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Project Ideas for Master of Science in Statistical Science

Bayesian inference, machine learning, and reproducibility at scale.

🏛 Introduction

Building on Duke’s world-leading stats heritage, the MS in Statistical Science immerses students in probabilistic modeling, causal discovery, and ethics-first data engineering. Cohort teams build federated meta-learning models for hospital consortia, audit large-language-model bias, and lead Data4Good hackathons connecting undergrads, NGOs, and civic leaders.

💡 Suggested Project Titles

Hierarchical model forecasting dengue with climate covariates

Causal-impact of minimum-wage hikes on retail employment

Tensor decomposition of fMRI time-series for depression biomarkers

Deep-ensemble uncertainty quantification in autonomous-vehicle vision

Synthetic-control dashboard for city bike-lane rollouts

Differential-privacy library for municipal open-data portals

Spatial point-process study of urban gun-violence hotspots

AutoML pipeline selecting green-chemistry reaction routes

Meta-analysis app summarizing vaccine-trial efficacy

Reinforcement-learning algorithm balancing grid-battery dispatch

Graph neural network identifying poaching hotspots

Explainable boosting machine detecting credit-card fraud

Citizen-science drone image classifier improving flood response

Open-source GitHub action auto-checking project reproducibility

Policy brief on statistical standards for AI auditing

Duke University – MS in Statistical Science

Turn uncertainty into insight with Duke’s powerhouse Stats master’s.

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