Guide2026-09-20·9 min read

NAAC's MBGL Framework: How Digital Evaluation Evidence Unlocks Level Progression

NAAC's new Maturity-Based Graded Levels system rewards institutions that demonstrate systematic, evidence-backed progress. Digital evaluation data maps directly to what MBGL assessors look for at each level.

NAAC's February 2025 Shift Changes the Game

In February 2025, the National Assessment and Accreditation Council replaced its grade-based accreditation system with a two-track model. Under the new framework, every institution either achieves Binary Accreditation — a pass against minimum benchmarks — or does not. For institutions that want to demonstrate more than baseline compliance, the optional Maturity-Based Graded Levels (MBGL) track offers five progressive levels.

This is a significant change in what NAAC rewards. The old system assigned grades (A++, A+, A, B++) based on a weighted score. The new MBGL system assesses institutional maturity: how systematically an institution operates, how evidence-driven its improvement processes are, and how consistently it can demonstrate progress over time.

For institutions navigating this shift, one category of evidence stands out as particularly relevant to MBGL progression: examination and evaluation records. The data generated by digital evaluation systems maps almost exactly to what MBGL assessors look for at each level.

What the Five MBGL Levels Mean

The MBGL framework uses five levels to describe institutional maturity:

Level 1 — Initiation: The institution meets binary accreditation benchmarks. Basic systems exist, but they are not systematically documented or monitored. Processes work but depend heavily on individuals rather than institutional systems.

Level 2 — Developing: Key processes are documented and consistently followed. There is evidence that systems exist beyond individual effort — policies, standard operating procedures, and records that persist regardless of personnel changes.

Level 3 — Maturing: The institution uses data from its systems to identify gaps and drive improvements. It does not just follow processes — it measures outcomes, analyses results, and acts on what the data shows.

Level 4 — Optimising: The institution benchmarks its performance against peer institutions and sector standards. It can demonstrate where it stands relative to comparable institutions and show what it has done in response to that comparison.

Level 5 — Transformative: The institution leads sector-wide improvement, contributes to national policy, and generates knowledge about institutional practice that others learn from.

Most institutions seeking their first MBGL assessment will aim to establish themselves at Level 2 or Level 3. The jump from Level 2 to Level 3 — from documented processes to data-driven improvement — is where digital evaluation infrastructure creates the clearest competitive advantage.

How NAAC Criterion 2.5 Maps to MBGL Levels

NAAC's Criterion 2 covers Teaching-Learning and Evaluation. Within it, Key Performance Indicator 2.5 assesses examination and evaluation processes specifically. The indicators under 2.5 include:

2.5.1: Mechanism for internal and external evaluation, examination reforms, transparency, and rigour

2.5.2: Mechanism to deal with examination-related grievances, redressal and transparency

2.5.3: Average time for declaration of examination results after the last date of examination

These three indicators, taken together, describe exactly what digital evaluation systems are designed to address. Here is how the evidence maps across MBGL levels:

MBGL Level	What Assessors Look For in 2.5	Digital Evaluation Evidence That Supports It
Level 1	Examinations conducted, results declared	Basic result data, completion records
Level 2	Documented evaluation procedures, grievance mechanism exists	SOPs in system configuration, grievance portal logs, audit trail of every mark
Level 3	Data shows improvement in result timelines, grievance reduction	Year-on-year result declaration time metrics, revaluation application rate trends, evaluator performance analytics
Level 4	Benchmarked against peer institutions, performance gap identified	Cross-institutional comparison data, evaluation accuracy rates, time-to-result vs sector benchmarks
Level 5	Contributes to sector knowledge on evaluation practice	Research publications, case studies shared with NAAC/UGC, participation in national evaluation reform

The Level 2 Evidence Requirement: Documented Systems

To move from Level 1 (baseline compliance) to Level 2 (developing), institutions need to show that their examination processes exist as institutional systems, not as practices that happen to work because the right people are currently in post.

For examination and evaluation, this means assessors will look for evidence such as:

Written evaluation policies specifying double valuation, moderation thresholds, and revaluation procedures

System-generated records showing that these policies were followed for every examination cycle

A functioning grievance mechanism with records of complaints received, timelines for resolution, and outcomes

A digital evaluation platform generates this evidence automatically. The audit trail — every mark entry, every reviewer action, every moderation decision, every grievance filed and resolved — exists as exportable records. The institution does not need to reconstruct its process history for an NAAC visit; it produces system reports.

Paper-based institutions trying to document Level 2 compliance face the opposite challenge: they need to convince assessors that their documented SOPs reflect what actually happened, without the benefit of system-generated evidence. The paper trail requires manual maintenance and is harder to verify.

The Level 3 Evidence Requirement: Data-Driven Improvement

Level 3 is where NAAC assessors move from "does a system exist" to "does the institution use the system to improve." The question shifts from documentation to analytics.

For examination processes, this requires showing that the institution:

Measured something (result declaration time, revaluation application rates, evaluator agreement rates)

Identified a gap or opportunity (results took longer than intended, one department had unusually high revaluation rates)

Acted on it (changed the evaluation schedule, added a moderation step for that department)

Measured again to confirm improvement

Digital evaluation platforms generate precisely this data as a byproduct of normal operations. Result declaration timelines are logged automatically. Revaluation request volumes are counted. Evaluator-level data shows which evaluators are consistently overridden in moderation, pointing to training needs. Departments with the highest grievance rates are identifiable from system records.

The institution that can present this data to NAAC assessors — actual metrics showing year-on-year improvement in result timeliness, or a documented response to a spike in grievances — has clear Level 3 evidence. The institution that relies on the examination controller's assurance that "things have improved" does not.

KPI 2.5.3: The Result Declaration Timeline

Of the three key performance indicators under 2.5, the result declaration timeline (2.5.3) is the one most directly affected by evaluation infrastructure. NAAC asks: how many days after the last examination date were results declared?

Paper-based evaluation cycles in Indian universities typically run 60-90 days. Digital evaluation platforms consistently compress this to 25-35 days. The reason is straightforward: evaluators access scripts immediately after scanning, evaluation happens in parallel across distributed evaluators, and there is no physical transport of evaluated answer books between evaluators, moderators, and the marks tally room.

A 30-day result cycle versus a 75-day cycle represents a measurable, documented difference. If NAAC treats this as a data point for 2.5.3, the institution with digital evaluation has an inherent advantage — not because it argued for credit, but because the metric is simply better.

Building the Evidence Portfolio Before the NAAC Visit

Institutions often scramble to compile NAAC documentation in the months before their SSR submission. MBGL evidence is harder to manufacture retrospectively than grade-based documentation because MBGL assessors are looking for evidence of time-series data — improvement trends, not point-in-time snapshots.

The practical implication is that MBGL positioning starts now, not when the accreditation cycle opens. Institutions that begin using digital evaluation platforms this academic year start generating the time-series data that will support Level 2 and Level 3 claims in their next NAAC cycle. The ones that wait until the SSR submission period are generating single-point evidence, which supports Level 1 at best.

Three specific records to start capturing today:

Result declaration timeline per examination cycle — date of last exam, date of result declaration, number of days elapsed

Revaluation and grievance volumes — applications per cycle, resolution time, outcomes

Evaluator distribution data — scripts per evaluator, moderation override rates, subject-wise distribution patterns

Each of these is a byproduct of a functioning digital evaluation platform. Together, they form the data foundation for MBGL Level 2 and Level 3 claims in NAAC Criterion 2.