ABS · Behavioral Enhanced Risk Scoring

Applicant Behavior Score

Behavioral prediction for enrollment yield, retention, and degree completion — what demographic models cannot measure.

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MarketHigher Education · Enrollment
OutputPrediction Score
DeliveryJSON · PDF report
MonitoringEnrollment Cycle
GatewayBERS PPS Required
MarketHigher Education
DeploymentAPI · Batch
DeliveryJSON · PDF
GatewayBERS PPS Required
What It Does

Behavioral prediction before enrollment yield is calculated.

ABS generates a behavioral prediction score for each admitted applicant before enrollment decisions are finalized. The Brain evaluates behavioral signals across academic commitment, resilience under pressure, financial responsibility, and long-horizon planning — four dimensions that correlate with enrollment and degree completion in ways demographic proxies cannot reach. The score is delivered as a standardized index applicable at any phase of the enrollment cycle: admit, deposit, scholarship allocation, or retention intervention.

Who Uses It

Enrollment management. Financial aid. Retention programs.

University enrollment management offices seeking yield prediction beyond ZIP code and high school GPA. Financial aid offices allocating merit scholarships based on completion probability rather than demographic inference. Retention programs identifying behavioral early-warning signals before a student's first semester. Any institution that has discovered that the students who look best on paper are not always the students who stay.


Capabilities
01
Enrollment Yield Prediction

Behavioral signals predictive of whether an admitted student will enroll — independent of financial aid package and proximity to campus. Identifies yield-at-risk admits before the deposit deadline.

02
Retention Risk Assessment

Behavioral patterns associated with early departure — first-to-second year attrition, mid-program stops, and withdrawal trajectories. Delivered at enrollment, actionable before orientation.

03
Degree Completion Modeling

Long-horizon behavioral read on persistence, resilience, and academic follow-through. Supports scholarship decisions and five-year completion rate projections at the individual applicant level.

Compliance

What crosses the boundary — and what does not.

Institution Submits
Name · Date of birth · Email · Phone. Four fields the institution already holds. Hashed before transmission. No additional data collection required.
Institution Receives
A structured Prediction Score: scored outcome, measured confidence, behavioral reason codes, and a full audit-grade provenance chain.
Stays Inside
No raw behavioral data crosses the boundary. No behavioral records transmitted. The institution receives structured output only — what it needs to make a decision, not what The Brain learned to reach it.
Adverse Action
ABS-specific adverse action reason codes delivered with every outcome. FCRA-compliant output structure. Full audit trail maintained for regulatory review.
Access is gated by permissible purpose
Permissible Purpose Standard.

All ABS access flows through the BERS Permissible Purpose Standard (BERS PPS). Institutional eligibility is assessed by the BERS clearing account. Qualified institutions receive an authorization code upon approval.

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