After Binary Accredited: Using Digital Evaluation to Climb NAAC MBGL Levels 1 to 3

The Question Every Accredited Institution Must Now Answer

Since NAAC replaced its A++–D grading regime with Binary Accreditation in February 2025, the question "what grade did you get" has been replaced by two distinct questions. The first is binary: are you Accredited or Not Accredited? The second, for institutions that are Accredited and want to demonstrate how good they are, is: which Maturity-Based Graded Level have you achieved?

This shift changes the strategic planning problem for quality-focused institutions. Under the old framework, an institution that achieved A or A+ had limited incentive to invest further in accreditation work until the next cycle. Under MBGL, accreditation is a continuous improvement ladder with five publicly visible levels. Institutions at Level 1 have met minimum thresholds. Institutions at Level 3 have demonstrated stable, sustained quality processes. The difference between those two positions is visible to students, employers, regulators, and funding bodies.

This guide focuses on the journey from Binary Accredited to MBGL Level 3, and specifically on how examination and evaluation infrastructure contributes to — or blocks — that progression.

The Five MBGL Levels at a Glance

Assessment methodology changes as levels increase. Levels 1 and 2 are evaluated entirely through digital document submission and AI-supported data validation — no site visit. Level 3 introduces a hybrid assessment with physical verification for a sample of evidence. Levels 4 and 5 require on-site expert review.

This means an institution's path from Binary Accredited to Level 2 is entirely a document quality and data quality challenge. The institution that can produce clean, consistent, verifiable evidence across its seven-criteria Self-Study Report (SSR) can reach Level 2 without any physical visit complexity. Level 3 then requires that the evidence is not only present but stable — showing consistency year on year.

How Criterion 2.5 Is Assessed at Each MBGL Level

Criterion 2 covers Teaching-Learning and Evaluation. Within it, Key Indicator 2.5 — Evaluation Process and Reforms — is the section most directly affected by examination technology decisions. It contains three Quantitative and Qualitative Metrics (QnM and QlM) that NAAC assesses at each level:

2.5.1 — Mechanism of Internal Evaluation: Evidence that the institution has a defined and functioning system for continuous internal assessment, with documented procedures for setting papers, moderating, and grading.

2.5.2 — Transparency of Evaluation: Evidence that students have access to evaluated answer scripts (or digital equivalents), a documented grievance mechanism, defined timelines for re-evaluation requests, and data on grievance resolution rates.

2.5.3 — Use of IT Tools for Evaluation: Evidence that technology has been applied to examination administration, evaluation, or result processing — including scanning, digital marking, automated aggregation, or result portal delivery.

What Level 1 Requires for Criterion 2.5

At Level 1, NAAC asks whether the mechanisms exist and are documented. An institution needs to show that:

An institution running fully manual evaluation can, in principle, satisfy Level 1 requirements for 2.5 if its paper-based processes are well-documented. The Level 1 bar is compliance, not quality.

What Level 2 Requires

Level 2 shifts the question from "does the mechanism exist" to "does it demonstrably improve over time." IQAC is expected to show impact — not just activity. For Criterion 2.5, this means:

This is where digital evaluation becomes a Level 2 differentiator. An institution that introduced answer sheet scanning and on-screen marking during the 2024-25 cycle can document: the volume of answer books processed digitally, the reduction in result publication time compared to the prior year, the grievance resolution rate before and after digital transition, and the AQAR entry that identified manual evaluation turnaround as a quality gap and proposed digital evaluation as the intervention.

Each of these is a Level 2 data point. Together they constitute exactly the kind of "documented continuous improvement loop" that NAAC requires at this level.

What Level 3 Requires

Level 3 is where the quality standard significantly increases. The defining requirement is stability: year-over-year performance variance under 10% across key institutional metrics. For evaluation processes, this means:

Level 3 also introduces the hybrid assessment element: NAAC validators will physically verify a sample of the documents submitted. An institution at Level 3 cannot rely on narrative descriptions of its evaluation system. It must produce system logs, audit trails, and process records that confirm the claims in its SSR.

This is the point at which the architectural quality of digital evaluation infrastructure determines accreditation outcomes. A well-implemented on-screen marking system produces a complete audit trail as a byproduct of normal operation: which evaluator marked which answer book, when, what annotations were made, what the first valuation score was, whether a second valuation was triggered by variance, what the moderator decided. This trail is Level 3 NAAC evidence in the format NAAC needs.

A manually maintained spreadsheet of marks, even if scrupulously accurate, cannot produce this evidence.

Building the Evidence File for Each Level

Institutions planning their MBGL progression should build a structured evidence folder for Criterion 2 that is updated at the close of each examination cycle.

For Level 1 evidence:

For Level 2 evidence (add to Level 1 file):

For Level 3 evidence (add to Level 2 file):

The IQAC's Role in Building MBGL Evidence

A consistent finding in institutions that stall between Level 1 and Level 2 is that the IQAC is collecting data but not using it to drive decisions. The Level 2 requirement for "documented continuous improvement" is not satisfied by an AQAR that lists activities and inputs. It requires the AQAR to show: we measured this metric, found it below target, took this action, and here is the subsequent measurement.

For examination quality specifically, the IQAC should add the following metrics to its annual measurement framework:

With two years of this data in hand, an institution has the raw material for Level 2. With three years of stable data showing variance under 10%, it has the foundation for Level 3.

The Planning Horizon

NAAC's SSR cycle requires institutions to submit evidence for the most recent completed academic years. An institution that begins implementing digital evaluation infrastructure in the 2026-27 academic year, and runs it through at least two full examination seasons with systematic data capture, will have Level 2 evidence ready for a 2028-29 SSR submission — and will be well-positioned to build toward Level 3 by 2030-31.

The institutions that will present the strongest MBGL applications in the late 2020s are the ones that are building the data infrastructure now, not when the SSR deadline is six months away.

Binary Accreditation is the floor. MBGL is the building above it. The examination and evaluation system is one of the most document-intensive, data-rich domains an institution administers — and it is where the evidence base for Levels 1 through 3 is most straightforwardly built.

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