- Themes of course are statistical methods and mutivariable analysis methods as well as the warp and woof model of problem-solving for stastical analysis.
- This course is integrally managed with "Practices for Psychological and Educational Measurement A & B."
The goal of this course is to master the basic techniques of statistics often used in the areas of education and psychology.
Introductory and intermediate statistics
✔ Specialist skills | Intercultural skills | Communication skills | Critical thinking skills | Practical and/or problem-solving skills |
The lessons of this course and exercises of "Practices for Psychological and Educational Measurement" are provided as paired lectures every two weeks on a class day.
Course schedule | Required learning | |
---|---|---|
Class 1 | Basic Statistics and statistical tests (An E-mail from m-domain address is required until 12:00 on April 14th.) | Review after exercises by the gaming instructional material |
Class 2 | Correlation and cross tabulation | Review after exercises by the gaming instructional material |
Class 3 | Analysis of variance | Review after exercises by the gaming instructional material |
Class 4 | Regression analysis | Review after exercises by the gaming instructional material |
Class 5 | Principal component analysis and factor analysis | Review after exercises by the gaming instructional material |
Class 6 | Cluster analysis | Review after exercises by the gaming instructional material |
Class 7 | Comprehensive analysis | Review after exercises by the gaming instructional material |
Class 8 | End term test and review | Review of the lessons |
Matsuda, T. and Hagiuda, N. (Eds.) (2021) Introduction to data science for problem-solving, Jikkyo Syuppan.
E-learning materials for " Introduction to Psychological and Educational Measurement A & B."
(Additional information will be introduced when necessary.)
Homework Exercises and End term examination (both 1Q and 2Q)
"Practices for Psychological and Educational Measurement A" is required to be taken concurrently.
stat-ask [at] et.hum.titech.ac.jp
Office hours by appointment.