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Project Ideas for Doctor of Philosophy in Statistics

Invent statistical theory and tools for the data-rich era.

🏛 Introduction

Harvard’s Statistics PhD propels methodologists who craft robust inference for AI, genomics, and climate science. Students design causal forests, tighten concentration inequalities, and release open-source probabilistic programming libraries, shaping analytics in academia and industry.

💡 Suggested Project Titles

Non-parametric Bayesian model for multimodal sensor fusion

Conformal prediction intervals for large language models

Differential-privacy methods for spatial epidemiology data

Causal discovery algorithms benchmarking toolkit

Deep generative models with uncertainty calibration

High-dimensional asymptotics of sparse PCA

Open-source Julia package for scalable MCMC

Thesis on fairness metrics in sequential decision processes

Visualization suite for communicating statistical uncertainty

Workshop on reproducible research using Quarto and renv

Harvard – PhD in Statistics

Build the mathematics powering trustworthy data science.

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