Why This Matters

Graduate enrollment growth projections have not kept pace with the number of programs competing for students, and the gap is widening. EAB forecasts average graduate program growth of only 1.1% between 2021 and 2031, yet 87% of institutional leaders report that academic leadership expects their online and professional education unit to grow graduate enrollments over the next five years (UPCEA, 2024). For institutions running online programs, that gap between expectation and market reality makes program prioritization less a strategic preference and more an operational necessity.

A Crowded Market Getting Harder to Win in Without a Clear Portfolio Strategy

The current state of graduate program competition deserves a direct look before moving to solutions. Between 2017 and 2023, the number of master's programs increased 32% while the average master's program size shrank by 15% (UPCEA, 2024). More programs, fewer students per program, and a forecast of 1.1% aggregate growth means institutions are largely redistributing a constrained pool rather than expanding into new demand. At the same time, graduate certificate enrollment grew 13.0% between Fall 2022 and Fall 2024, outpacing overall graduate program growth of 2.1% during that same period (UPCEA, 2024). Certificates are not a consolation product; they are where demand is moving fastest. The operational implication is that institutions running online programs need a portfolio review that explicitly distinguishes between programs worth growing, programs worth holding, and programs worth sunsetting, rather than treating the entire catalog as equally worthy of recruitment investment.

Reading Labor Market Signals Before Committing to Program Development

Labor market data has become a practical input for program development decisions, not just a marketing talking point. Advertised wages for positions requiring a master's degree rose 36.9% over the last three years, compared to 30.0% for bachelor's-level positions and 16.0% for associate's-level positions (RNL, 2024). That differential matters when making the case to prospective students and to internal stakeholders evaluating whether a program is worth developing. The fastest-growing master's degree programs by five-year completion change include Management Sciences and Quantitative Methods at 426% growth, Management Science at 365%, Nursing Practice at 81%, and Computer Science at 76% (RNL, 2024). Business Administration remains the largest program by volume, with 104,829 completions in 2023, followed by Social Work at 34,512 and Computer Science at 22,201 (RNL, 2024). These figures help institutions distinguish between programs with growth momentum and programs with already-crowded markets.

A structured demand assessment combining Lightcast job growth and salary data, IPEDS saturation analysis, Google Trends regional search volume, and competitor program review gives institutions a defensible basis for program development decisions. An example from RNL's framework showed a data scientist median salary of $116,000, illustrating how labor market anchors can validate whether a program has genuine workforce demand behind it (RNL, 2025). Institutions should build this kind of multi-source demand assessment into their standard process before committing to new program development or expanded recruitment investment in existing programs.

Certificates as a Strategic Market-Share Play, Not Just a Stopgap

Graduate certificate growth is not evenly distributed, and that concentration tells institutions something useful. In North Carolina, one university accounts for more than 30% of all graduate certificate completions and achieved greater than 250% growth over five years (EducationDynamics, 2025). That kind of concentration reflects deliberate institutional investment, not incidental market dynamics. Apprenticeship-aligned program growth in healthcare and finance reinforces the same directional signal: Health Care and Social Assistance has seen 906.5% apprenticeship growth over ten years with a 9.3% year-over-year increase, while Finance and Insurance grew 413.6% over ten years with 17.3% year-over-year growth (EducationDynamics, 2025). Institutions with existing strengths in these sectors are positioned to develop certificate and apprenticeship-aligned credentials that meet documented employer demand. The recommendation is to identify two or three program areas where institutional capacity, labor market demand, and certificate format align, and treat those as concentrated investment priorities rather than spreading development resources thinly across the portfolio.

Cross-Functional Prioritization as Operational Infrastructure

Program prioritization decisions made in silos tend to reflect whoever has the loudest voice rather than the clearest evidence. RNL recommends convening cross-functional stakeholder groups including admissions, marketing, academic leadership, and institutional research to align on program prioritization decisions and establish clear, measurable KPIs for each program before scaling digital marketing efforts (RNL, 2025). Campus strategic value, including mission alignment, faculty strength, and student success metrics such as retention, graduation rates, and job placement, should be a primary variable alongside market demand data when deciding which programs receive recruitment and marketing investment (RNL, 2025). Speed-to-market is also a real competitive variable: institutions that can move new programs from concept to enrollment faster than competitors gain a meaningful advantage in a market where demand signals shift (RNL, 2024). Institutions should establish a formal program prioritization process with defined criteria, assigned data owners, and a regular review cadence so that portfolio decisions are made with current evidence rather than historical assumptions.

Action Items

• Conduct an honest portfolio audit that categorizes each graduate and certificate program by current enrollment trend, labor market demand, and competitive saturation, using IPEDS and Lightcast data as primary inputs
• Identify programs with declining enrollment and shrinking market size as candidates for sunset review before the next budget cycle
• Build a demand assessment protocol that requires labor market validation, regional search volume analysis, and competitor landscape review before any new program enters development
• Prioritize graduate certificate development in fields where institutional faculty capacity overlaps with documented employer demand, particularly in healthcare and finance given current apprenticeship growth trends
• Convene a cross-functional program prioritization group with representation from admissions, marketing, institutional research, and academic leadership, and establish measurable KPIs for each program before increasing digital marketing spend
• Review internal program approval processes to identify where timelines can be compressed, treating speed-to-market as a competitive variable rather than a secondary concern
• Establish a regular portfolio review cadence so that prioritization decisions reflect current market signals rather than assumptions made at the time a program launched

The evidence across these sources points toward a graduate market that rewards focus over breadth. Institutions running online programs that treat every program as equally worthy of investment will find it increasingly difficult to grow any of them meaningfully in a market where program supply is outpacing student demand. The combination of concentrated certificate growth, rising master's-level wage premiums in specific fields, and the documented outsized gains achieved by institutions that invest deliberately in defined program areas suggests that portfolio discipline may matter more in the next five years than it has in the last ten. How quickly institutions can build the internal processes to act on that evidence is likely to be as consequential as the strategic decisions themselves.

References

1. 2025 Landscape of Higher Education: Higher Education in the Era of the Modern Learner. EducationDynamics, 2025.
2. The ROI Equation: How to Prioritize Academic Programs When Budgets Are Tight. RNL, 2025.
3. Building a Better Pipeline: Enrollment Funnel Needs and Perspectives from Potential Post-Baccalaureate Students. UPCEA, 2024.
4. Using Research to Enhance Your Graduate and Online Program Strategy. RNL, 2024.