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Project Ideas for Doctor of Philosophy in Statistics

Theory and computation powering data-driven discovery.

🏛 Introduction

UC’s PhD in Statistics offers rigorous training in probability, inference, and computational methods, preparing scholars for data-science leadership and academic 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

Tensor decomposition of single-cell RNA-seq count matrices

Deep generative model producing privacy-preserving synthetic health records

Sequential Monte Carlo algorithm accelerating portfolio risk estimation

Functional data analysis of wearable-sensor gait waveforms

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

Approximate Bayesian computation for ancient-DNA demographic models

Adaptive design simulation for platform clinical trials

Network meta-analysis of dietary interventions on lipid outcomes

Empirical likelihood methods for survey non-response bias

Markov-chain mixing diagnostics for high-dimensional HMC

Interactive Shiny app visualizing bootstrap distributions

White paper on statistical standards for AI fairness audits

VR tutorial demonstrating the central-limit theorem via particles

Workshop teaching tidyverse and ggplot through climate datasets

Student-run consulting clinic for nonprofits lacking data capacity

Graphical model of wildfire spread incorporating spatial autocorrelation

Conference on reproducible research and open-source software

University of California – PhD in Statistics

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

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