To acquire hands-on experience in data analysis, begin by engaging with real-world datasets, either through personal projects or by enrolling in online courses. Familiarize yourself with data analysis tools like Python and R, gain proficiency in relevant libraries, and hone your data visualization skills. Pursue internships or entry-level roles in data analysis to apply your knowledge in a professional environment and gain insights from experienced professionals.
If you are planning to get into data science, then I would suggest you enroll in this Advanced Certification in Data Science and AI by Intellipaat. This program helps you develop the required skills. Along with that have a look at this video about Ajit and how he became a data analyst lead just after completing course from Intellipaat.