Software and data for the nation’s health.
Hale Medical and Data Sciences brings test-driven software, medical data sciences, predictive analytics and multimodal AI to the government agencies that safeguard American health — engineered to federal standards, with clinical expertise in-house.
Frequent mental distress among adults, by county
Age-adjusted prevalence, 2022.
Each bar is a group of counties. Hover a bar to find them on the map; click a county to zoom to its state.
Source: CDC PLACES county estimates, published 2024, from the 2022 Behavioral Risk Factor Surveillance System. Veterans: VA’s VetPop2023 county estimates, 30 September 2023. Connecticut reports by planning region and is not drawn; territories are not shown.
Software & Data EngineeringNAICS 541511 (primary), 541512, 518210
Connecting systems that were never designed to talk.
Custom applications and health data pipelines, interoperability across FHIR, HL7 and X12, and secure hosted environments for sensitive data — built to federal security and accessibility standards.
A day of health-data traffic through an interface engine
Messages a day by route. Hover a system, or tap it, to trace everything that flows through it.
- Message routes
- Held for review
Routes as a table
| From | To | A day |
|---|---|---|
| EHR admissions | Interface engine | 184k |
| Clinical records | Interface engine | 96k |
| Claims | Interface engine | 41k |
| Lab results | Interface engine | 68k |
| Immunizations | Interface engine | 12k |
| Interface engine | Terminology services | 302k |
| Interface engine | Research enclave | 86k |
| Interface engine | Held for review | 13k |
| Terminology services | Clinical decision support | 152k |
| Terminology services | Quality reporting | 54k |
| Terminology services | Public-health registries | 38k |
| Terminology services | Research enclave | 58k |
The flow diagram and the patient cohort on this page are illustrative product concepts, not screenshots of delivered systems. Their volumes and patients are invented.
Software and data engineering capabilitiesHealth Research & AnalyticsNAICS 541715, 541720Clinical & Advisory ServicesNAICS 621112, 541690
Who a risk model flags, and whether the program helped.
Predictive models and analysis on data agencies already hold, with physician-led clinical judgment on what an outcome measure actually captures.
700 hospital discharges, placed by predicted 30-day readmission risk
Each dot is one patient. Drag the cutoff to choose who gets transition care, then split the cohort by program.
- Readmitted within 30 days
- Not readmitted
- Faded: below the cutoff
- Patients flagged
- 207
- patients flagged, 30% of all discharges
- Readmissions caught
- 54%
- of readmissions caught (44 of 82)
- Flagged patients readmitted
- 21%
- of flagged patients were readmitted
Bring us a hard problem.
A system that has to talk to others it was never designed for, data that has to answer a question, or a program that needs a physician’s judgment — we start with what would count as done.
Start the conversation