RESUMEN
BACKGROUND: Accurate, complete, timely data were essential to effective contact tracing for COVID-19. Maryland Department of Health partnered with Maryland's designated health information exchange, Chesapeake Regional Information System for Our Patients (CRISP), to establish data enhancement processes that provided the foundation for Maryland's successful contact tracing program. METHODS: Hourly, electronic positive COVID-19 test results were routed through CRISP to the contact tracing data platform. The CRISP matched reports against its master patient index to enhance the record with demographic, locating, fatality, vaccination, and hospitalization data. Records were deduplicated and flagged if associated with a congregate setting, select state universities, or recent international travel. χ 2 Tests were used to assess if CRISP-added phone numbers resulted in better contact tracing outcomes. RESULTS: During June 15, 2020, to September 1, 2021, CRISP pushed 531,094 records to the state's contact tracing data platform within an hour of receipt; of those eligible for investigation, 99% had a phone number. The CRISP matched 521,731 (98%) records to their master patient index, allowing for deduplication and enrichment. The CRISP flagged 15,615 cases in congregate settings and 3304 cases as university students; these records were immediately routed for outbreak investigation. Records with an added phone number were significantly more likely to be successfully reached compared with cases with no added phone number ( P = 0.01). CONCLUSIONS: The CRISP enhanced COVID-19 electronic laboratory reports with a near-instant impact on public health actions. The partnership and data processing workflows can serve as a blueprint for data modernization in public health agencies across the United States.