This report focuses on quantitative analysis for marketing and its impact on customer satisfaction and purchase decisions. It discusses the use of different variables to describe respondents of a questionnaire and assess significant differences based on customer characteristics. It also explores the development of models to predict satisfaction, likelihood to recommendation, and purchase. The report concludes with recommendations for enhancing customer understanding.