amina marhoon

• Supported students during lectures and practical sessions with a focus on data analysis, Excel,
SQL, and visualization.
• Reviewed analytics projects and provided feedback on data accuracy, insights, and presentation
quality.
• Guided learners in translating raw data into meaningful business insights.

1. Superstore Analysis: Analyzed sales and profitability data using SQL and Excel to identify unprofitable categories and operational gaps. Delivered insights and recommendations through clear reports and presentations.
2. Kickstarter Analysis: Used Excel and Power BI to analyze project success factors and trends, focusing on timing, funding goals, and communication impact.
3. Bitcoin Blockchain Analysis: Built Tableau dashboards to analyze transaction fees, block size, and performance trends.
4. Financial Fraud Analysis: Analyzed financial transaction data to identify anomalies and potential fraud patterns, supporting risk awareness and prevention.

• Analyzed and validated financial and transaction reports to ensure data accuracy.
• Investigated data discrepancies related to payment issues and supported resolution.
• Generated statistical reports on ecommerce transactions and customer behavior to support
decision-making.

• Monitored and analyzed ecommerce application performance and user data.
• Prepared reports on customer behavior and application usage trends.
• Performed quality checks to ensure data and system reliability.

• Collected and analyzed client requirements related to data and system needs.
• Designed and maintained databases using SQL Server and Oracle.
• Ensured data consistency and system accuracy through testing and validation.