đź“Š Modules by Statistics Topic

 

2023 Boston Marathon - Understanding variability using ANOVA

ANOVA
Interactions
Multiple comparisons
Using ANOVA to explore factors associated with finish time for runners in the 2023 Boston Marathon
Mar 5, 2024
Ivan Ramler

 

2023 Boston Marathon - Variability in Finish Times

Histograms
Summary statistics
Bimodal data
Describing finish time for runners in the 2023 Boston Marathon
May 13, 2024
Ivan Ramler, Jack Fay

 

2023-24 PWHL - Visualizing the Regular Season

data visualization
data wrangling
exploratory data Analysis
Visualizing scoring data for players during the 2023-24 PWHL season
Jun 6, 2024
Ivan Ramler, Brendan Karadenes

 

2024 College Ultimate Championship Statistics

Data Cleaning
Joining
Data Visualization
Statistics from the 2024 College Ultimate Championships to be tidied and plotted.
Jun 26, 2024
Gavin Cassidy, Robin Lock

 

All-NBA-First Team Prediction Models

Learn about and compare two models (Logistic Regression and Random Forest), that will predict NBA players to make the all-NBA first team in a given season.
Apr 3, 2025
Jeffrey Merselis, Ivan Ramler

 

Analyzing Lap Times for the 2023 F1 Miami Grand Prix

Summary statistics
Histgram interpretation
Outliers
Investigating lap time statistics for Max Verstappen during the 2023 F1 Miami Grand Prix
May 15, 2024
Norah Kuduk, Ivan Ramler

 

Beijing 2022 Olympics - Cleaning and Summarizing Data

Data cleaning
Summarization
Merging
Demonstrating how to clean data with different packages and summarise the data using dplyr.
Mar 8, 2024
Eric Seltzer, Ivan Ramler

 

Clinton Canoe Regatta: Graphing and Data Manipulation

Data visualization
Data wrangling
Using data from the Clinton Canoe Regatta to explore ggplot and dplyr
Jun 17, 2025
Phoebe Jones

 

Correlations in Division 1 Men’s and Women’s Lacrosse

Correlation
How much of an impact does winning the draw/face-off have on the final results of a lacrosse game?
Apr 5, 2025
Jill Tyrrell, Ivan Ramler

 

Dakar Rally Analysis

Multiple Linear Regression
Model Diagnostics
Testing
Summary Statistics
Investigating The 2024 Dakar Rally biker rankings and times, throughout all 12 stages.
Mar 28, 2024
Matt Maslow, Ivan Ramler

 

Disc Golf Pro Tour - Driving or Putting?

Correlation
What is more correlated with success on the Disc Golf Pro Tour, Driving or Putting?
Jun 13, 2024
Gavin Cassidy, Ivan Ramler

 

Division Three Volleyball Timeouts

One sample proportions
Confidence intervals
Investigating the effect of timeouts on the outcome of a set.
Jul 12, 2024
Ivan Ramler, Cassie Richter, Sierra Hess, Vivian Johnson

 

Effects on Total Points

Two Way Interaction ANOVA
Post Hoc Tukey
Pair Wise Comparisons
Exploring Interaction and Main Effects on US Olympic Figure Skating
Invalid Date
Faith Rhinehart

 

Exploring the NBA Draft via ANOVA and Tukey’s HSD

One-Way Analysis of Variance
Difference in Means
Tukey’s HSD
Preparing a dataset to complete ANOVA and an analysis of results.
Jul 1, 2024
Vivian Johnson, Robin Lock

 

FINA World Junior Championships 2022 Diving Data

ANOVA for difference in means
Pairwise Comparisons
Fisher’s LSD
Tukey’s HSD
Preliminary diving results of womens 16-18 1m springboard from the 2022 FINA World Junior Championships.
Apr 15, 2024
Emma Deering, Robin Lock

 

Football Recruiting and Impact in the NFL

data wrangling
Cleaning and analyzing football data for top high school wide receivers who played in the NFL in 2023.
Jul 17, 2024
Brendan Karadenes, Robin Lock

 

Formula 1 2021 World Championship

Correlation
Visualizing F1 data
Apr 2, 2024
Charlie Gartner, Ivan Ramler

 

Handball Individual Player Statistics for the 2022-2023 Season

confidence intervals
prediction intervals
multiple linear regression
anova for overall fit
t.test for correlation
Comparing offensive statistics to penalties for individual players in the Handball-Bundesliga for the 2022-23 season.
Jun 12, 2024
Abigail Smith, Robin Lock, Ivan Ramler

 

Introducing ANOVA Through the NBA Draft

One-Way Analysis of Variance
Difference in Means
Conducting an ANOVA test and analyzing the results
Jul 1, 2024
Vivian Johnson, Robin Lock

 

Investigating the Impact of Tournament Length and Surface Type on Win Percentages in Professional Tennis

Visualizations
Distribution
Interpretation
Describing distribution shapes and interpreting visualizations or Men’s Professional Tennis data.
Jun 24, 2024
Eric Seltzer, Ivan Ramler

 

Investing The Difference in Figure Skating Scores Throughout the Years

ANOVA
Post Hoc Tukey Test
Confidence Interval
Using ANOVA to determine a difference in mean scores throughout the years of winter Olympics
Invalid Date
Faith Rhinehart

 

Ironman Triathlon (Canadian Females) - Multiple Linear Regression

Linear regression
Using Lake Placid Ironman triathlon results for female Canadian finishers to predict run times for participants based on both swim and bike times.
Feb 5, 2024
A.J. Dykstra, Ivan Ramler

 

Ironman Triathlon (Canadian Females) - Simple Linear Regression

Linear regression
Using Lake Placid Ironman triathlon results for female Canadian finishers to predict run times for participants based on bike times.
Feb 5, 2024
A.J. Dykstra

 

Lacrosse Faceoff Proportions

Hypothesis testing
Single proportion
Using data from NCAA Div I lacrosse teams to explore the importance of winning faceoffs
Feb 5, 2024
Jack Fay, Ivan Ramler, A.J. Dykstra

 

Lacrosse PLL vs. NLL

Difference in two means
Comparing scoring rates between indoor and outdoor profesional lacrosse leagues.
Feb 5, 2024
Jack Cowan, Ivan Ramler, A.J. Dykstra, Robin Lock

 

Lacrosse PLL vs. NLL - First Draft

difference in two means
Comparing scoring rates between indoor and outdoor profesional lacrosse leagues.
Feb 5, 2024

 

League of Legends - Buffing and Nerfing

Outliers
Summary statistics
Investigating game play statistics for League of Legends champions in two different patches.
Feb 21, 2024
Ivan Ramler, George Charalambous, A.J. Dykstra

MMA Inter-rater Reliability Data Analysis

Testing for Network

 

Merging Multiple Seasons of NCAA Div 1 Softball Statistics

Joining
SQL
Actvity that uses multiple seasons of NCAA Div 1 Softball batting statistics to practice merging data tables.
Feb 5, 2024
Sarah Weaver, Ivan Ramler

 

Modeling the Impact of Age on Powerlifting

High order modeling
Indicator variables
Exploring the impact of age on powerlifting
May 8, 2025
Sarah Sheldon, Ivan Ramler

 

NASCAR Transformation Module

Linear regression
Transformations
Polynomial regression
Using NASCAR driver rating data to explore a series of transformations to improve linearity in regression.
Feb 5, 2024
Alyssa Bigness, Ivan Ramler, Jack Fay

 

NBA Wingspan & Performance

Webscraping
Data visualization
Data wrangling
Exploring wingspan and performance in the NBA by cleaning, merging and analyzing datasets.
Jun 23, 2025
Cooper Olney, Ivan Ramler

 

NCAA D1 Expenditures

Side-by-side boxplots
Something with expenditures by sport.
May 17, 2024
Denali Stevens, Ivan Ramler

 

NCAA Women’s Gymnastics and Bootstrap Distributions

Bootstrap Distribution
Confidence Intervals
Paired Data
Making bootsrap distributions and constructing confidence intervals
Jul 22, 2024
Vivian Johnson, Robin Lock

 

Olympic Rowing Medals Between 1900 and 2022 - Data Wrangling

dplyr
filtering
grouping and summarizing
mutating
Arranging data to analyze the total number of medals and the weighted points for nations competing in rowing events in the Summer Olympic Games between 1900 and 2022.
Jun 5, 2025
Abigail Smith, Robin Lock, Ivan Ramler

 

Olympic Rowing Medals Between 1900 and 2022 - Summary Statistics

distribution and skewness
outlier detection
summary statistics
confounding variable
The total number of medals and the weighted points for nations competing in rowing events in the Summer Olympic Games between 1900 and 2022.
Jun 5, 2025
Abigail Smith, Ivan Ramler, Robin Lock

 

Olympic Swimming - Changes in the 100m Women’s Event

Boxplots
Confidence Intervals
Difference in Means
Summary Statistics
Describing 100m event times for Women Olympic Swimmers from 1924 to 2020
Jun 14, 2024
Brendan Karadenes, Robin Lock, Ivan Ramler

 

PGA - Drive for Show, Putt for Dough?

Correlation
Using tournament data for professional golfers to see if driving or putting are more strongly related to success.
Feb 5, 2024
Alyssa Bigness, Robin Lock

 

Professional Bull Riding Analysis

Linear/Logistic Regression
Summary Statistics
Influential Points
Hypothesis Testing
Investigating a collection of professional bull riders and their statistics from 2023 season for the Touring Pro Division.
Mar 6, 2024
Matt Maslow, Ivan Ramler

 

Rugby Union Result Exploration

Densities
How can we predict which team will beat another team based on certain visualizations?
Apr 3, 2025
Alix du Plessis, Ivan Ramler

 

Ski to Sea

Correlation
Using Ski to Sea results data to see which leg (sport) is more strongly related to a team’s overall finish time.
May 8, 2024
Sam Peacock, Ivan Ramler

 

Strength Ratios - Flat Dumbbell Press to Barbell Bench Press

Data collection methods
One sample means-interval
Critically exploring self reported strength ratios.
Jun 13, 2024
Vivian Johnson, Ivan Ramler

 

UFC: Striking Accuracy Percentages and the Normal Distribution

Normal Distribution
Quantiles
Proportions
Analyzing UFC data from 1993-2021 using the Normal Distribution
Jun 6, 2024
Brendan Karadenes, Ivan Ramler

 

WNBA Data Cleaning Module

Data cleaning
Missing Data
Tables
This data set contains team game statistics for 16 WNBA teams and for 20 seasons.
May 15, 2024
Kristen Varin, Ivan Ramler

 

Women’s Alpine Skiing Giant Slalom - Paired Data

Paired Data
Difference in Means
Statistics from two runs at a Women’s World Cup Alpine Skiing Giant Slalom Race at Mont-Tremblant
May 15, 2024
Emelia Agostinelli, Robin Lock

 

Women’s Alpine Skiing World Giant Slalom - Data Cleaning

Tidying data
Data Scraping
Statistics from two runs at a Women’s World Cup Alpine Skiing Giant Slalom Race at Mont-Tremblant
May 15, 2024
Emelia Agostinelli, Robin Lock

 

Women’s NCAA Basketball - Building a shiny app

How to make an intro shiny app
Apr 3, 2025
Abby Sikora, Ivan Ramler

 

World Cup Women’s 10k Classic Nordic Ski Race - Splits

Simple linear regression
Correlation
Randomized block ANOVA
Times and ranks of skiers taken at four different distance points (1.3, 4.3, 7.5, and 10k) in a 10k classic race in Trondheim, Norway.
May 16, 2024
Abigail Smith, Robin Lock

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