Research Instruments
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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):
2. ARTIST Topic Scales:
3. Statistics Concept Inventory (SCI):
4. Statistical Reasoning Test (SRA):
Attitudes and Anxiety Measures
1. Survey of Attitudes Toward Statistics:

2. Attitudes Toward Statistics (ATS):
3. Current Statistics Self-efficacy (CSE):


4. Statistics anxiety rating scale:
Copyright 2006 by the Regents of the University of Minnesota. The University of Minnesota is an equal opportunity educator and employer. This page is subject to change without notice. Last modified: June 9, 2006. For questions or comments, contact Bob delMas at