Demo workspace
Demo Institute of Technology
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Explore Tutorops using 100 sample students, computed live by the same engine your account uses.
Nothing here affects your college data.
Try these four things
A two-minute look around, in the order that makes sense
31 sample students are recruiter-ready today
43 more are within 15 points of a threshold. The largest opportunity is SQL and Problem Solving.
Students
100
100 with skill evidence
Recruiter ready
31
clears at least one role
Almost ready
43
within 15 points
Needs improvement
26
no role within reach yet
Average readiness
73.6
best role per student
Readiness by department
Where the weakness is
| Dept | Students | Average readiness | Ready |
|---|---|---|---|
| CSE | 30 | 82.1 |
15 |
| IT | 22 | 79.6 |
11 |
| ECE | 20 | 68.2 |
4 |
| EEE | 15 | 64.8 |
1 |
| ME | 13 | 62.1 |
0 |
Top skill gaps
What is holding the batch back
Ranked by readiness points the batch recovers if the gap closes — not by how many students are weak.
| Skill | Students | Points recoverable |
|---|---|---|
| SQL short by 3.25 levels | 127 |
874 |
| Problem Solving short by 2.22 levels | 114 |
864 |
| Excel short by 3.59 levels | 115 |
789 |
| Speaking short by 2.23 levels | 101 |
759 |
| Data Analytics short by 3 levels | 146 |
747 |
| Power BI short by 2.97 levels | 67 |
464 |
| Teamwork short by 1.99 levels | 48 |
362 |
Gap instances counts student–role combinations, not students,
so a student short on SQL for three roles appears three times. Points recoverable is
the estimated increase in total readiness across the cohort if that gap closed — an
analytical estimate from recorded skill levels, not a prediction of placement outcomes.
Recruiter readiness
Who is ready for which recruiter?
| Role | Company | Eligible | Ready | Almost | |
|---|---|---|---|---|---|
| AI Engineer needs 82 | InnovateLabs | 34 | 5 | 16 | Open |
| Business Analyst needs 75 | FinEdge | 92 | 15 | 41 | Open |
| Cloud Engineer needs 80 | CloudSphere | 54 | 1 | 32 | Open |
| Data Analyst needs 78 | DataCore | 80 | 4 | 26 | Open |
| Software Engineer — Java needs 80 | TechNova | 54 | 17 | 19 | Open |
You've seen the real workflow
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