What are the readiness levels of data for analytics exercises and what are the problems and issues that should be paid attention to? Why is it important to understand the various categories of data...

What are the readiness levels of data for analytics exercises and what are the problems and issues that should be paid attention to?

Why is it important to understand the various categories of data while preparing a data analysis and data mining exercise?