Manually verify 5-10% of your data 2. **Use known results** - Cross-check high-profile games with news reports 3. **Document discrepancies** - Note when sources disagree 4. **Be consistent** - Use one source throughout a project 5. **Acknowledge limitations** - Report data source and known issues