Module 10 Worksheet: Non-Parametric Thinking and Assumption Caution
Scenario
You are helping a beginner analyst review a small synthetic dataset. Your job is not to sound impressive. Your job is to make the safest useful statement.
Data
Dataset: ordinal-satisfaction.csv
| response_id | group_name | satisfaction_rank | completion_time_minutes | unusual_flag |
|---|---|---|---|---|
| O01 | Original | 3 | 18 | no |
| O02 | Original | 2 | 22 | no |
| O03 | Original | 4 | 19 | no |
| O04 | Original | 3 | 21 | no |
| O05 | Original | 1 | 35 | very slow completion |
| O06 | Original | 3 | 20 | no |
Your Task
Identify why a standard mean comparison may be weak for satisfaction ranks.
Questions
- What is the statistical question?
- What is the unit of analysis?
- Which variables matter most?
- What summary, comparison, or visual check is suitable?
- What does the evidence suggest?
- What should not be claimed?
- What limitation should be mentioned?
Write Your Conclusion
Write two to four careful sentences. Use plain English. Do not use words like proves, guarantees, or always unless the evidence truly supports them.
Self-Check
- Did I name the question?
- Did I use the right denominator or comparison?
- Did I avoid claiming more than the data can support?
- Did I mention uncertainty, bias, assumptions, or limits where needed?