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There are 5 modules in this course
This course will provide students with an introduction to using specific data techniques to address key sports administrative functions in team and roster management. The primary focus is on the use of data analysis in player acquisition and retention, as well as player and coach assessment. Students will learn how the collective bargaining agreement (CBA) and standard player contract (SPC) provide the framework for management decisions in which data analysis play a pivotal role.
There is a focus on data science techniques as applied to sports datasets. Students will interpret outcomes of data analysis within the context of a sports calendar; identify provisions of the CBA and SPC; and gain an understanding of how the provisions impact decisions on team and roster management.
This module will cover the significance of each segment of a full-year sports calendar, including critical dates and key management activities in each part of the calendar.
What's included
8 videos3 readings1 assignment
Show info about module content
8 videos•Total 57 minutes
Introduction to Player Evaluation, Team Performance and Roster Management•2 minutes
Calendar Overview•8 minutes
September to December•7 minutes
January to April•3 minutes
May to June•9 minutes
July to August•4 minutes
Calendar Summary•1 minute
Exercise: Introduction to RStudio Programming Environment•24 minutes
This module covers pre-season to early season activities, including drafting, reserve and depth chart analysis and the importance of player contracts. It also introduces the basics of linear algebra.
Preseason Physicals, Medical Assessments & Return to Play•4 minutes
Les Bisson MD: Preseason Players as Patients •6 minutes
Les Bisson, MD: Medical Assessments of Roster Candidates •9 minutes
Tampa Bay•2 minutes
Montreal•4 minutes
Basic Facts•24 minutes
Matrices•14 minutes
Eigenvalues & Eigenvectors•11 minutes
Regression•18 minutes
Exercise: Regression (ie. Drawing Data Curves Thru Data Points)•15 minutes
1 reading•Total 60 minutes
Training Camp and Roster Building•60 minutes
1 peer review•Total 60 minutes
Regression Exercise•60 minutes
1 discussion prompt•Total 10 minutes
Linear Algebra Discussion•10 minutes
Scouting, Roster Evaluation and Preparing for the Trade Deadline
Module 3•3 hours to complete
Module details
This section focuses on the impacts of CBA & SPC on roster decisions. In addition, it reviews the rules and regulations management follows when making roster/team changes and how clustering is used as a data analytics tool.
What's included
5 videos1 reading1 peer review1 discussion prompt
Show info about module content
5 videos•Total 70 minutes
Scouting, Roster Evaluation & Preparing for the Trade Deadline•10 minutes
Negotiations with Amateur Graduates•6 minutes
Benefits & Player Value•6 minutes
Clustering as a Data Analytics Tool•16 minutes
Exercise: Clustering •31 minutes
1 reading•Total 45 minutes
Scouting, Roster Evaluation and Preparing for the Trade Deadline•45 minutes
1 peer review•Total 60 minutes
Clustering Exercise•60 minutes
1 discussion prompt•Total 10 minutes
Clustering Discussion•10 minutes
The Entry Draft, Free Agency & Assessing the Future
Module 4•2 hours to complete
Module details
The focus of this section is on activities occurring in the spring, including the entry draft, free agency and considering the future state of an athletic team.
What's included
12 videos1 reading1 assignment
Show info about module content
12 videos•Total 71 minutes
Industry Perspective: UB's Athletic Training Program •3 minutes
Industry Perspective: Athletic Trainers & Organizational Relationships •6 minutes
Critical 8-Week Compliance Calendar •5 minutes
From a Coach’s Perspective: Using Statistics and Rosters •5 minutes
The CBA as it Relates to the Entry Draft & Free Agency •7 minutes
From a Coach’s Perspective: How Involved is the Coach in Organization Decision •5 minutes
Early Round Draft Picks and Buyouts •6 minutes
From a Coach’s Perspective: Communication across the Organization •6 minutes
Management, Scouts, and Data Analysts Sit Side-by-Side •8 minutes
Industry Perspective: Athletic Trainers & Player Data Access •4 minutes
Industry Perspective: The Athletic Trainer Role as an Executive •7 minutes
Les Bisson MD: Wearable Technology and Privacy •10 minutes
1 reading•Total 60 minutes
The Entry Draft, Free Agency & Assessing the Future •60 minutes
1 assignment•Total 15 minutes
The Entry Draft, Free Agency & Assessing the Future •15 minutes
The Offseason
Module 5•3 hours to complete
Module details
This section focuses on the activities preceding a regular athletic season, including those performed by management, staff, medical personnel, and players.
What's included
10 videos1 reading1 peer review
Show info about module content
10 videos•Total 50 minutes
The Busy Offseason•4 minutes
The CBA: Articles 8 - 16 •5 minutes
From a Coach’s Perspective: The Player and Coach •1 minute
From a Coach’s Perspective: One Big Happy Family •2 minutes
Roster Signings and Retention Efforts •7 minutes
Les Bisson MD: Evaluating Player Injury Data •4 minutes
Industry Perspective: Using Data for Organizational Decisions •2 minutes
Industry Perspective: Athlete Chemistry •3 minutes
Training Camp Preparations•10 minutes
What Data Should be Emphasized? •10 minutes
1 reading•Total 60 minutes
The Off-Season•60 minutes
1 peer review•Total 60 minutes
Roster Building Capstone•60 minutes
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