The document discusses candidate selection for general elections in India. A new political party analyzed public opinion to select candidates early. Candidate selection criteria included age, education, gender, and a clean reputation. The party secretary wanted to estimate the chances of randomly selecting a candidate that was a female under 45 years old, using Bayes' theorem to calculate probabilities based on different attribute combinations. The case study aims to teach probability, conditional probability, and applying Bayes' theorem.