Amarachi-flora/operation_market_storm

Strategic data analysis project for AfriFoods Ltd to guide the market launch of RizoStar rice in West Africa. Includes sales insights, customer trends, predictive modeling, and go-to-market recommendations. # OPERATION MARKET STORM: DATA-DRIVEN STRATEGY FOR RIZOSTAR'S WEST AFRICAN LAUNCH **Role:** Data Strategist **Client:** AfriFoods Ltd **Timeline:** May 2025 **Tools:** Python, Pandas, Seaborn, Matplotlib, Scikit-learn **Dataset:** jollofwars_ricesales_dataset ## Introduction Breaking into a saturated market is never easy—especially with fragmented data. AfriFoods Ltd. plans to launch RizoStar, a premium rice brand, in Ghana and Nigeria by June 2025. This project transforms messy market data into sharp, strategic insights to guide a confident market entry. ## Problem Statement AfriFoods faces four key challenges: - Poor data quality - Dominant competitors (Caprice, Golden Harvest, Uncle Sam) - Limited customer insight - A fast-approaching launch deadline **The core question:** How can AfriFoods leverage limited and inconsistent data to choose the right city, price point, grain type, and timing for RizoStar’s launch? ## Objectives - Evaluate brand performance and customer preferences by location - Analyze pricing tiers, satisfaction trends, and seasonality - Identify underserved market segments for premium positioning - Generate actionable, data-backed launch recommendations ## Methodology 1. Data Collection & Cleaning 2. Exploratory Data Analysis (EDA) 3. Customer Segmentation & Competitor Analysis 4. Predictive Revenue Modeling 5. Insight Synthesis 6. Strategic Roadmap Formulation ## Key Insights & Visual Summaries ### 1. Brand Dominance by City *Caprice leads in Accra and Kumasi, Golden Harvest in Abuja, Uncle Sam in Lagos.* **Takeaway:** Tailor marketing by city. Strengthen presence where competitors are weak. ### 2. RizoStar’s Predicted Monthly Revenue *Abuja projected at ₦13.4M, followed by Kumasi and Accra.* **Takeaway:** Launch in Abuja first, then scale to Kumasi and Accra with localized campaigns. --- ### 3. Weighted Customer Ratings by Brand *Caprice and King's Pride lead; Sunshine and Royal Stallion underperform.* …