Data Science Projects

League Strength Adjustments

Comparing how the strength of various leagues compared to the NHL.

CBB Bracket Predictions and Results

1 Day March Madness model prediction and write-up.

College Hockey Frozen 4 Predictions

1 Day Frozen Four model predictions and write-up.

USHL 2024-2025 Line Analysis

Stats from my USHL line combinations tracking project.

NHL Draft and Development

Discussing how good NHL teams are at drafting and developing players and the challenges of quantifying development.

Junior League Development

Discussing how good junior/non-NHL teams and leagues are at developing players into NHLers.

Public Scout Analysis

A quick look at how good public scouts are at predicting NHL talent

EliteProspects NLP

Looking at EP skill grades and reports and what correlates most with future success.

2025 Predictive Mock Draft

Modelling who each team is most likely to pick in the first round.

2025 NHL Draft Model Rankings

Looking at various ways to predict prospect success for the 2025 draft.

Grinding the Mocks

Looking at many public scouts to come up with a consensus rank.

2025 Draft Review

Looking at how various models and rankings liked each team's draft.

EARLY 2026 Draft Class Ranks

Predicting the 2026 class a year in advance.

Position Importance

Looking at which positional groups are most important to team success.

Player Shot Maps

Looking at where each player shot the puck from the most.

xG Modelling

Write up on how I built an xG model for the NHL.

xG Analysis

Looking at the most and least succesful teams and players in my models.

Read More Team Stats Player Year Stats Player Game Rolling Averages

Aurora Predictions

My first 2 shiny apps, for auroras.

Date Range kp index Predicted Visibility Map

Shot Frequency Analysis

Looking at how often each type of shot is taken from each location.

Team Heatmaps

How much more did teams shoot from each location relative to league average.

RAPM Model

Explaining and analyzing my RAPM model.

Read More Career Charts Single Season Charts

Relative to League Model

Explaining and analyzing my relative to league model.

Read More Career Charts Single Season Charts

Relative to Line Model

Explaining and analyzing my relative to line model.

Read More Career Charts Single Season Charts

CFB Rankings ELO

Looking at how different priors affects a CFB ELO ranking.