MASDER Surveys & Instruments
MASDER provides six validated instruments organized by discipline and perspective. Each instrument captures a distinct component of motivation or learning context in statistics and data science education.
Student · Statistics
Measures students' motivational attitudes toward statistics.
Codebook · Usage · Psychometrics
Student · Data Science
Measures students' motivational attitudes toward data science.
Codebook · Usage · Psychometrics
Instructor · Statistics
Measures instructors' motivational beliefs toward teaching statistics.
Codebook · Usage · Psychometrics
Instructor · Data Science
Measures instructors' motivational beliefs toward teaching data science.
Codebook · Usage · Psychometrics
Learning Environment · Statistics
Captures course-level features of the statistics learning environment.
Codebook · Usage · Psychometrics
Learning Environment · Data Science
Captures course-level features of the data science learning environment.
Codebook · Usage · Psychometrics