Examinations conducted by public authorities in India, whether to grant academic qualifications (matriculation, higher secondary) or for recruitment (civil services, bank recruitment), are large scale exercises with an exceptionally high volume of candidates. In a context where limited seats and opportunities are fiercely contested, the outcome of a single examination can decisively shape a candidate’s career, aspirations, and future.