Assessment Rubric
Table 1
Table
6 / 7
Table 1
Table
Table 1
| Criterion | Excellent | Satisfactory | Needs improvement |
|---|---|---|---|
| Study scenario | Clear, realistic, and linked to data needs | Understandable but limited detail | Vague or disconnected |
| Data dictionary | Complete, consistent, and well coded | Mostly complete with minor gaps | Missing key definitions |
| REDCap/database design | Logical forms, validation, and workflow | Basic design works | Design has major usability issues |
| R scripts | Reproducible, readable, and well organized | Scripts run with minor issues | Scripts incomplete or unclear |
| Data quality checks | Risk-based and well documented | Basic checks present | Checks missing or poorly defined |
| Summaries and visuals | Accurate, interpretable, and useful | Basic outputs present | Outputs unclear or misleading |
| Documentation | Strong README, codebook, and governance notes | Some documentation present | Documentation insufficient |
| Presentation | Clear explanation and reflective insight | Adequate explanation | Difficult to follow |