This report provides a mathematical model for Darko Farms Limited (DF Ltd.), calculation of profit or loss, five-year projection, and correlation analysis for advertisement and revenue. It also includes a discussion on marketing expenses' impact on profitability and recommendations for gaining a competitive edge. The subject is Business Analytics and the course code is LUBM303.