SIGNAL
OR NOISE?
The Machine Learning Layer for Enrollment
The enrollment funnel is flooded with strategic data — tools, vendors, campaigns, scores, visits and communications all perceived as "signal".
But signal isn't an event, profile or activity. It isn't correlation. It's meaning.
With customized machine learning, we decode how each student’s behavioral signals interact—cutting through the noise to guide your team to act where it matters most.
The result: greater precision, personalization, efficiency—and stronger enrollment outcomes.
This isn’t just another layer in the enrollment funnel.
It’s the missing one.
enroll ml has been honored as a top global innovator in the next generation of ed-tech solutions
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PRECISION WHERE IT MATTERS MOST
For overextended teams, enroll ml returns time. For counselors stuck in guesswork, it brings clarity. For institutions with inconsistent applicant pools and not enough resources, it provides direction.
It decodes student signals daily, revealing who’s leaning in and who’s drifting. No guesswork. Just real-time insight.
The result: less administrative work, more impact. Higher yield, better morale. All without more staff or hours.
This is the missing layer. The one that turns data into action and makes every effort count.
Simple and Fast to Deploy
Deploy a custom machine‑learning layer in just eight weeks—with under 10 hours of your team’s time—to automate enrollment processing and deep behavioral insights instantly - literally anywhere in the enrollment cycle.
100% Trained on Your Institution's Data
Custom machine learning that lives inside of your admissions funnel ensures that you have the most precise view of student intent signals every single day.
Powerful Applicant Signals That Have Previously Been Missed
The interrelated behaviors, communications and actions inside of critical time windows tell us much more about a student's state of mind than profile and simple action regressions.
Any Enrollment Challenge, Any Time
Traditional, Adult, Grad...no matter what your strategic enrollment challenge, enroll ml will give you more precise and instant insight into the opportunities and risks of your enrollment funnel than you've ever had before.
THE POWER OF MACHINE LEARNING
Your students behave uniquely - we can prove it - and our machine learning engine identifies the exact combinations of behaviors, timing, and engagement patterns that signal, with precision, where each student is in their individual decision journey.
enroll ml is currently in use across the U.S., but we do not publish our complete partner list. While this may be unconventional, many institutions consider enroll ml to be a competitive advantage for their enrollment efforts.
Reach out to us directly for more insight into where enroll ml may be in use near you.
SNAPSHOT OF PARTNER SUCCESS
500+
COUNSELOR HOURS SAVED ANNUALLY
25%
ENROLLMENT GROWTH
150%
2-YEAR AVERAGE ENROLLMENT GROWTH
20%
IMPROVEMENT IN MELT
When institutions apply our machine learning layer to their enrollment strategy, the results speak for themselves. While outcomes vary, partners have reduced melt, improved yield, and retained more students through the funnel.