Type to search
Data Science in Education Using R Book Club
Welcome
Book club meetings
1
Introduction and How to Use this Book
1.1
Slides
1.2
Meeting Videos
1.2.1
Cohort 1
2
What does Data Science in Education Look Like?
2.1
Slides
2.2
Meeting Videos
2.2.1
Cohort 1
3
Special Considerations
3.1
Slides
3.1.1
Resources Shared
3.2
Meeting Videos
3.2.1
Cohort 1
4
Getting Started with R and RStudio & Foundational Skills
4.1
Slides
4.2
Meeting Videos
4.2.1
Cohort 1
5
Walkthrough 1: The Education Data Science Pipeline
5.1
Slides
5.2
Meeting Videos
5.2.1
Cohort 1
6
Walkthrough 2: Approaching Gradebook Data From a Data Science Perspective
6.1
Slides
6.2
Meeting Videos
6.2.1
Cohort 1
7
Walkthrough 3: Using School-Level Aggregate Data to Illuminate Educational Inequities
7.1
Slides
7.2
Meeting Videos
7.2.1
Cohort 1
8
Walkthrough 4: Longitudinal Analysis With Federal Students With Disabilities Data
8.1
Slides
8.2
Meeting Videos
8.2.1
Cohort 1
9
Walkthrough 5: Text Analysis With Social Media Data
9.1
Slides
9.2
Meeting Videos
9.2.1
Cohort 1
10
Walkthrough 6: Exploring Relationships Using Social Network Analysis With Social Media Data
10.1
Slides
10.2
Meeting Videos
10.2.1
Cohort 1
11
Walkthrough 7: The Role (and Usefulness) of Multilevel Models
11.1
Slides
11.2
Meeting Videos
11.2.1
Cohort 1
12
Walkthrough 8: Predicting Students’ Final Grades Using Machine Learning Methods with Online Course Data
12.1
Slides
12.2
Meeting Videos
12.2.1
Cohort 1
13
Teaching Data Science
13.1
Slides
13.2
Meeting Videos
13.2.1
Cohort 1
14
Introducing Data Science Tools To Your Education Job
14.1
Slides
14.2
Meeting Videos
14.2.1
Cohort 1
15
Learning More, Additional Resources, and Conclusion: Where to Next?
15.1
Slides
15.2
Meeting Videos
15.2.1
Cohort 1
Published with bookdown
Facebook
Twitter
LinkedIn
Weibo
Instapaper
A
A
Serif
Sans
White
Sepia
Night
Data Science in Education Using R Book Club
3.1
Slides
3.1.1
Resources Shared
Switch: How to Change Things When Change is Hard by Chip Heath, Dan Heath
ADKAR Model
Education Data Done Right
Weapons of Math Destruction by Cathy O’Neil
Thinking in Systems by Donella H. Meadows
We All Count
Urban Institute Applying Racial Equity Awareness in Data Visualization
Education Equity Indicator Systems