The Data Scientist at PwC's Gen AI Solutions team is responsible for collecting domain context, defining hypothesis and prediction tasks, developing models, conducting experiments, validating and testing models, producing pipelines, and communicating insights to stakeholders. The role also involves working as a Senior Manager in a team of problem solvers, addressing complex business issues, and demonstrating leadership skills.