Program Remix

Reimagine Your Academic Portfolio Without Draining Your Budget

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

Related Services
Elevate Your Academic Portfolio: Data-Informed Decision-Making for Program Success

FAQs for Higher Education Institutional Leadership

PES Program Remix identifies high-demand programs you can build using courses and faculty you already have. This “minimal spend” approach enables you to launch new programs without incurring additional expenses. You can then use the PES Pro Forma Financial tool to model the new program’s revenue, estimate when it will break even, and build a sustainable academic portfolio.
PES Program Remix is designed to help you stay competitive and maintain “growth momentum” by bypassing the “bureaucracy” that often slows down new program launches. It does this by identifying programs that require minimal new course additions, sometimes as few as one, two, or three courses. By providing draft learning outcomes and a full list of reusable courses , it gives you all you need to move through the approval process much faster.
Program Remix finds ways to build new, high-demand programs that will attract new students to your institution. These new students will enroll in a “remixed” combination of your existing courses. This can help fill sections that may be under-enrolled and maximize the efficiency of the faculty and courses you already have, all while offering a new program to the market.

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.
PES Program Remix is the tool that analyzes your entire catalog. It finds all your courses, their descriptions, and their learning outcomes. It then connects them to market opportunities you may not have seen, showing you how to combine courses from entirely different departments (like Business and Computer Science) to create a new, innovative program. It’s designed to find and unlock the value you already possess.