Data Analytics & Reporting

The challenge

NEET-UG candidates in India face a confusing, high-stakes college-selection process — thousands of colleges, multiple quota types, and closing ranks that shift every year — where guessing wrong costs a student their year. Before building mediCareers, we looked closely at a number of existing NEET counselling apps and found the same recurring problems: clunky, confusing prediction tools, rigid one-size-fits-all guidance with no real personalisation, and content and pricing that were hardcoded, so the platform's own team couldn't update colleges, packages, or counselling flows without going back to a developer. Students needed more than a rank predictor — they needed a range of guidance options, from a quick self-service check to real 1-on-1 support, presented in a way that was actually easy to use.

The result

• Students get a clearer, easier college-prediction experience than the competing apps we benchmarked against during design
• Students can choose the level of support that fits them — from a free self-service prediction to a paid, personalised counselling package

The challenge

Before this platform, Good Character OPC's client had a very basic website — not really an application at all. There was no login and no user accounts: a visitor would simply pay and take a test, with no history saved anywhere. If the client ever wanted a report — who took the test, what they scored — they had to contact their old developer and wait, sometimes weeks, for an Excel file to be put together by hand, and even then the data wasn't always consistent. There was no way to track a student over time, no way to serve schools that needed to manage many students at once, and no way for the client to see their own numbers without going back to a developer every time.

The result

• The client now has a real application with accounts and history, replacing a site that had neither
• Reports that used to take weeks to get from a developer are now available to the client instantly, whenever they want them

The challenge

Mumbai Coding Club teaches full-stack and coding development, and their real problem wasn't attracting students — it was proving they were actually learning. Tech education doesn't work through lectures alone; a student has to practice daily and genuinely master one stage before moving to the next, or gaps compound quickly. Before this platform, educators had no reliable way to see who was actually keeping up day to day. There was no way to stop a student from skipping ahead to content they weren't ready for, no structured way to assign and check daily coding practice, and no easy way to tell which students were quietly falling behind until it was too late. On top of the teaching problem itself, the everyday running of the bootcamp — attendance, leave requests, and eventually helping students prepare for job interviews — all had to be handled separately, with nothing connecting a student's actual learning progress to the rest of their journey through the program.

The result

• Educators can now see, day by day, exactly which students are genuinely progressing and which need extra help, instead of finding out only at the end of a module
• Students can't advance past content they haven't actually completed, so the stage they're marked at reflects real mastery, not just attendance