Program Remix
Predict Program Size uses machine learning to predict the most uncertain and impactful number in program plans: enrollment. The model distinguishes between large and small programs with over 90% accuracy, helping colleges avoid expensive program failures. Predict feeds 10-year pro forma financials, calculating program revenue, expense, and cash flow. Predict with pro forma provides faster, more accurate estimates to better inform program decisions, ensuring that the programs you start or grow strengthen institutional financials.
New Degrees, No Extra Spend
Launch new programs by repurposing existing courses and faculty expertise. Avoid the time, cost, and hassle of building programs from scratch.
Data-Informed Design
Let AI analyze market trends, student demand, and your current curriculum to pinpoint opportunities for new, competitive programs.
Built for Your Resources
Program Remix works with your institution’s course catalog, terminology, and academic structure to create programs that fit your existing framework.
Stay Competitive
Quickly respond to workforce needs and student interests by offering relevant programs that drive enrollment and set your institution apart.
Learn more about Gray DI's Program Remix
- Enables data-informed decision-making
- Involves institutional leaders, relevant deans, faculty, and functional managers
- Includes large group discussion and small breakout groups
- Builds consensus among key stakeholders
- Accelerates implementation by months–or years
FAQs for Higher Education Institutional Leadership
How do I find new, revenue-positive programs that don't require a large, risky upfront investment?
How do I keep our institution competitive by launching new programs quickly, instead of getting stuck in a two- or three-year development cycle?
How do I increase student enrollment without significantly increasing our faculty costs?
How do I get the data I need to make a confident, data-informed decision to launch a new program and present a solid case to my board?
Gray DI’s PES system is designed to replace “gut feeling” with a complete, data-informed package.
- Step 1: PES Program Remix uses market data to identify a high-demand program you can build with your existing courses.
- Step 2: PES Predict Program Size forecasts the specific number of graduates you can expect at your institution for that program.
- Step 3: The PES Pro Forma Financials tool builds a full financial plan, showing projected enrollment , revenue, costs, and when the program will break even. This gives you a “full-blown, pro forma ready to share” for your next board meeting.