How I improved from 55 to 98.9 percentile in CAT over 4 attempts and converted IIM Kozhikode despite personal challenges

This is one of the most honest and instructive CAT journeys we've come across — a 27-year-old female engineer from a tier-2 college who went from 55 percentile in her first attempt to 98.9 percentile in her fourth, and ultimately converted IIM Kozhikode for a full-time MBA. The path was neither linear nor easy, and that's precisely what makes it worth examining carefully.

Her first CAT attempt in 2020 came during her father's COVID-related health crisis — context that matters when evaluating a 55 percentile score. She scored 73 percentile in 2021, 92 percentile in 2022 (converting baby IIMs but choosing to attempt again), and finally broke through in 2023 with 98.9 percentile. She's candid that this score involved only three silly mistakes in Quant, and she acknowledges openly that luck played a role alongside the hard work. That kind of intellectual honesty is something we find rare and worth amplifying.

The Quant transformation is particularly instructive. She credits Patrick D'Souza's Quoin Academy coaching with shifting her approach from formula-dependent problem solving to logic-based thinking — and that shift moved her from the 50th percentile in Quant to the 96th. For aspirants who feel stuck in rote methods, this is a meaningful data point: coaching philosophy matters, and finding one that matches your learning style can be more valuable than sheer hours of practice.

The period between leaving her corporate job in March 2023 and the 2023 CAT was genuinely difficult. She experienced anxiety and panic attacks — and she's clear that the source wasn't fear of competition but the loss of corporate stability. Her therapist saw it differently; she pushed back on that framing. We think both things can be true, and the fact that she continued preparing through that period says something important about what sustained effort actually looks like in practice.

On the conversion side, her final outcome was a direct convert at IIM Kozhikode, with waitlists at MDI and IIM Mandi. Her interview cycle was mixed. She is explicit — and this is a perspective we've seen echoed widely by experienced professionals tracking MBA admissions outcomes — that being female and having work experience meaningfully helped her conversion chances. Several peers with higher percentiles did not receive comparable outcomes. She doesn't present this as unfair; she presents it as reality. Diversity considerations are a real and structural part of how IIM final selections work, and candidates planning their applications deserve to understand that clearly.

The broader lesson she draws is one we'd reinforce from what we've tracked across many such journeys: four years sounds long, but her actual preparation in any given year was focused and finite. The compounding happened because she understood her mistakes, adjusted her methods, and didn't treat a lower percentile as a ceiling. Six to twelve months of genuinely targeted effort — with the right coaching fit and a serious reduction in avoidable errors — is often what separates a 92 from a 98.9, not years of additional grinding.