What We Actually Did
This didn’t start as a research project. We didn’t set out to study students, we set out to help them. Over a two admission cycles, we worked directly with roughly 2,000 students, walking them through their own applications in real time: which portal to register on next, what a rejected document actually needed, which deadline was about to close. We weren’t observing from a distance. We were the people they called when something broke, something confused them. That firsthand involvement taught us things a survey never could, because we weren’t asking students what they thought was wrong after the fact. We were watching it go wrong, live, and helping them get through it anyway.We Weren’t the Only Ones Seeing This
What we saw firsthand isn’t just our own impression. It shows up in government data, in Parliament, and in years of news coverage. The scale of the gap itself is a matter of public record. The National Education Policy 2020 set a target of raising India’s Gross Enrolment Ratio in higher education from 26.3% to 50% by 2035 (Business Today, 2020), a target that depends on far more students actually completing an admission process they start, not just qualifying for one. The fragmentation itself has reached Parliament directly. A 2015 Lok Sabha question on “Students’ Distress” asked the government directly whether complicated admission procedures across universities were causing real hardship, particularly for economically and socially disadvantaged students (Lok Sabha Unstarred Question No. 1530, 2015). The same record shows UGC’s own response: a 2013 regulation requiring every institution to run a formal grievance redressal mechanism, and a “Know Your College” portal launched by AICTE specifically because students had no single trustworthy place to check if a college was legitimate. UGC has since acknowledged the fragmentation problem directly rather than leaving it to be inferred. In 2023, its own chairperson announced plans for a common counselling portal for central universities, stating plainly that students were filling out separate forms for every university instead of having one place to apply (Careers360, 2023). Student bodies had been asking for exactly this for years before that, citing the financial burden of paying separate registration fees for every single counselling process (Careers360 / Press Trust of India, 2023). The technical failures are documented too, not as a one-off, but as a recurring pattern. JoSAA’s own portal has gone down during active choice-filling windows in multiple years, locking students out during the exact days their decisions were due (PaGalGuY, 2016; PaGalGuY, 2015). In Karnataka, a mismatch between the seats colleges reported and the seats they actually had approved led to a public dispute between AICTE and the colleges themselves, with real students caught in the middle of seats that were offered and then reconsidered (Deccan Herald). The clearest single case is a Supreme Court order: the Court directed IIT Bombay to create a seat for a student who had cleared JEE but missed his admission entirely because a fee payment failed due to a technical glitch in the final hours before the portal closed (BOOM, 2018). That student needed the country’s highest court to get the seat his rank had already earned him.The Psychological Cost Isn’t Hypothetical Either
Helping students through this firsthand meant watching more than logistics go wrong. We watched the uncertainty itself wear people down, and that part is documented too, not just by us. Academic stress is already one of the most studied mental health concerns among Indian students, and researchers have specifically singled out India’s competitive admissions environment as a driver of it. A longitudinal study of Indian adolescents found direct effects of academic stress on generalised anxiety and panic symptoms over time, not just a one-time correlation, explicitly noting that India’s population density and intense competition for higher education make this worse than in most other countries (Academic Stress and Anxiety Symptoms Among Adolescents in India). A separate nationwide survey of 616 students across 26 states found that stress tied to career and admission outcomes consistently ranked among the most severe categories students reported (Indian Journal of Positive Psychology, 2020). What makes counselling specifically worse than ordinary exam stress is the uncertainty itself, not just the competition. A 2023 article in the Journal of Family Medicine and Primary Care examined India’s NEET PG medical counselling process directly and described it, in its own words, as having become a matter of “luck and gambling,” citing non-synchronisation between state and national rounds, seats being added or removed mid-process, and court cases disrupting schedules as the specific causes, and calling explicitly for synchronised counselling as one of the fixes (Journal of Family Medicine and Primary Care, 2023). This isn’t an abstract academic finding. It shows up constantly in how students actually describe the process while they’re living through it. Medical aspirants facing repeated seat-allotment delays in Maharashtra told a reporter the wait had become “stress on another level,” since many had already committed to travel and housing before a delayed list left them in limbo again (The Week, 2025). A students’ forum representing roughly 500 WBJEE candidates wrote to their own board describing “extreme mental stress and anxiety” after a results delay put their eligibility for overlapping JEE and CUET counselling windows at risk at the same time (Careers360 / PTI, 2025). None of this is a side effect of admissions being hard. The exam being hard is expected, and nobody involved in this is trying to make it easier. What we kept seeing, firsthand and in every account above, is a second, separate kind of stress layered on top of that, caused entirely by not knowing what’s happening across systems that don’t talk to each other. That’s a solvable problem, and it’s the specific one this whitepaper is about.The Algorithm Itself Has Real Research Behind It
PraveshAI’s seat-matching engine isn’t a new, untested idea. It’s built on the same mathematical approach already powering India’s real centralised admissions. JoSAA’s own seat allocation process is based on the Deferred Acceptance algorithm, first described by Gale and Shapley in 1962, and adapted specifically for Indian engineering admissions by researchers at IIT Kanpur, IIT Kharagpur, and IIT Bombay. Their system has run undergraduate allocation across more than 500 programs and 80 technical universities since 2015, and documented a 70% reduction in vacancies at the IITs after it went live (Baswana, Chakrabarti, Chandran, Kanoria & Patange, NBER/INFORMS, 2018 Wagner Prize finalist). Separate research has gone further, studying how deferred acceptance can be adapted to India’s specific, layered reservation categories while still producing a stable, envy-free outcome (Aygün & Turhan, “Affirmative Action in India with Hierarchical Reservations”). This is why How the Actual Seat Matching Works describes deferred acceptance specifically, and not some other allocation method. It’s the same approach already trusted to run real national admissions.What All of This Added Up To
The problem is structural
It isn’t that any single portal has bad design or confusing forms. It’s that JoSAA, a state CET, and an institute’s own system were each built to work in isolation, so none of them knows what another one already has. No amount of improving one portal’s interface fixes a gap between two portals.
Replacing existing counselling systems outright is the wrong approach
JoSAA, MCC, and every state CET exist because of a legal mandate. A design that assumes they’ll be replaced isn’t a realistic design and we are not doing this while building Superadmission.
Data governance can't be an afterthought
Once the design involves moving a student’s identity, documents, and category data between systems, it has to shape the design from the very first decision, which is why How Superadmission Protects Student Data exists.
This is the thinking behind every other page in this whitepaper. The specific systems, the profile, the document vault, the dashboard, the allocation engine, are what two thousand real students, and everything we found afterward confirming what we’d seen, actually pointed us toward.