FICTIONAL LEARNING PROJECT — use your own analysis, not invented employment. Question and audience: Source files and fingerprints: Grain, inclusion/exclusion and units: Validation checks and exceptions: Method and exact commands: Findings with numerator/denominator: Recommendation and next evidence: Limitations and source attribution: Self-review (scope/arithmetic/validation/explanation/reproducibility): Learning and portfolio preparation do not guarantee interviews or a job.