Assisted in data cleaning, exploratory analysis, and visualization tasks to support data-driven decision-making and business insights.

• Performed end-to-end exploratory data analysis (EDA) to detect consumer trends and operational bottlenecks.
• Engineered data cleaning and transformation scripts in Python (Pandas) and SQL, reducing missing value anomalies.
• Built interactive visual dashboards translating multi-dimensional metrics into high-impact business decisions.

Supporting projects and data analysis initiatives within the framework of the Fourth Industrial Revolution (4IR) technologies.

• Designed and maintained executive BI dashboards monitoring 4IR adoption, smart industry KPIs, and tech benchmarks.
• Synthesized high-volume tabular datasets into dynamic Tableau and Power BI visual storyboards for leadership review.
• Collaborated with project leads to standardize data ingestion pipelines and KPI calculation formulas.

Guiding students in mastering technical concepts, supervising practical assignments, and fostering analytical thinking through dedicated mentorship.

• Mentored students in SQL (Oracle), query optimization, and structured analytical problem-solving.
• Conducted in-depth reviews of student analytical assignments and offered feedback on clean query design.
• Organized interactive workshops breaking down complex data manipulation concepts into intuitive steps.