Demographic trends among candidates in UPSC examinations reveal increasing diversity in terms of age, gender, and educational background. More women are participating, breaking traditional norms. Additionally, candidates from urban and rural areas are more represented, showcasing a widening pool of talent. Furthermore, a significant number of candidates now come from prestigious colleges, reflecting higher educational standards. This shift indicates a growing awareness and accessibility of civil service careers among a wider demographic, ultimately enriching the civil service landscape with varied perspectives and skills.