UpGrad
Career-readiness intelligence
WorkstreamProduct thinking
Two learners can have the same course behind them and need very different help next. Career intent, readiness and fit for a particular job are different signals. I brought them into a shared readiness view with personalised nudges, so support could respond to where a learner was in the job search rather than send everyone through the same sequence.
What I built
Career-readiness intelligence: a unified readiness score, personalised nudges and models for career intent, placeability and JD–resume fit