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Project Ideas for Master of Science in Business Analytics

A data-driven MS program combining business acumen with advanced analytics and AI.

🏛 Introduction

UVA’s MS in Business Analytics, jointly offered by the Darden School of Business and McIntire, teaches students to transform data into actionable insights. With core competencies in machine learning, data visualization, cloud platforms, and business intelligence, graduates drive strategic impact across industries.

💡 Suggested Project Titles

Churn prediction modeling for SaaS platforms using supervised learning

Data pipeline development using Snowflake and dbt for marketing analytics

Clustering-based customer segmentation for targeted product design

A/B testing optimization for multichannel digital ad campaigns

Sentiment analysis of customer feedback using NLP and Python

Fraud detection models using ensemble learning techniques

Demand forecasting in retail using time series decomposition and Prophet

Visualization dashboard creation using Tableau and real-time APIs

Predictive credit scoring using logistic regression and XGBoost

Text mining for competitor intelligence in social media data

Forecasting inventory needs using hierarchical time series models

Deep learning for image recognition in visual merchandising

SQL and Python workflows for customer journey analytics

Optimization of supply chain routing using geospatial analytics

Anomaly detection in financial transactions using unsupervised learning

KPI dashboard development for HR attrition insights

University of Virginia – MS in Business Analytics

Use data to drive value with UVA’s hands-on MS in Business Analytics.

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