Fresher hiring intent is still strong — but increasingly selective.
TeamLease EdTech, Career Outlook H2 2026 · 1,097 employers
Campus → Industry
The opportunity is real. Readiness has to be real too.
C2I helps colleges see where students actually stand, then close the gaps through realistic work simulations, practitioner-led intervention and measurable reassessment.
Designed to complement existing placement preparation — not replace it. No placement guarantees. No one-size-fits-all training.
Less than half of graduates assessed were considered overall employable.
Mercer | Mettl, India Graduate Skill Index 2025 · 1M+ students, 2,700+ campusesDevelopers prefer practical, real-world coding challenges.
HackerRank Developer Skills Report 2025 · 13,732 respondents, 102 countriesEmployers cite skill gaps as a major barrier to transformation.
World Economic Forum, Future of Jobs 2025 · 1,000+ companies
The real gap
College teaches. Placement teams prepare. Industry still tests something else.
A student can know Java, clear aptitude, finish certifications and still struggle when the task is unfamiliar, the data is messy, the code is someone else's, or AI gives a plausible but wrong answer.
C2I focuses on that translation layer: from knowledge to applied capability, from project completion to problem ownership, and from tool usage to judgement.
See the evidence behind this thesis →
A different sequence
Don't train first. Diagnose first.
The same 40 hours for every student is convenient. It is not always efficient. C2I starts with signal, then targets intervention.
DayOne Index
Practical readiness assessment across role-relevant technical and workplace dimensions.
Find the actual gaps
Separate foundation gaps, interview gaps and real-world execution gaps instead of treating them alike.
Work on reality
Debug, analyse, build, test, explain and use AI inside constrained industry-style scenarios.
Measure movement
Compare readiness before and after intervention at student and cohort level.
Why practical matters
HackerRank found that 78% of developers say assessments do not align with real-world tasks, while 96% believe problem-solving should matter more than memorisation.
That is not an argument to abandon fundamentals. It is an argument to test whether fundamentals survive contact with real work.
What "real-world" means
Not another tutorial project.
Real work often begins with something incomplete, ambiguous, inherited or broken. Our simulations are designed around that reality.
Engineering
Read unfamiliar code. Trace a defect. Fix an API. Work with Git. Add tests. Explain the trade-off.
Data & Analytics
Clean messy data. Write SQL. Find the business story. Build the right visual. Defend the recommendation.
AI-native work
Use AI to accelerate research, coding and analysis — then validate, challenge and improve its output.
Cloud & systems
Reason about deployment, reliability, cost and operational trade-offs instead of memorising service names.
Illustrative output
A score should tell you what to do next.
DayOne is designed to produce an actionable readiness profile, not merely another pass/fail result.
How DayOne works →Foundations78
Code comprehension61
Debugging52
Testing39
AI judgement72
Communication66
Illustrative only. Final dimensions and scoring are calibrated by role and pilot context.
AI changed the workflow
So readiness cannot mean “AI off” forever.
In HackerRank's 2025 global developer survey, 97% reported using at least one AI assistant and AI generated 29% of code on average.
C2I assesses both independent reasoning and AI-assisted execution. The goal is not prompt tricks. It is whether a student can use modern tools without outsourcing judgement.
UnderstandPrompt with contextValidateTestExplain
Practitioner-led
Built from the other side of campus hiring.
C2I is being developed by professionals with experience across technology, analytics and consulting organisations, including:
Microsoft
Amazon
Mu Sigma
Accenture
Company names indicate professional experience of contributors. C2I Academy is independent and is not represented as being endorsed by or affiliated with these organisations.
For colleges
You may already have placement training. Good.
C2I is designed to complement what already works, then expose gaps conventional marks, certifications or generic training may not reveal.
Cohort visibility
See where readiness is strong, where it breaks and which interventions matter most.
Targeted intervention
Different students need different help. Segment by demonstrated need instead of attendance list.
Evidence of movement
Reassess after intervention so the outcome is more than satisfaction scores and certificates.
Start with one cohort
Before proposing a program, let us understand your placement reality.
Tell us your target roles, recruiter mix, existing preparation and where students struggle. We will use the first conversation to determine whether C2I adds anything useful.
Explore a Pilot
Book a 30-minute Conversation
hello@c2i.academy
Pilot enquiry captures institutional context; scheduling is optional.
Common questions
Before we talk.
Is C2I another placement-training vendor?
That is not the intended model. The starting point is readiness benchmarking and evidence. Any intervention is designed around the gaps identified, and can complement existing placement vendors or internal training.
Are you promising jobs or placement percentages?
No. C2I does not make placement guarantees. Early pilots should measure readiness movement first; placement correlation can be evaluated over time as evidence accumulates.
Do students need prior project experience?
Not necessarily. The benchmark is calibrated to the cohort and role. For engineering tracks, foundational programming knowledge is expected; applied simulations can then identify where classroom knowledge does or does not transfer.
Can this work beyond software engineering?
Yes. The same diagnose → apply → reassess model can extend to data, analytics, cloud and other role families, with different rubrics and simulations.