Case study

An engineering college cut NAAC cycle-3 prep from 6 months to 6 weeks

Type Engineering college
Board / affiliation Affiliated to a State Technical University
Students 3 400
Staff 210
Region South India
Footprint Single campus, 12 departments
Modules deployed:ExaminationPlacementLMSHRFinanceCompliance Reports

The college in one line

A 3 400-student engineering college in South India, affiliated to a state technical university, 12 departments, preparing for NAAC cycle-3 reaccreditation in 2026.

The before

The IQAC coordinator had a 6-month annual ritual: gather data from the placement office, exam controller, HR, Accounts, and 12 head-of-departments. Cross-check it. Format it for NAAC's seven criteria. Generate evidence PDFs. Submit.

The pain in numbers:

  • 14 separate spreadsheets maintained by 14 different people, none of them synchronised
  • 6 person-months of effort per accreditation cycle, plus 1 month of "find the missing data"
  • 3 specific data points that were impossible to reconstruct because nobody had recorded them at the time (extension activities of 2022, alumni-feedback scores of 2023)
  • 2 audit-cycle anomalies that took 4 weeks to explain to the visiting peer team

The IQAC coordinator's quote from our discovery call: "I spend more time chasing data than analysing it. By the time I have the data, the cycle is over."

What we changed

Over 4 months we deployed:

  • Examination + LMS modules — every assessment now lives in the system. Course outcome → programme outcome mapping enforced at assessment-creation time. No retrofit math.
  • Placement module with NAAC §5.2 report wired — every offer, every job description, every campus drive recorded against the academic-year + programme. Internship-to-PPO offers counted correctly (the area cycle-2 dinged them on).
  • HR module — faculty profiles with publications, conferences, FDPs, professional bodies, research grants — all entered once, surfaced everywhere.
  • Finance module — capital expenditure, library expenditure, research-grant disbursement — all tagged by category.
  • Compliance reports — NAAC criterion-wise dashboards live-computed from the same data.

The after

Metric Before After
Time to assemble NAAC evidence 6 months 6 weeks
Number of spreadsheets 14 0
Data-anomalies during audit visit 2 0
§5.2 placement-report regeneration time 3 days 90 seconds
§3.4 NBA course-outcome attainment report manual per programme one click per programme
Peer-team data requests answered live ~30% ~95%

The college submitted for cycle-3 in March 2026. They got their score back in two weeks — the fastest turnaround they'd ever had. (NAAC moves slowly when the data isn't clean; they move quickly when it is.)

"I spent the 6 weeks on actual interpretation of the data — what to do about the gaps — not on chasing the data."
— IQAC Coordinator

What we'd do differently

We tried to teach 14 different department heads to enter their own data into the system simultaneously. Three of them resisted; their data was always 2 weeks behind. With hindsight, start with the heads who are already comfortable with software, prove the pattern, then bring the resistors along.

Also: we underestimated the discovery effort to find historical data (extension activities of 2022, etc.) — that took 4 weeks of side-work that wasn't in our project plan. Budget 6-8 weeks of historical-data archaeology at the start of any NAAC engagement.


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