This project demonstrates an exploratory data analysis (EDA) workflow using SQL on a global layoffs dataset. The aim was to uncover patterns, trends, and insights such as which companies had the largest layoffs, which industries were most affected, and how layoffs evolved over time.

This project demonstrates a complete data cleaning workflow using SQL on a global layoffs dataset. The dataset had inconsistencies like duplicate rows, mixed formatting, missing values, and inconsistent categories. The goal was to prepare the data for accurate analysis and visualization.

Designed and built an interactive Power BI dashboard to analyze and visualize key sales metrics for a retail superstore. The dashboard provided insights into sales, profit, quantity sold, and average delivery time, broken down by product categories, sub-categories, regions, and customer segments. Also included analysis of shipping methods, payment types, and forecasted sales trends to help identify performance gaps and opportunities. This project supported data-driven decision-making in areas such as product strategy, inventory planning, and marketing efforts.

Developed an interactive dashboard to analyze employee attrition trends and uncover key factors contributing to workforce turnover. The analysis focused on variables such as demographics, job roles, salary, education level, and tenure. Utilized Power BI for data visualization and DAX to calculate key metrics and filters for HR segmentation. The dashboard enabled HR and leadership teams to identify high-risk areas, improve employee engagement, support strategic workforce planning, and optimize HR budgeting to reduce turnover and build a more stable and productive organization.

Conducted an in-depth analysis to identify key factors influencing student academic performance using exam scores, attendance records, and previous academic history. Explored how variables such as parental involvement, access to learning resources, family income, and parental education levels impact student outcomes. The insights helped highlight critical areas for educational support and targeted interventions, assisting educators and policymakers in developing strategies to enhance student success.