The interview process for an associate data scientist typically begins with an aptitude test, followed by selection for a three-month internship program, which includes a project component. Successful candidates from the internship program are then invited for a job interview where questions primarily focus on data science and analytics, evaluating proficiency in areas such as SQL and Python.