Data Projects

🎵 Part 1: What Makes a Hit – Spotify’s Top Songs of 2023
Discover the secrets behind the songs that dominated Spotify in 2023! Using data analysis, I explore patterns in tempo, energy, and more to see what really makes a hit.

Statistical Analysis in Excel
In this project I analyzed student engagement data across two different time periods and subscription types (free vs. paid plans) using Excel. The goal was to determine confidence intervals and perform hypothesis testing to evaluate engagement trends over time.

🎶 Part 2: Python Project – Hits Across Spotify, Apple, and More
Take the analysis further! This Python project digs into cross-platform trends to reveal what drives chart-topping tracks in 2023

🌍 CO2 Emissions vs. GDP – Global Data Visualization
See the story behind global CO2 emissions and economic growth. This visualization highlights trends, surprises, and the bigger picture of our planet’s data.

Restaurant Sales & Menu Insights-SQL Analysis Project
This project showcases a comprehensive analysis of restaurant data using SQL, highlighting trends and customer preferences to drive informed decision-making for restaurant management.
Data Visualization Dashboard
Created an interactive data visualization dashboard that presents key performance indicators in a user-friendly format, allowing stakeholders to easily interpret data and make strategic decisions based on real-time insights.