Blacks Counted as White in Crime Stats
Texas Sex Offender Registry Race/Ethnicity Audit
Unknown macro: anchor. Click on this message for details.
Overview
On September 9, 2023, Unbiased Crime Report (@UnbiasedCrime) published an in-depth analysis of the Texas Department of Public Safety’s sex offender registry, focusing on race and ethnicity misclassifications. The thread examines a database of 101,976 registrants and highlights systemic data errors that misrepresent non-White offenders as White.
Data Collection
1. Downloaded the full Texas Sex Offender Registry: 101,976 entries.
2. Queried the database to flag potential mismatches between surnames, self-reported race/ethnicity, and demographic patterns.
3. Used custom scripts to compute initial accuracy metrics.
Key Findings
1. Raw Misclassification Counts
* Hispanics flagged as “Non-Hispanic White”: 11,541
* Blacks flagged as White: 92
* Asians flagged as White: 34
* Whites flagged as Black: 1
- Accuracy Metrics
- Initial accuracy: 89.48 %.
- After manual verification: 92.27 %.
- Remaining false positives to review: 2,590.
- Initial accuracy: 89.48 %.
- Notable Examples
- Clusters of “Hernandez” surnames incorrectly marked as White.
- Dequan, a documented Black offender, listed as “Non-Hispanic White.”
- Louby Innocent, originally marked Black in Florida, appeared as White in Texas.
- Clusters of “Hernandez” surnames incorrectly marked as White.
Methodology
1. Automated surname-based queries to generate candidate mismatches.
2. Manual review of flagged entries by cross-referencing public DPS records.
3. Iterative re-runs to refine the matching algorithm and reduce false positives.
Impact and Next Steps
1. Archived original registry entries to preserve evidence before corrections.
2. Planned release of a comprehensive spreadsheet with all verified entries and source links.
3. Recommendation: Texas DPS should implement routine data audits to ensure accurate race/ethnicity reporting.
References
Unknown macro: footnotes. Click on this message for details.

Sex offender statistics comparison before and after nonwhites were correctly switched to their respective races.
Figure 1:
Figure 2:
- ^ Unbiased Crime Report (@UnbiasedCrime). “Texas Sex Offender Registry Analysis!” Twitter thread, Sep 9, 2023. Available at Thread Reader App
- ^ Texas Department of Public Safety. “Sex Offender Registry.” Available at DPS Public Site