A College That Knew It Had a Problem

KV College of Engineering, a private engineering institution affiliated with Savitribai Phule Pune University, had been operating for thirty years by the time its leadership acknowledged, in 2021, that something was structurally wrong with its career outcomes.

The 52% placement rate was not for want of trying. The college had a training and placement cell with three full-time staff. It organised annual recruitment drives. It ran soft skills workshops and mock interview sessions before campus recruitment season. It had relationships with regional employers across manufacturing, IT services, and infrastructure.

The workshops happened. The drives happened. The placements did not follow at the rate the college needed.

Principal Dr. Ashok Kulkarni convened a review in late 2021 that produced an uncomfortable finding: most of what the college was doing in career preparation was happening in the final semester of the final year — less than six months before graduation. Students arrived at that point either over-confident about opportunities that did not match their profile, or underprepared and unfocused about what they were looking for.

"We were applying career readiness as a finishing coat," Dr. Kulkarni told us. "You cannot finish a building that was never properly constructed underneath. We realised we needed to start working on this in Year 1 — not Year 4."

The college began exploring structured career guidance partners and was introduced to Dheya through a network of principals' associations in Maharashtra.

Designing a Four-Year Career Intelligence Model

The Dheya partnership was not designed as a placement service. It was designed as a career intelligence infrastructure that would run across all four years of engineering education.

The architecture, agreed over four months of planning with the college's academic leadership and placement team, had four distinct phases:

Year 1: Orientation and Assessment (RAPD Foundation)

All first-year students would complete the RAPD assessment in the second semester, with a group debrief session and an individual report. The goal was not career choice at this stage — most 17 and 18-year-olds are not ready for that — but self-awareness. Students would understand their orientation profile and begin to develop a vocabulary for their strengths.

Critically, the RAPD data would be maintained in each student's profile and would inform every subsequent career touchpoint through their four years.

Year 2: Exploration and Exposure

Second-year students would participate in structured industry exposure sessions — Dheya-facilitated conversations with professionals in roles aligned to the RAPD profiles prominent in the student cohort. The goal was to connect abstract self-awareness to real career possibilities.

Students would also begin Individual Development Plans (IDPs) — structured documents, maintained on the Dheya platform, that mapped their RAPD profile to their evolving career interests and the skill gaps they would need to address.

Year 3: Development and Direction

Third-year students, using the IDP as a foundation, would work with Dheya mentors on targeted skill development, internship preparation, and narrowing career direction. Students whose RAPD profiles pointed toward roles requiring specific preparation — GATE for higher studies, certifications for IT roles, portfolio development for design roles — would receive tailored support.

The Dheya mentors assigned in Year 3 would ideally remain the student's mentor through graduation, providing continuity.

Year 4: Placement Readiness and Conversion

Final-year students would enter the placement season with a specific, researched target role category (derived from their IDP), preparation aligned to that category's interview formats, and a mentor actively supporting their search. The college's placement cell would work in coordination with the IDP data to target the right employers for each student cohort profile.

"We understood from Dheya from the beginning that this was a four-year intervention, not a placement sprint. That required a culture change in how we thought about the training and placement cell's role." — Priya Deshmukh, Head of Training and Placement, KVCE.

Year One: Disruption and Recalibration

The first academic year of the partnership (2022–2023) was instructive in ways the college had not anticipated.

The RAPD assessments for the 2022 first-year cohort (420 students) produced a striking aggregate finding: 34% of students showed primary Relational orientations — a profile that points toward roles involving human systems, communication, coordination, and client-facing work. This was the single largest RAPD cluster in the cohort.

The college's engineering curriculum, its placement cell's employer relationships, and its entire career preparation model were built around Analytical and Practical orientations. Relational-dominant students were either being pushed toward IT services roles that did not match their strengths or were being largely ignored by the preparation system.

"When we saw that data, it was confronting," said Dr. Kulkarni. "We had a third of our students whose best professional futures were probably in project management, technical sales, client services, HR in engineering organisations, or business development — and we had been preparing them to compete for software development roles they were fundamentally not excited by."

The Year 1 finding drove an important programme adaptation: the career exploration sessions in Year 2 were redesigned to cover the full range of roles where engineering graduates are competitive — not just core technical roles. Employer relationships were extended to include companies hiring for technical project management, pre-sales, and business analyst positions.

The Three-Year Data

By the end of the 2024–2025 academic year — the third year of the Dheya partnership and the first year in which the full four-year model had run for an entire cohort from Year 1 through final placement — the outcomes were measurable.

Placement Outcomes

| Academic Year | Graduating Cohort | Final Placement Rate | Previous Year Baseline | |---|---|---|---| | 2022–23 | 388 students | 61% | 52% | | 2023–24 | 401 students | 78% | 61% | | 2024–25 | 412 students | 91% | 78% |

The 2024–25 cohort was the first to have completed all four years of the integrated programme from Year 1 RAPD assessment through final placement. The 91% placement rate was the highest in the college's thirty-year history.

Quality Indicators

Beyond the headline rate, three quality indicators showed significant improvement:

Role-to-profile alignment. In 2022, 41% of placed students were in roles that the college's placement team assessed as well-matched to their academic and aptitude profile. In 2025, this figure was 74%. Students were not just getting placed — they were getting placed in roles that matched what they were actually good at.

Time to placement. The average time from first application to offer reduced from 4.3 months in 2022 to 2.7 months in 2025. Students with clear direction and preparation moved through selection processes significantly faster.

Three-month employer retention. The college began tracking this metric for the first time in 2024, collecting data from 87 employers. The 90-day retention rate for 2024–25 graduates was 89%, compared to an industry average of approximately 72% for fresh engineering hires.

What Changed Inside the College

The quantitative outcomes are the headline, but the operational changes that produced them are more instructive for other institutions considering similar programmes.

The placement cell's role changed. Before the partnership, the placement cell's primary activity was logistics: coordinating company visits, scheduling interviews, managing offer letters. After three years, the placement cell had become a career intelligence function. Its staff were trained RAPD facilitators. They maintained live IDP data for every student. They matched company requirements to student profiles rather than simply broadcasting opportunities to the entire cohort.

"We used to send every student for every company. Now we send the right students for the right company, and we tell the company why each student is a fit. That changes the dynamic entirely." — Priya Deshmukh.

Faculty awareness shifted. The RAPD aggregate data for each cohort was shared annually with faculty across departments. Over three years, faculty members began incorporating career context into technical teaching — explaining not just the engineering concept but the professional contexts in which it mattered, mapped to the kinds of roles their students were heading toward.

Student expectations recalibrated. The most significant cultural change was in student expectations. First-year students who completed the RAPD assessment entered the college with a framework for thinking about their career — not a fixed plan, but a vocabulary and a starting point. By the time they reached final year, they had four years of self-knowledge and preparation to draw on. They arrived at placement season with answers to questions that most freshers find difficult: What kind of work do I want to do? What are my actual strengths? What kind of company culture fits me?

"I applied to six companies," said Arnav, a 2025 graduate in Electronics and Telecommunication who secured a technical project manager role at a Mumbai-based infrastructure firm. "My batchmates from other colleges were applying to thirty or forty. I knew what I was looking for and who was looking for someone like me. The IDP my mentor helped me build was basically the story I told in every interview."

Replicating the Model

The partnership model at KV College of Engineering is replicable, but it requires institutional commitment that goes beyond signing an agreement with a career guidance provider.

The colleges that see the strongest outcomes from partnerships with Dheya share three characteristics:

  1. Leadership conviction. The principal and academic leadership treat career outcomes as a core institutional responsibility — not a service function delegated to the placement cell.

  2. Four-year architecture. The intervention starts in Year 1. Colleges that try to run a compressed version in Year 3 or Year 4 see improvements, but not at the magnitude of a full-cycle programme.

  3. Data integration. The RAPD and IDP data is treated as institutional intelligence, not just individual student data. It informs curriculum planning, employer partnership strategy, and resource allocation.

Building Career Intelligence Into Your Institution

If your institution is experiencing placement outcomes that do not reflect the quality of your students, the likely cause is not student capability. It is the absence of the career intelligence infrastructure that helps capable students find and land the right opportunities.

Dheya works with engineering colleges, management institutions, and vocational training providers to design and implement structured career guidance programmes that integrate with existing academic calendars and deliver measurable placement improvements.

Request an institutional partnership consultation →

KV College of Engineering's 39-percentage-point improvement over three years represents what structured, four-year career intelligence can produce. The model is built. The question is whether your institution is ready to build it in.