How did this candidate improve from 19 marks and 54 percentile to converting IIM A, B, and XLRI?

This is one of the more striking turnaround stories we've come across — a candidate who scored just 19 marks and 54 percentile in CAT 2023, then went on to convert calls from IIM A, IIM B, and XLRI JSR-BM in the very next attempt. The profile behind this story: 14 months of work experience, a 10 CGPA, 94.6% in Class 12, and 84.5% in graduation (GEM 9/9/8). That's a strong academic foundation, but the CAT score gap makes the conversion all the more instructive.

The candidate didn't lay out a detailed step-by-step framework publicly, but enough directional guidance emerged for us to piece together the philosophy.

On mindset: This was the point emphasised most consistently and most emphatically. Not as a motivational filler, but as a structural prerequisite — the view being that improvement of this magnitude doesn't happen without first addressing how you approach the exam mentally.

On VARC: VARC1000 by Gejo was specifically recommended, alongside a serious focus on attempt strategy. Not just reading more or practising more, but being deliberate about which questions to attempt, in what order, and when to move on.

On Quant: Rohit Walia's videos on Rodha were flagged as sufficient for most aspirants. For those wanting a more structured programme, courses like EG were mentioned as an alternative — but the message was that there's no need to over-resource this section.

On LRDI: Practice was described as paramount here, with the specific suggestion of picking up any YouTube playlist of 100 questions and solving them in timed conditions. The emphasis was on volume under pressure, not on any single proprietary resource.

On exam simulation: Replicating real exam conditions during preparation was highlighted as a key differentiator — not just solving questions, but training yourself to perform under the actual time and stress constraints of the exam.

One question that came up repeatedly from working professionals — particularly those navigating 9-to-6 schedules with commute, or six-day work weeks — was how this candidate managed preparation alongside a job. That question didn't receive a public answer, which is a gap worth acknowledging honestly. We've seen this struggle across student conversations, and the honest answer is that there's no universal formula here. Consistency in small, disciplined windows tends to matter more than long weekend sessions.

What also emerged from the broader conversation around this story was the emotional weight many retakers carry. Experienced professionals and first-time aspirants alike noted that the harder part of a second attempt is often psychological — continuing when a year hasn't gone the way you planned. The response to that, both from this candidate and from what we've tracked in similar conversations, is consistent: perseverance and self-belief aren't soft additions to preparation, they're load-bearing.

The broader takeaway isn't that a specific set of resources produced this result. It's that targeted section-wise practice, a clear attempt strategy, real exam simulation, and the mental resolve to treat a poor attempt as data rather than a verdict — these were the actual variables at play.