The analysis was performed exclusively using Microsoft Excel 2021, leveraging advanced functionalities for data processing and visualization. The implementation utilized sophisticated Excel functions including COUNTIF and AVERAGEIF for response aggregation, nested IF statements for categorical analysis, and VLOOKUP for data validation. Pivot tables served as the foundation for dynamic analysis capabilities.