Data Analyst /Data Scientist
I am a final-year Data Science student at the Lebanese University with a genuine passion for data and a strong curiosity for the way it can reveal patterns, solve problems, and support better decisions. I am constantly working on developing my technical skills and deepening my understanding of the data field as it continues to grow and evolve. My goal is to help businesses make sense of their data, uncover valuable insights, and use them to make thoughtful, forward-looking decisions with confidence.

Market Research Dashboard – Key Insights & Recommendation I analyzed the customer marketing dataset in Power BI to identify which customer segments should be prioritized in the next campaign and which product categories should be emphasized. Key Findings - High-income customers are the strongest target segment. Customers with income above 80K recorded the highest latest-campaign response rate at 40%, significantly higher than the next income group (60K–80K, around 15%). This indicates that income is a strong predictor of campaign responsiveness. - The most responsive age segment is 40–49. This age group showed the strongest response among age categories and also represents a commercially meaningful group in size, making it a strong target for future campaigns. - Marital-status results should be interpreted carefully. While widowed customers showed a relatively high response rate, they represent a small segment with limited total revenue contribution. In contrast, single customers contribute a much larger share of revenue and account for a high number of latest-campaign acceptances, making them a more commercially relevant audience segment. - Product demand is concentrated in Wines, with Meat as a secondary opportunity. When focusing on the strongest target segments, Wines consistently emerged as the leading product category, while Meat also showed strong performance for high-income customers. - The latest campaign performed best overall. It generated the highest number of acceptances, while Campaign 4 ranked second, suggesting that the most recent campaign strategy or offer aligned more effectively with customer preferences. Business Recommendation For the next marketing campaign, I would recommend prioritizing customers with income above 80K, with a particular focus on those in the 40–49 age group. Among marital-status segments, I would treat single customers as a strategically important audience because they combine strong revenue contribution, a larger customer base, and substantial participation in the latest campaign. From a product perspective, the campaign should primarily feature Wines, with Meat positioned as a secondary product focus where relevant to the target segment. Overall, the analysis suggests that the next campaign should be built around high-income, mid-age customers with proven campaign responsiveness and strong spending patterns, while using product messaging centered on the categories that already drive the highest spend.
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