Statistical Analysis involves collecting, interpreting, and presenting data through mathematical methods to uncover patterns, relationships, and trends. It enables researchers to make informed decisions, test hypotheses, and draw meaningful conclusions by applying techniques such as summarization, correlation, regression, and hypothesis testing, ensuring data-driven insights are accurate and reliable within various fields, particularly in data science.