Scatter plot analysis is a statistical tool used to visually examine the relationship between two quantitative variables, helping to identify patterns, trends, and potential correlations. By plotting data points on a Cartesian plane, it allows for the detection of outliers and the assessment of the strength and direction of relationships, often serving as a precursor to more complex analyses like regression modeling.