Analysis is the process of considering something carefully or using statistical methods in order to understand it or explain it.

Analysis is the scientific process of examining something in order to find out what it consists of.

An analysis is an explanation or description that results from considering something carefully.

You use the expression in the final analysis or in the last analysis to indicate that the statement you are making is the most important or basic aspect of an issue.