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Project Ideas for Master of Science in Statistics

Theory and computation powering data-driven discovery across disciplines.

🏛 Introduction

UC’s MS in Statistics provides rigorous training in probability, inference, and modern computational methods, preparing students for data-science leadership and doctoral research.

💡 Suggested Project Titles

Hierarchical Bayesian model estimating COVID-19 excess mortality by county

Sparse Gaussian-process emulator for climate model downscaling

Causal forest analysis of education policy impacts on earnings trajectories

Tensor decomposition of single-cell RNA-seq count matrices

Empirical likelihood methods for survey data with non-response bias

Deep generative model producing privacy-preserving synthetic health records

Sequential Monte Carlo algorithm accelerating portfolio risk estimation

Network meta-analysis of dietary interventions on lipid outcomes

Adaptive design simulation for platform clinical trials

Policy brief explaining p-value pitfalls to journalists

Functional data analysis of wearable sensor gait waveforms

Change-point detection in satellite fire-radiative power time series

Approximate Bayesian computation for ancient DNA demographic models

Workshop teaching tidyverse and ggplot through environmental datasets

White paper on statistical standards for AI fairness audits

Interactive Shiny app visualizing bootstrap distributions

Markov chain mixing diagnostics for high-dimensional Hamiltonian Monte Carlo

Student-run consulting clinic projects for nonprofits lacking data capacity

VR tutorial demonstrating central-limit theorem through particle simulation

Conference on reproducible research and open statistical software

University of California – MS in Statistics

Model uncertainty and extract insight with UC’s computation-rich MS.

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