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⚡ AI Lessons

Dev.to · VBC Risk Analytics
3d ago
Engineering a Defensible Suspect-Condition Pipeline (Identify Validate Capture)
Suspect-condition workflows are deceptively simple to prototype and surprisingly hard to make...

Dev.to · VBC Risk Analytics
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
6d ago
Building a Population Health Risk Stratification Pipeline for MA Plans
Risk stratification sounds like a data-science buzzword until you have to build the thing. For a...

Dev.to · VBC Risk Analytics
1w ago
Designing an API-First Value-Based Care Analytics Stack for MA Payers
If you build software for Medicare Advantage (MA) plans, "analytics" usually arrives as a vague...

Dev.to · VBC Risk Analytics
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1w ago
How ICD-10 Codes Map to an HCC / RAF Score (and Why the Same Code Set Yields Different Scores)
If you're building anything that touches Medicare Advantage risk adjustment, sooner or later you hit...

Dev.to · VBC Risk Analytics
2w ago
Automating RAF Scoring in Real Time: An Architecture Walkthrough
If you've ever built a batch RAF job, you know the awkward truth: by the time the score lands, the...

Dev.to · VBC Risk Analytics
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2w ago
HCC V28 Transition Timeline & Phase-In Impact
V28 didn't replace V24 overnight. CMS blends the two models over multiple payment years, which means...

Dev.to · VBC Risk Analytics
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
3mo ago
Healthcare Risk Adjustment Tools from VBC Risk Analytics
Healthcare data engineering is hard. Healthcare risk adjustment data engineering is a category of...
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