just because it's made of digits doesn't make it numerical 2. **Treating ordinal as continuous without acknowledging the simplification** — the average of 1-5 ratings is common but technically approximate 3. **Ignoring the data dictionary** — coded values (77 = "Don't know") can corrupt calculations