal is to build a data-informed consensus that directs investment toward high-potential opportunities while protecting the programs that support your mission and overall financial health.

Elizabeth Atkins

Vice President, Product

About Gray DI

Gray DI provides data, software and facilitated processes that power higher-education decisions. Our data and AI insights inform program choices, optimize finances, and fuel growth in a challenging market – one data-informed decision at a time.

Related Posts
Subscribe to Our Blog

Don’t miss our latest research and insights

Related Posts

Gray Insights

Easy to Use, Eager for More: Key Takeaways from Our CoCo Pilot

Early results from Gray DI’s Communication Companion pilot hint at the promise of AI-enabled speech coaching, revealing strong ease-of-use feedback and early traction among student users. Discover what students noticed, where opportunity emerges, and how this pilot is shaping the next evolution of AI-powered communication learning.

Read More
Gray Insights

Why Your AI Tutor Might Be Widening the Achievement Gap

AI tutoring tools promise personalization and better outcomes, yet emerging evidence reveals a hidden risk that could quietly widen learning gaps. A small group of motivated students gains the most, while many others see little benefit and may lose opportunities for deeper cognitive growth. Discover how well-intentioned AI use can backfire and what strategies truly ensure that AI supports equity, independence, and lasting student success.

Read More
Gray Insights

Gray DI’s 2025 Holiday Gift Guide: Give the Gift of Data-Informed Decisions!

Get ready to rethink holiday gifting with a look at how data-informed tools can offer far more value than another mug or fruit basket. This guide showcases how Gray DI’s Program Evaluation System and AI College Companions bring clarity, better decisions, and meaningful improvements across campus, revealing how modern insights can shape a more confident and strategic year ahead.

Read More