Marketing mix modeling is an analytical instrument aiding marketers in assessing the effectiveness of their marketing initiatives and assigning sales outcomes to specific elements within the marketing mix. This tool reveals areas of success and identifies those requiring improvement, facilitating a thorough examination and validation of marketing expenditures. Additionally, it constructs a predictive model for future success, enabling marketers to make informed decisions on advancing their marketing mix strategies.