Data science project ideas often involve real-world problem-solving using machine learning, analytics, and visualization. Students can work on projects like sentiment analysis, sales forecasting, fraud detection, or recommendation systems to build practical skills. These projects help strengthen portfolios and improve job readiness in the data industry.