Guide2026-05-21·9 min read

NAAC MBGL Levels 1 to 5: What Examination Records You Need at Each Tier

NAAC's Maturity-Based Graded Levels framework rewards examination governance with ascending rigour at each tier. Here is precisely what data, documentation, and digital infrastructure each level requires.

The Framework Has Changed — Have Your Examination Records?

NAAC's new accreditation structure, announced in February 2025 and rolling out through 2026, replaces the old letter-grade system (A++, A+, A, B++, B+, B, C) with a two-tier model. The first tier is Binary Accreditation: an institution either meets minimum standards or it does not. The second tier is the Maturity-Based Graded Levels (MBGL) framework, where accredited institutions can pursue five ascending levels of recognition.

Most institutional conversations about MBGL focus on research output, faculty qualifications, and physical infrastructure. Examination governance — how institutions manage, evaluate, and document academic assessment — receives significantly less attention. This is a gap, because examination records are among the most frequently cited data points in NAAC's verification process and are directly cross-referenced against national databases under the One Nation One Data platform introduced with the 2025 reforms.

This guide maps what examination-related data and processes the MBGL framework requires at each level, and how digital evaluation infrastructure determines what evidence your institution can actually produce when it is needed.

The MBGL Scoring Structure

Before mapping requirements by level, the scoring framework:

MBGL Level	Score Band	Descriptive Label
Level 1	601–650	Basic
Level 2	651–800	Developing
Level 3	801–900	Established
Level 4	901–950	Advanced
Level 5	951–1000	Global Excellence

Binary Accreditation requires clearing a threshold (approximately 600 marks across the criteria set) before MBGL eligibility begins. Levels 1 and 2 are assessed entirely digitally through the NAAC portal. Levels 3 through 5 involve hybrid assessments that include on-site validation by a peer team.

Where Examination Governance Appears in NAAC Criteria

Examination governance touches at least four of NAAC's seven criteria:

Criterion 1 (Curricular Aspects): Are assessments aligned with programme outcomes and learning objectives? Is there a documented relationship between what is taught and what is assessed?

Criterion 2 (Teaching-Learning and Evaluation): What processes govern internal and external assessment? What is the verification mechanism for marks? How are evaluation disputes resolved?

Criterion 5 (Student Support and Progression): How quickly are results declared? What grievance redress exists for evaluation disputes? How does the institution support students whose results affect their academic trajectory?

Criterion 6 (Governance, Leadership and Management): Are examination processes documented, auditable, and free from identified incidents? Is the IQAC actively monitoring examination quality?

The DVV (Data Verification and Validation) process under the new framework is substantially more automated than before. The One Nation One Data Platform cross-references institutional claims against UGC, AICTE, AISHE, and NIRF databases. An institution claiming certain pass percentages, examination volumes, or evaluation processes will have those claims checked against data already in government systems. Manual record-keeping that produces numbers inconsistent with AISHE submissions will trigger DVV queries — and the institution must resolve those queries with traceable evidence.

Level 1 — Basic: The Functional Minimum

At MBGL Level 1, NAAC is confirming that examination processes exist and function. The documentation threshold is relatively limited, but it must be portal-ready because Level 1 is assessed entirely digitally — no peer team visit.

Examination evidence required at Level 1:

Examination schedules and timetables for at least the last one to two academic years, uploaded in structured format compatible with NAAC's Data Capture Format (DCF)

Pass percentage data by programme and semester, consistent with AISHE submissions

Evidence that an examination grievance mechanism exists and has received and processed complaints — a log, not merely a policy document

Student-to-evaluator ratio for end-semester evaluations, showing that capacity is adequate

Institutions relying on physical examination registers face their first pressure point here. If digital records do not exist, the exercise of reconstructing and formatting multi-year data for portal submission is manual, time-consuming, and prone to inconsistencies. Institutions with even partial digital evaluation — where result data is held in a database rather than only in physical registers — can export the required formats with substantially less effort.

Level 2 — Developing: System Accountability

MBGL Level 2 adds process accountability to functional existence. The NAAC assessors at this level are looking for evidence that the examination process is not just running but improving over time.

Additional examination evidence needed for Level 2:

Trend data across three years: pass percentages, first-attempt pass rates, and revaluation or scrutiny request rates — showing the direction of change, not just a current snapshot

Internal assessment documentation: how continuous assessment marks are computed, verified against student work, and communicated to students before end-semester examinations

Evaluation process description: who evaluates, under what conditions, with what oversight structure — not just a policy statement but evidence of actual practice (evaluator assignments, evaluation centre logs)

Corrective action records: where evaluation errors were identified, documentation of what remediation occurred, when, and with what outcome

The trend data requirement is where institutions with digital evaluation have a structural advantage. When every evaluation event is logged in a system — evaluator identity, timestamp, marks entered per question — trend analysis is a query. For paper-based institutions, reconstructing three years of trend data from physical registers requires locating files, reconciling numbers across record formats, and manually computing aggregate statistics. The resulting data is less reliable and the effort is substantially higher.

Level 3 — Established: Consistent, Verifiable Practice

Level 3 marks the transition from digital-only to hybrid assessment. A NAAC expert peer team will visit the institution and cross-verify sampled evidence in person. Claims made in the SSR will be checked against physical and digital records on site.

Examination requirements at Level 3 are substantially more rigorous:

Full examination cycle documentation for three years: question paper approval, printing or digital delivery, distribution, evaluation, moderation, result declaration, and revaluation processing — each stage with timestamps and responsible authority identified

Evaluator training records: formal documentation that evaluators receive structured orientation before each evaluation cycle, not informal verbal briefings

Statistical analysis of evaluation outcomes: evidence that the institution monitors evaluator performance and marks distribution at subject or paper level — not just that marks exist, but that their distribution is reviewed for anomalies

IQAC examination review: IQAC meeting minutes or reports that explicitly address examination quality, anomalies identified in the previous cycle, and specific actions taken in response

The peer team at Level 3 will sample answer scripts — or scan logs if the institution uses digital evaluation — and cross-check marks against result registers. They will look for evidence of double valuation and moderation in practice, not just in policy. An institution whose evaluation workflow exists only as a written procedure but cannot be traced in operational records will not satisfy Level 3 scrutiny.

This is where manual evaluation systems show their limitations most clearly. Producing three years of timestamped, complete examination cycle documentation from physical registers is technically possible but operationally difficult and frequently incomplete. Institutions using digital evaluation platforms have this documentation as a system-generated record, accurate to the minute.

Level 4 — Advanced: Data-Driven Examination Leadership

At Level 4, NAAC is looking for institutions that lead rather than comply. Examination governance at this level extends beyond correct process to demonstrable improvement driven by data.

What Level 4 examination evidence includes:

Outcome-linked assessment design: evidence that examination questions and assessment rubrics are designed with reference to stated Programme Outcomes (POs) and Course Outcomes (COs), and that there is a documented feedback loop from results to curriculum review — not just a one-time exercise but a repeating cycle

Comparative benchmarking: how does your institution's examination quality compare to peer institutions? This might use NIRF data, graduate employer feedback on academic preparedness, or industry surveys as external validity indicators

Digital examination analytics: use of examination data — per-question performance analysis, evaluator consistency metrics, cohort performance trends across years — to inform specific academic decisions, with documentation of what changed as a result

Published examination processes: your examination manual or policy should be publicly accessible to stakeholders, demonstrating that transparency is not aspirational but operational

The phrase "digital examination analytics" at Level 4 means something specific. NAAC expects that the institution can demonstrate, with data, how examination insights changed academic practice. A table showing that question 7 in Mathematics was answered correctly by only 18 percent of candidates — and that the curriculum or pedagogy was adjusted in response — is the kind of evidence Level 4 requires. This demands a system that captures marks at question level, not just paper level, and that stores them in a format available for analysis.

Paper-based evaluation and aggregate-level digital records cannot generate this evidence. Question-level analysis requires question-level data capture, which is an inherent output of on-screen marking systems configured to record marks per question.

Level 5 — Global Excellence: International Standards

MBGL Level 5 positions an institution for international comparison. The scoring band (951–1000) reflects expectations that are substantially above what most Indian institutions currently meet — Level 5 is the target for institutions positioning themselves alongside internationally recognised universities.

Examination-related expectations at Level 5:

International comparability: evidence that assessment standards have been validated against international frameworks — external examiners appointed from foreign universities, credit transfer arrangements that have been operationalised, or disciplinary accreditation such as ABET, AACSB, or NBA that includes assessment quality standards

Continuous improvement system: a documented, functioning cycle of outcome-based education review where examination data is the primary input for curriculum decisions, and where the cycle is demonstrably complete (assessment → analysis → curriculum adjustment → reassessment)

Transparent grievance and appeal process: not just a policy but a demonstrably functional process with publicly reported turnaround times and resolution statistics

Scholarly attention to assessment: faculty publications, conference presentations, or institutional reports on assessment methodology, indicating that examination quality is a subject of academic attention, not only administrative management

The examination infrastructure supporting a Level 5 application is sophisticated enough that ad-hoc digital adoption is insufficient. The institution needs examination data that is structured, longitudinal, and connected to academic governance systems. The data chain from student assessment to curriculum decision must be traceable and documented across multiple cycles.

Building Toward Your Target Level

Most Indian institutions entering the new framework will re-enter at Binary Accreditation and seek MBGL Level 1 or 2 as an initial milestone. The practical path:

Step 1 — Audit current examination records. What data exists in digital form? What requires manual reconstruction? Where are the gaps between what NAAC's DCF requires and what you can currently produce?

Step 2 — Adopt digital evaluation for external examinations. This creates the timestamped, traceable documentation that NAAC requires at Levels 2 and above as a system-generated output rather than a retrospective reconstruction.

Step 3 — Configure examination data reporting. Ensure that pass percentages, revaluation rates, evaluator assignments, and moderation outcomes are exportable in formats compatible with NAAC's data submission requirements and consistent with AISHE data already held by the government.

Step 4 — Connect IQAC review to examination data. IQAC minutes should reference specific numbers and trends — not general assertions about examination quality. When the peer team reads your IQAC records at Level 3, they should see evidence that the committee reviewed, deliberated on, and acted on specific examination data.

The institutions that will reach Level 3 and beyond are those that have made examination governance a documented, data-driven function rather than a logistical routine managed informally. NAAC's shift to AI-assisted DVV and One Nation One Data cross-verification means that claims without traceable digital evidence will not survive scrutiny. Examination records are among the most verifiable claims an institution makes, because AISHE, NIRF, and student-facing portals all contain data points that independently check against examination claims.

The institutions that build this infrastructure now will not be scrambling to reconstruct evidence when the accreditation window opens.