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Two Way ANOVA
Two Way ANOVA
One Way ANOVA
One Way ANOVA
Chi Square
Chi Square
Exam 2
Final exam
Arian Pousa In-class activity 15 Predicting the Baseball World Series Champion
Team: A code for the name of the team
League: The Major League Baseball league the team belongs to, either AL (American League) or NL (National League)
Year: The year of the corresponding record
RS: The number of runs scored by the team in that year
RA: The number of runs allowed by the team in that year
W: The number of regular season wins by the team in that year
OBP: The on-base percentage of the team in that year
SLG: The slugging percentage of the team in that year
BA: The batting average of the team in that year
Playoffs: Whether the team made the playoffs in that year (1 for yes, 0 for no)
RankSeason: Among the playoff teams in that year, the ranking of their regular season records (1 is best)
RankPlayoffs: Among the playoff teams in that year, how well they fared in the playoffs. The team winning the World Series gets a RankPlayoffs of 1.
G: The number of games a team played in that year
OOBP: The team’s opponents’ on-base percentage in that year
OSLG: The team’s opponents’ slugging percentage in that year
Arian Pousa In-class activity 14
Consider the following vectors representing the number of three-pointers made and attempted by a basketball player in five games:
Three-Pointers Made: c(4, 5, 3, 6, 7) Three-Pointers Attempted: c(9, 10, 8, 11, 12)
Calculate the three-point shooting percentage for each game and select the correct average three-point shooting percentage for the five games.
In-class activity 12 Money Ball
In-class activity #12(HW): Analyzing the Lecture Solution File
Sports Analytics: In-class Activity 10
CAP4936 In-class Activity 10
Choosing among different players
In-class activity #9
Baseball Team Scores
Arian Pousa In-class activity 7 & 8
Linear Regression: First Base hitting stats
CAP4936 Summer 2026
Final Project Sports Analytics
CAP4936 class
Final Project: Sports Analytics
Revised version
Final Project: Sports Analytics
You are the chief data analyst of a sports organization and have to present to stakeholders the ideal players to choose within the budget to win more games during next season (playoffs). Your team may belong to the MLB or NBA organization depending on the dataset you choose.
Objective 1: Better team selection within a budget to maximize playoff chances.
Arian Pousa In-class activity 4
CAP4936 In-class activity 4
Arian Pousa In-class activity 5
CAP4936 in-class activity 5
Activity4
In-Class