The course will focus on teaching statistical methods and the Warp and Woof model to do the statistical analysis of either psychological or educational data by utilizing the learning outcomes of "Introduction to Psychological and Educational Measurement."
Students will be able to perform data analysis, such as calculation of basic statistics, statistical tests, ANOVA, multiple comparison, multiple regression analysis, principle component analysis, factor analysis, and cluster analysis, by using Excel or R Commander.
Statistical data analysis, Excel, R Commander, Problem-solving, Statistical Ways of Viewing and Thinking
✔ Specialist skills | Intercultural skills | Communication skills | Critical thinking skills | Practical and/or problem-solving skills |
This course will be held only if "SHS.D463:Analyses and Modeling Techniques of Educational Data" is not held. Please check "Prerequisites" of this course.
Every lesson will be conducted as “Presentation of pre-exercise → discussion → post-exercise.”
Course schedule | Required learning | |
---|---|---|
Class 1 | Introduction | Install R Commander pre-exercise for the next lesson |
Class 2 | Presentation and discussion about exercise 1 | pre- and post-exercise |
Class 3 | Presentation and discussion about exercise 2 | pre- and post-exercise |
Class 4 | Presentation and discussion about exercise 3 | pre- and post-exercise |
Class 5 | Presentation and discussion about problem analysis of comprehensive exercise | pre- and post-exercise |
Class 6 | Mid-term presentation and discussion about comprehensive analysis exercise | pre- and post-exercise |
Class 7 | Final presentation and discussion about comprehensive analysis exercise | Final report |
Matsuda, T. and Hagiuda, N. (Eds.) (2021) Introduction to data science for problem-solving, Jikkyo Syuppan.
E-learning materials will be provided if necessary.
Achievement levels of pre-and-post exercises for each lesson
This course will be held only if "SHS.D463 : Analyses and Modeling Techniques of Educational Data" is not held. Therefore, students who have not registered to "SHS.D463" take "Introduction to Psychological and Educational Measurement" until end of registration period cannot take this course.
In addition, students who has not taken "LAT.A401:Introduction to Psychological and Educational Measurement" cannot take this course.
stat-ask[at]et.hum.titech.ac.jp
By appointment.