Cohort · Final year · MEC Thrissur · 5 streams · 612 students · KSUM IEDC affiliate
Placement readiness — 8 weeks out.
Thursday May 24 · 7 new alerts · 4 cohorts flagged · NAAC cycle due July 15
Placement-ready
63% (386)
↑ +5 pts vs last month
Avg trust score
678/900
↑ +18 in 4 wks
Cohort size
612students
stable · 5 streams
Top stream
CSE734 avg
↑ 124 students
Department × stream · readiness distribution
Median trust score per stream · bar length = % placement-ready · n = enrolled
Alerts & flags
Last 48h · auto-prioritized
Hotel Mgmt cohort dropped 12 pts this week — 4 students went inactive
2h ago
3 projects pending HITL validation > 5 days
5h ago
Recruiter Infosys requested top-decile shortlist (CSE focus)
Yesterday
+18 students moved into placement-ready band this week
2 days ago
NAAC submission window opens July 1 · 38 days
2 days ago
Lagging cohorts · needs intervention
Click to drill into student-level view
Recruiter activity
Last 14 days · 5 active recruiters · 38 shortlist requests
IN
Infosys · CSE shortlist requested
15 slots · expects 30 candidates · campus visit July 8
TC
TCS · cohort-wide screening invitation
All CSE + ECE · online assessment June 5-7
RZ
Razorpay · top decile drive (fintech)
5 slots · expects 12 candidates · July 22
DR
Dr. Reddy's · pharmacy + healthcare cohort
8 slots · expects 20 candidates · June 28
Cohort · Final year · 612 students
Cohort overview
Filter by stream, year, score band. Click any row to drill into student profile.
| Student | Stream · Year | Trust score | Band | Weakest pillar | Last active | |
|---|---|---|---|---|---|---|
| Athulya Nairathulya.nair@mec.ac.in | CSE · Y3 | 742 | STRONG | Soft skills (52) | 2h ago | |
| Arjun Pillaiarjun.pillai@mec.ac.in | CSE · Y4 | 812 | TOP DECILE | Communication (74) | 1d ago | |
| Deepa Krishnandeepa.k@mec.ac.in | ECE · Y4 | 784 | TOP DECILE | Tech depth (71) | 4h ago | |
| Karthik Menonkarthik.m@mec.ac.in | ME · Y4 | 562 | MID | Internship (42) | 3d ago | |
| Lakshmi Iyerlakshmi.iyer@mec.ac.in | MBA · Y2 | 658 | MID | Tech (58) | Yesterday | |
| Rohit Varmarohit.v@mec.ac.in | Hotel Mgmt · Y4 | 481 | DEVELOPING | Tech (38) | 7d ago | |
| Sneha Josephsneha.j@mec.ac.in | Nursing · Y3 | 619 | MID | Communication (54) | 5h ago | |
| Vinay Kumarvinay.k@mec.ac.in | BBA · Y2 | 671 | MID | Leadership (61) | 1d ago | |
| Anjali Sureshanjali.s@mec.ac.in | CSE · Y3 | 756 | STRONG | Soft skills (61) | 3h ago | |
| Mohammed Rashidm.rashid@mec.ac.in | Pharm · Y4 | 628 | MID | Tech (51) | 2d ago |
Showing 10 of 612 ·
Cohort · Skill-gap heatmap
9 pillars × 7 streams
Average pillar score per stream. Cells <60 are intervention candidates.
Academic
Comms
Tech
Projects
SQL
Leadership
Intern
Soft
Cert
CSE
86
78
82
76
68
74
62
61
71
ECE
81
68
74
71
54
62
58
56
64
ME
74
61
58
62
38
58
51
48
57
MBA
78
76
61
64
52
78
62
72
59
Nursing
76
54
48
61
32
58
74
62
71
Hotel Mgmt
58
62
38
48
28
62
72
71
52
Arts/Design
62
76
39
68
28
61
42
74
48
80+ STRONG
70-79 GOOD
60-69 MID
40-59 WEAK
<40 SEVERE
Cohort · Placement forecast
8 weeks to placement season
Projected placement-ready % per week, baseline vs intervention scenario.
Cohort projection
Now
63% ready · 386 students
baselineWk +1
66% · +18 students
+3 ptsWk +2
69% · +18 more
+3 ptsWk +3
71% · TCS screening boost
+2 ptsWk +4
74% · 4-wk milestone
+3 ptsWk +5
77%
+3 ptsWk +6
79%
+2 ptsWk +7
82% · Infosys drive
+3 ptsWk +8
85% target · 520 students
+3 ptsSensitivity · what moves the forecast
3 levers+5 PTS
Run soft-skills workshop weekly
Weakest pillar across cohort. 6-week run could move readiness 85% → 87%.
+3 PTS
Auto-assign SQL practice for Hotel/Arts
Severe gap in 2 cohorts. Daily 30-min track for 4 wks moves both bands.
+2 PTS
Mentor sessions for inactive students
14 students inactive 7+ days. 1-on-1 outreach reactivates ~60%.
Cohort · Top decile
61 recruiter-ready students
Top 10% by trust score. Privacy-aware sharing — students approve name reveal before recruiter contact.
AP
Arjun Pillai
812
DK
Deepa Krishnan
784
AS
Anjali Suresh
756
AN
Athulya Nair
742
SP
Sanjay Pillai
728
RR
Rakesh Raman
718
Showing 6 of 61 ·
Engine · Recommendations
Cohort + student actions
Engine surfaces highest-leverage interventions. Apply with one click; track outcomes.
Cohort-level (3 ready to apply)
+5 PTS
Run weekly soft-skills workshop · Wed 6pm
Impacts 487 students (weakest pillar across cohort) · 6-week commitment · auto-credit
+3 PTS
Auto-assign SQL track to Hotel Mgmt + Arts (77 students)
Severe SQL gap (28-32 range) · 4-week track · zero cost
+2 PTS
Reactivation mentor sessions · 14 inactive students
Auto-schedules 1-on-1 · faculty volunteers · 30-min slots
Student-level (8 high-confidence)
| Student | Recommendation | Expected | |
|---|---|---|---|
| Athulya Nair | Take Python skill quiz (due) | +12 | |
| Karthik Menon | Enroll in Communication Lab | +8 | |
| Rohit Varma | Auto-assign Hotel Mgmt → Tech bridge track | +15 | |
| Mohammed Rashid | Mentor session: project portfolio review | +10 |
Engine · Project validation · HITL queue
Human-in-loop review
7 student projects pending TPO/mentor validation before counting toward Projects pillar.
Pending validation · 7 projects
Mini ETL pipeline · Python + Postgres
Projects +8
VLSI synthesis report
Projects +10
React Native expense tracker app
Projects +12
Hospital management mock — UML + DB schema
Projects +6
Hotel restaurant POS clone (incomplete)
Projects +4
Network · Inter-college leaderboard · aggregate-only
Where MEC ranks
Privacy-aware: aggregate cohort scores only, never individual students. 28-student minimum threshold.
Privacy by design: No individual student data is exposed in this leaderboard. Colleges with fewer than 28 students in a cohort are anonymized to prevent re-identification (DPDP §9 k-anonymity).
| Rank | College | Cohort avg | Placement-ready | Trend |
|---|---|---|---|---|
| 1 | IIT MadrasCSE final · n=124 | 782 | 87% | ↑ +12 |
| 2 | NIT TrichyCSE final · n=98 | 741 | 76% | ↑ +8 |
| 3 | BITS PilaniCS+IS final · n=156 | 728 | 73% | ↑ +6 |
| 4 | IIIT BangaloreCSE final · n=84 | 714 | 71% | ↓ -2 |
| 5 | MEC Thrissur YOUAll streams · n=612 | 678 | 63% | ↑ +18 |
| 6 | CET TrivandrumCSE+ECE final · n=204 | 662 | 61% | ↑ +4 |
| 7 | TKM Engineering KollamAll streams · n=421 | 639 | 57% | stable |
| 8 | MA College KothamangalamCSE+IT · n=88 | 621 | 54% | ↑ +3 |
| — | 3 colleges below thresholdcohort < 28 · anonymized per DPDP §9 | — | — | hidden |
Network · Consent log · DPDP §9 audit
Consent audit trail
Last 14 days · who granted what · when · click any row for full event detail.
Showing 9 of 248 ·
Tools · Reports
Reports & exports
NAAC-ready, custom cohort exports, periodic snapshots.
NAAC submission report
due Jul 1Auto-generates from cohort metrics + DPDP audit trail. 38 days to NAAC window opening. Last generated: May 12.
Recruiter shortlist export
on-demandPer-recruiter filtered export of top-decile + matching stream. Privacy-aware: anonymized until student approves name reveal.
Weekly cohort snapshot
scheduledPDF + CSV every Sunday 8 PM IST. Auto-emailed to TPO, Principal, Faculty Heads.
Custom query builder
advancedFilter by stream × year × pillar × score band. Build saved cohorts for recurring report exports.
Tools · Settings
TPO office settings
Notifications, integrations, faculty role assignments.
Settings panel
Notification preferences · ERP integration (Camu / Ed-tech) · faculty role assignments · NAAC report templates · academic calendar sync. Deep config UI lands in follow-up sprint.