Portfolio

Thesis

Data Science
R
For my thesis, I contributed two new methods to the tidyclust package in R. The tidyclust package exists as a part of the tidyverse collection of packages to unify…

European Football Leagues Project

Data Science
Python
For this project, I work with 2021-2022 season data for the top 5 European football leagues. The data was acquired from FBref and spans passing, shooting, defense, shot…

Classifying Risky Mortgage Applicants

Data Science
Python
For this project, we were asked to pose as data scientists working in the mortages division of a bank. We were tasked with building a predictive model to determine whether a…

Step Counting Project

Data Science
Python
For this project, we used activity data collected, and labeled by the Cal Poly Kinesiology Department to develop a new step counting algorithm using machine learning…

Detecting Heart Disease and Diabetes Project

Data Science
R
The goal of this project was to develop predictive models that can be used to detect diagnoses for diabetes and heart disease in patients This was a mock data science…

Design and Analysis of Experiments

Statistics
For this project, we developed an experimental design, collected data, and performed an analysis testing whether differences in the type of water used and brewing time cause…

Generalized Linear Models

Statistics
R
A large do-it-yourself (DIY) store in a densely populated suburb has collected data on the number of customers who visited their store during a two-week period from 110…

Linear Regression

Statistics
R
For this project, we used linear regression to model housing prices in San Luis Obsipo, California (SLO). We created a dataset by randomly selecting data from Zillow ourselve…

Survival Analysis

Statistics
R
For this project we perform survival analysis techniques on data from a balance test that was conducted by the US Center for Disease Control (CDC). More specifically, the…

Multi-level and Mixed Modeling

Statistics
R
In this project, using a linear mixed-effects model to answer what factors are most associated with higher or lower point totals in the English Premier League (EPL). We also…
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