When choosing a data analytics training program, look for a comprehensive curriculum covering Excel, SQL, Python, Power BI, Tableau, and statistics. Ensure it includes hands-on projects, real-world case studies, experienced instructors, industry-recognized certification, placement assistance, and flexible learning options. Reading student reviews and checking the program's success rate can also help you make an informed decision.