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Research Instruments

These are some instruments that may be useful for research and evaluation projects that involve assessments of outcomes related to teaching and learning statistics.

Achievement Measures

1. ARTIST Comprehensive Assessment of Outcomes in a First Statistics course (CAOS):

   http://www.causeweb.org/artist/caos.php

2. ARTIST Topic Scales:

   http://www.causeweb.org/artist/scales.php

3. Statistics Concept Inventory (SCI):

   http://coecs.ou.edu/sci/

4. Statistical Reasoning Test (SRA):

   http://www.stat.auckland.ac.nz/~iase/serj/SERJ2(1).pdf

Attitudes and Anxiety Measures

1. Survey of Attitudes Toward Statistics:

   http://www.flaguide.org/tools/attitude/attitudes_toward_statistics.php

2. Attitudes Toward Statistics (ATS):

   http://www.causeweb.org/artist/ats.php

3. Current Statistics Self-efficacy (CSE):

   http://www.causeweb.org/artist/cse.php

4. Statistics anxiety rating scale:

   http://www.accelerated-learning-online.com/research/psychometric-properties-statistics-anxiety-rating-scale.asp