What are the phases of the OBE governance loop?

The full-cycle loop runs through Define (architecture), Measure (attainment), Intervene (action), and Refine (CQI), replacing fragmented departmental spreadsheets with a centralized, AI-driven engine.

What happens when a cohort trends below its target?

The Intervene phase triggers automated alerts and directives to Deans and faculty when a specific cohort or course trends below target attainment thresholds, prompting revised pedagogies.

Institutional Governance

AI OBE Engine

Govern Outcome Based Education (OBE) from the top down. Automate measurement, enforce compliance, and drive continuous quality improvement across every department.

Automate OBE Governance

The Governance Loop

Full-Cycle OBE Automation

Replace fragmented departmental spreadsheets with a centralized, AI-driven engine that never stops measuring and refining academic quality.

Define (Architecture)

Establish the global matrix mapping COs to POs to PSOs across the entire institution. Lock frameworks to ensure strict compliance.

Measure (Attainment)

Automatically ingest daily assessment data from the LMS to calculate real-time attainment of every defined outcome.

Intervene (Action)

Trigger automated alerts to Deans when a specific cohort or course is trending below target attainment thresholds.

Refine (CQI)

Close the loop by generating data-backed recommendations for curriculum updates and pedagogical adjustments.

Eradicate Subjectivity

Manual OBE reporting is notoriously prone to error and inflation. Faculty often reverse-engineer data at the end of the semester to satisfy accreditation requirements.

The AI OBE Engine eliminates this by ingesting raw assessment data (exams, lab submissions, projects) in real-time, calculating absolute attainment based on pre-locked institutional rubrics.

Real-Time Attainment Calculation

System Locked

Midterm Batch Ingestion: 78% Threshold

Course Outcome 3 (CO3)Attained

Program Outcome 2 (PO2)Current: 68%

Target: 70% | Status: Pending Final Exams

CQI Enforcement

Closing the Quality Loop

Target Auditing

If an outcome hits 100% attainment year over year, the engine flags the targets as too low.

Direct Intervention

Automated directives to faculty to revise specific pedagogies when attainment fails.

Indirect Measurement

Aggregates exit surveys and alumni feedback to validate internal academic grades.

Accreditation Export

Generates formatted, immutable CQI reports directly ready for NBA/NAAC submission.

FAQ

Questions, answered

It governs Outcome Based Education from the top down, automating measurement, enforcing compliance, and driving continuous quality improvement across every department.

Institutional Control

Give your Deans and Directors the executive oversight required to guarantee educational quality across every discipline.

Deploy OBE Governance

Related Institution Modules

Explore other connected modules across the Institution Intelligence Suite.

Outcome Intelligence Course Outcome Mapping Program Outcome Mapping Program Specific Outcomes Curriculum Intelligence Faculty Intelligence Research Intelligence