Skill heatmaps
See every department, every domain, every month — in one view.
- Department × domain matrix
- Color-graded intensity
- Drill down to student
For InstitutionsCohort intelligence,
Cohort intelligence,
on tap.
Department heatmaps, longitudinal cohort trends, and placement-readiness predictions — so academic deans and placement cells can see how their institution ranks against the country in real time.
The Dashboard
Every department. Every cohort. One pane of glass.
Real-time signal across batches, branches, and years — calibrated against the national pool so your team finally has a shared language for skill.
- → Department-level skill heatmaps
- → Year-over-year cohort comparisons
- → Placement readiness predictions
- → Recruiter-facing institutional reports
IIT Bombay · CSE · 2026 Batch
HeatmapTrendsCohorts
Avg score
718
↑ 38 vs last year
Top decile
832
↑ 24 vs last year
Placement-ready
94%
↑ 6 pts
JanMarMayJulSepNov
This cohortPrevious year
Capabilities
Built for academic and placement teams.
Four pillars of cohort intelligence — designed with deans, not for marketing.
Cohort trends
Track batch-over-batch improvement against your own historical baseline.
- YoY benchmarking
- Inflection alerts
- Exportable reports
Placement readiness
Predict the percentage of students likely to clear placement filters this season.
- Per-domain readiness
- Risk-flagged students
- Targeted intervention plans
Recruiter reports
Auto-generated, branded reports you can share directly with hiring teams.
- White-labeled PDF
- Verified score signature
- Per-domain breakdown
SSO + LMS
One-click sign-on for your students. Direct integration with your LMS for assignment-free assessments.
- Google / Microsoft SSO
- Moodle, Canvas, custom
- Roster sync
Success management
A dedicated partner who joins your placement reviews and helps you act on the data.
- Quarterly insight calls
- Faculty enablement
- Priority support
The heatmaps showed us a soft spot in our 3rd-year communication scores. We added a single elective and watched it lift the next cohort by 40 points.
SM
Prof. Sanjay Menon
Head of Department · IIIT Hyderabad
Book a walkthrough with your placement team.
30 minutes. Bring your team. We'll show you exactly how your cohort would look in Qwish.