This guide compares the roles of Data Scientist, Data Analyst, and Data Engineer, including their responsibilities, core skills, tools, career paths, salary considerations, and typical entry requirements. It explains the key differences between each role and helps readers choose the data career path that best matches their interests, technical skills, and career goals.