Recommendation Engine

Smart, secure, student-centered recommendations

Enrolla brings together student insights and program data to recommend the right fit.

How It Works

Enrolla evaluates program fit by combining three key data sources: personality traits from the Big Five, student preferences from the Program Fit Assessment, and program metadata. These insights create personalized, high-accuracy recommendations.

Personality Traits

Understand the student behind the application

Through the Big Five assessment, we capture each student’s core personality traits, helping match them with programs that fit their natural strengths, motivations, and learning styles.

Discover your ideal program

Program Preferences

Align programs with student goals

The Program Fit Assessment gathers each student’s academic and lifestyle preferences, from ideal learning environments to program duration. Ensuring recommendations reflect what students truly want.

Program Metadata

Leverage rich program data

By mapping detailed attributes like career outcomes, delivery method, and study abroad options, we ensure each recommendation connects students with the programs best suited to their interests and goals.

Transparent, explainable logic

Our goal is to avoid “black box” AI. The recommendation output includes:

Ranked List

Explore a prioritized list of programs tailored to you.

Fit Factors

Understand the key reasons behind each recommendation.

Confidence Score

See how confident the system is in each match.

Private by design

The AI runs in a secure environment and never uses student data for external training. We:

Encrypt and isolate student input

Use institution-specific logic where applicable

Allow for on-premise or region-specific hosting

Continuously learning,         never guessing

As more students use the system, we’re able to enhance:

Recommendation accuracy

Response-time efficiency

Personalization depth

Our AI stays current with human-reviewed updates and institution-level controls for transparency.

See the AI in action

Want to test how it interprets your institution’s program list? Book a walkthrough and we’ll show how the recommendation logic works, step-by-step.

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Book a Demo

See how our platform works and get your questions answered — no pressure, no commitments. 15–30 min personalized walkthrough

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