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Project Ideas for Bachelor of Science in Statistics and Data Science

Transform raw data into actionable insight with statistical rigor and machine learning.

🏛 Introduction

CMU’s Stats & Data Science BS provides elite quantitative training infused with real-world impact. Students forecast pandemics with public-health researchers, optimize MLB player lineups in the Sports Analytics Club, and critique biased algorithms in the Deliberative Data course. Whether you intern at Google, the CDC, or a stealth fintech, you’ll graduate fluent in R, Python, and causal inference.

💡 Suggested Project Titles

Bayesian multilevel model estimating vaccine-hesitancy clusters across counties

Reinforcement-learning engine allocating ICU beds under surge scenarios

Shiny dashboard monitoring micro-mobility usage with real-time sensor feeds

Random-forest churn predictor for subscription-based ed-tech startup

Causal impact analysis of ride-hailing on public-transit ridership

Hierarchical topic model of global climate-policy news coverage

Survival analysis of employee turnover in hybrid-work environments

Deep generative model synthesizing realistic medical images for privacy

AB-testing framework evaluating UI dark-mode effects on engagement

Markov Chain Monte Carlo estimator for baseball pitch-selection strategies

Graph-based anomaly detection in power-grid telemetry data

Ethics audit quantifying fairness metrics in credit-risk scores

Time-series forecast of renewable generation using probabilistic neural nets

Interactive educational tool visualizing sampling distributions and p-hacking

Spatial statistics model mapping opioid-overdose hotspots with EMS data

Data pipeline benchmarking open-source ETL tools on petabyte-scale logs

Semi-supervised learning approach classifying coral bleaching severity

LSTM prediction of air-quality index leveraging meteorological covariates

Text mining of SEC filings to anticipate market volatility

Sports draft value calculator integrating player similarity metrics

Carnegie Mellon – BS in Statistics & Data Science

Turn complex data into clear decisions at CMU’s powerhouse Stats & DS program.

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