Table 3. Four-factor solution of the CRAI-19 after principal components analysisa, n=131.
CRAI-19 Factorsb | ||||
Factor 1c | Factor 2c | Factor 3c | Factor 4c | |
1. Choose an appropriate research design that will answer a set of research questions and/or test a set of hypotheses | .774b | .329 | .268 | .149 |
2. State the purpose, strengths and limitations of each study design | .760 b | .307 | .317 | .203 |
3. Determine an adequate number of subjects for your research project | .809 b | .346 | .109 | .083 |
4. Design the best data analysis strategy for your study | .880 b | .217 | .201 | .089 |
5. Evaluate the reliability and validity of a given measurement | .714 b | .313 | .350 | .259 |
6. Ensure data collection is reliable across trials, raters, or equipment | .707 b | .174 | .311 | .356 |
7. Avoid the violation of statistical assumptions | .816 b | .142 | .352 | .051 |
8. Prepare a research proposal suitable for submission in one’s research area | .373 | .707 b | .290 | .189 |
9. Locate appropriate forms for a grant application | .300 | .667 b | .206 | .328 |
10. Prepare a project budget for a grant application | .241 | .654 b | .142 | .430 |
11. Identify faculty collaborators from within and outside the discipline who can offer guidance to the project | .239 | .776 b | .255 | .118 |
12. Sustain effective collaborations | .207 | .789 b | .318 | .157 |
13. Terminate a collaboration that isn’t working | .206 | .765 b | .164 | .032 |
14. Write a literature review that critically synthesizes the literature relevant to your own research question | .251 | .392 | .746 b | .229 |
15. Write a methods section that conveys sufficient methodological detail to permit subsequent replication of your work by others | .411 | .284 | .758 b | .229 |
16. Write the results section of a research paper that clearly summarizes and describes the results, free of interpretative comments | .391 | .225 | .836 b | .132 |
17. Write a discussion section for a research paper that articulates the importance of your findings relative to other studies in the field | .338 | .353 | .805 b | .117 |
18. Apply the appropriate process for obtaining informed consent from research subjects | .175 | .228 | .164 | .913 b |
19. Write a human subjects consent form containing the appropriate elements | .179 | .206 | .187 | .910 b |
CRAI, Clinical Research Appraisal Inventory.
a. Cronbach’s alphas: CRAI-19, .960; Factor 1, writing, .955; Factor 2, Study design/data analysis, .907; Factor 3, Collaboration/grants, .948; Factor 4, Consent process, .953.
b. Denotes items included in computation of each subscale’s scores.
c. Percentage of variance explained: Factor 1=27.7%; Factor 2=22.1%; Factor 3=18.1%; Factor 4=12.9%; overall CRAI-19=80.9%.