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Project Ideas for Bachelor of Science in Statistical Science

Probability, inference, and machine learning for the data-driven era.

🏛 Introduction

Duke’s BS in Statistical Science empowers students to wrestle uncertainty at scale—from Bayesian disease-spread models to deep-learning reproducibility audits. Core labs deploy R, Python, and Stan on Duke’s GPU cluster, while industry practicums with RTP biotechs and fintechs hone stakeholder storytelling. Ethics modules interrogate algorithmic bias, and a capstone ‘Data4Good’ competition channels teams into public-interest analytics with open-data partners.

💡 Suggested Project Titles

Bayesian hierarchical model forecasting dengue outbreaks using weather covariates

Causal-impact analysis of minimum-wage hikes on retail employment

Interactive Shiny dashboard benchmarking NCAA player efficiency

Explainable boosting machine detecting credit-card fraud patterns

Spatial point-process study of urban gun-violence hotspots

Tensor-decomposition of fMRI time-series for depression biomarkers

Synthetic-control evaluation of city bike-lane rollouts on traffic injuries

Deep-ensemble uncertainty quantification in autonomous-vehicle perception

Federated-learning pipeline preserving privacy in hospital readmission prediction

Multi-armed-bandit optimization of email donation campaigns for NGOs

Survival-analysis of startup lifecycles across sectors

NLP topic modeling of SEC filings for systemic-risk signals

Adaptive survey design reducing non-response bias in polarizing topics

Open-source curriculum teaching tidyverse principles with Duke campus data

Policy brief on differential-privacy standards for municipal open-data portals

Reinforcement-learning algorithm balancing grid-battery dispatch under uncertainty

Meta-analysis visual app summarizing vaccine-trial efficacy

GitHub action auto-checking reproducibility of student projects

Duke University – BS in Statistical Science

Turn data into trustworthy decisions with Duke’s powerhouse Statistical Science major.

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