Results in IP blocking and unreliable data collection 2. **Not validating data** - Garbage in, garbage out applies strongly to sports analytics 3. **Assuming data completeness** - Missing values are common and meaningful 4. **Comparing raw statistics across eras** - Context is essential 5. **Relying