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Project Ideas for Statistics Majors

Apply statistical reasoning to explore real-world patterns, predict outcomes, and validate findings with confidence.

📊 Introduction

The University of Chicago’s Statistics program equips students with rigorous analytical tools and quantitative thinking. These project ideas highlight data-driven exploration in health, finance, education, marketing, and more—grounded in mathematical integrity and statistical theory.

📈 Suggested Project Topics

Predictive Modeling of Student Performance Using Socioeconomic Data

Survival Analysis Techniques in Medical Research Studies

Bayesian vs. Frequentist Approaches in A/B Testing

Regression Analysis on Housing Price Determinants

Building a Statistical Model for Election Forecasting

Time Series Forecasting of Stock Prices Using ARIMA Models

Sampling Bias and Correction Techniques in Surveys

Using Chi-Square Tests to Analyze Consumer Preferences

Multivariate Analysis in Credit Scoring Models

Logistic Regression for Binary Classification Problems

Analysis of Variance (ANOVA) in Agricultural Yield Studies

Hypothesis Testing on Gender Pay Gap in Tech Industry

Monte Carlo Simulations for Risk Estimation in Finance

Clustering Algorithms Applied to Customer Segmentation

Exploratory Data Analysis of Public Health Datasets

Developing Confidence Intervals for Epidemiological Data

Ethical Use of Statistical Models in Predictive Policing

Outlier Detection Methods in Fraud Analytics

Comparing Classification Accuracy Across Machine Learning Models

Bootstrap Methods for Estimating Sampling Distributions

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Collexa supports statistics majors in model design, software tools (R, Python), test validation, and statistical report writing for polished, research-ready results.

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