
How Universities Compare Academic Programs During Portfolio Reviews
Evaluate academic programs with greater confidence by combining demand, economics, outcomes, and mission to support stronger portfolio decisions.

Evaluate academic programs with greater confidence by combining demand, economics, outcomes, and mission to support stronger portfolio decisions.

Evaluate academic programs with more than job postings. See how labor market, student demand, outcomes, and competition reveal stronger growth opportunities.

Higher education is changing fast, and the signals are getting harder to ignore. From surging demand for AI and cloud skills to shifting enrollment and employer needs, institutions that move quickly and strategically will be best positioned for what’s next.

AI is reshaping course catalogs at a rapid pace, with program announcements up 40% in just six months. New offerings span certificates, degrees, and flexible formats across every level. Explore how institutions are evolving to meet shifting student and workforce demand

Enrollment shifts, AI-driven search, and surging demand in certificates and tech programs are reshaping strategy. Are your programs keeping pace with what students want now?

Evaluate new academic programs with confidence using a balanced, multi-data approach that reveals true demand, reduces risk, and guides smarter portfolio decisions.

Academic program decisions have never been more complex, yet many institutions still rely on incomplete signals or long-standing assumptions. Enrollment shifts, evolving workforce needs, and growing pressure to demonstrate outcomes are forcing leaders to rethink how programs are evaluated. Discover the key signals and strategic framework institutions are using to make smarter academic program decisions.

When enrollment declines, the instinct to cut can feel like the safest financial move. But what if that decision actually creates a larger budget hole? Many smaller programs remain contribution positive, support high-volume general education, and hold untapped growth potential, while teach-out costs and ripple effects across student credit hours can quietly erase projected savings. Before reshaping your academic portfolio, it may be worth asking whether the real issue is the program, or the data behind the decision.

As institutions look ahead to 2026, emerging academic programs have become essential to enrollment stability and growth. The programs gaining momentum, from Creative AI and Data Analytics to health, sustainability, and the creator economy, reveal important lessons about timing, risk, and return. Grounded in real enrollment data and institutional examples, these insights show how high-impact programs often emerge by reusing existing assets and why acting early can make a measurable difference.
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