Data preparation is the process of cleaning, structuring, and organizing raw data to convert it into a well-formatted, analysis-ready form. It involves collecting data from various sources, removing inconsistencies, and transforming it into a usable form for data analysis tools like Tableau, Power BI, or Python-based libraries.