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Project Ideas for Bachelor of Science in Data Science

A data-focused BS equipping students with analytical, statistical, and computational modeling skills.

🏛 Introduction

The BS in Data Science at the University of Virginia trains students to extract insights from complex datasets by integrating statistics, machine learning, and data engineering. Emphasizing real-world impact, the curriculum combines theoretical foundations with hands-on projects, covering topics like data mining, visualization, cloud computing, and ethical AI. Students engage in interdisciplinary research and capstones with applications in healthcare, public policy, finance, and the environment. This program prepares graduates to become data-driven problem solvers in a rapidly growing field.

💡 Suggested Project Titles

Building a predictive model for emergency room patient wait times using hospital triage data

Creating an open-source data visualization platform for analyzing climate change across different regions

Developing a COVID-19 vaccine sentiment tracker using real-time Twitter and Reddit data with NLP

Designing an AI-based early warning system for financial fraud detection in credit card transactions

Mining large-scale educational datasets to identify key factors contributing to student dropout rates

Constructing an equity-focused criminal justice dashboard analyzing racial bias in sentencing patterns

Time-series analysis of renewable energy production to optimize grid integration in Virginia

Implementing a recommender system for university course selection based on historical GPA performance

Machine learning model to forecast agricultural yield variations using satellite imagery and soil data

Designing a bias-detection pipeline to audit datasets and ML models for fairness across protected groups

Interactive map of food deserts in rural counties using geospatial clustering and socioeconomic data

Real-time disaster damage estimation from social media and satellite feeds using deep learning models

Building a secure, cloud-deployable ML inference API for small business analytics use

Simulating the effects of universal basic income policies using agent-based modeling with demographic data

Developing a data-driven pricing model for ride-sharing services based on supply-demand imbalances

Creating a multilingual chatbot that answers city planning questions using government open data APIs

Text mining local newspaper archives to identify historical trends in public health concerns

Designing a multi-modal model combining images, text, and time data for wildfire risk assessment

Monitoring deforestation patterns in the Amazon using satellite data and unsupervised learning

Constructing an academic dishonesty predictor model based on LMS activity logs and metadata

University of Virginia – BS in Data Science

Lead data-driven change across industries with UVA’s powerful and practical Data Science BS.

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