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We Help You Build ML-Based Cohort & Risk Stratification Systems

Read our whitepaper on Longitudinal Patient Records

TechVariable partners with providers, payers, and healthtech companies to build ML–powered risk stratification models that enable better population segmentation, care prioritization, and intervention planning.

The Necessity

Why It Matters

In today’s value-based environment, you need to know what traditional rule-based segmentation engines fail to provide:

Which patients are at risk of hospitalization or complications?

Who needs proactive outreach based on rising risk indicators?

Where are the costliest care gaps in your population?

Our Solutions

What We Can Help You Build

We work closely with your clinical, data, and population health teams to design, develop, and deploy:

Custom ML Models for Risk Stratification

Predictive models tailored to your population, such as readmission risk, rising cost risk, chronic condition onset, etc.

Cohort Segmentation
Frameworks

We build logic that groups patients into dynamic cohorts by acuity, utilization, SDOH factors, diagnosis codes, and more.

Visual Dashboards and Scoring Layers

Display risk scores by individual, provider panel, or population, with drill-down filters and trend tracking.

Workflow Integrations for Outreach

We enable care managers and providers to receive actionable lists, alerts, and next-best-action recommendations.

Data Pipelines for Ongoing Learning

Continuous model retraining using our Data Normalization & Orchestration and Healthcare Data Warehouse services.

Our Process

How We Work With You

Whether you’re starting from scratch or enhancing your current risk framework, our services model includes:

Data Discovery & Strategy

We assess the quality and structure of your current datasets (EHR, claims, labs, SDOH, etc.)

Explore: HealthTech Advisory & Consulting

Data Preparation & Feature Engineering
Using our Data Normalization and Orchestration expertise, we unify data and build model-ready datasets.
ML Model Development
We co-develop explainable ML models that classify, score, and segment your population based on specific business goals.
Cohort Builder & Analytics Layer

We build custom interfaces and applications to visualize and interact with risk and cohort data.

Explore: Custom Applications for Providers

Integration into Clinical Workflows
We ensure your care managers and providers receive the right risk signals at the point of care.

Want to Layer in Quality Measures Too?

Many of our clients connect cohort-based risk tools with quality measure tracking to drive smarter interventions.
Explore: Quality Measures & Care Gap Analytics

Use-Cases

What is Possible With TechVariable

We help you turn population data into targeted action.

For Providers & ACOs

We help build cohort engines that connect with your existing care management or EHR systems.

  • Prioritize outreach for rising-risk patients
  • Reduce preventable admissions and readmissions
  • Segment populations by chronic disease, utilization, or quality metric performance

For Payers & Health Plans

We develop scoring systems that integrate across claims, clinical, and pharmacy data.

  • Identify high-cost or high-utilization members
  • Stratify risk across covered lives for contracting and resource planning
  • Support program eligibility for care coordination, home health, or digital health services

For HealthTech Companies & Digital Health Startups

We provide a full-stack services team (from advisory to engineering) to build what your roadmap needs.

  • Add care gap insights into your provider-facing apps
  • Co-develop quality measure engines for your platform
  • Embed regulatory reporting tools into your customer workflows

Risk Models

Types of Risk Models We Can Help You Build

We help you design ML models that flag risks early and support timely, proactive care.
Risk TypeDescription
Readmission RiskPredict 30/60/90-day risk of hospital readmission
Rising RiskIdentify patients trending toward higher utilization or deterioration
Chronic Disease OnsetFlag early indicators of diabetes, CHF, COPD, etc.
Cost RiskSpot members likely to cross high-cost thresholds
Behavioral Health RiskSurface at-risk patients based on diagnosis patterns, visits, and prescriptions
Custom Risk ScoringCo-create risk definitions aligned with your contracts, workflows, or product vision

Why Us

What Sets Us Apart

We bring the right engineering, data science, and healthcare expertise to build risk tools you can trust and scale.

Interoperable by Design

We support HL7, FHIR, X12, and integrate with Epic, Cerner, Allscripts, and payer systems.

Built with Your Data

We don’t offer a one-size-fits-all product. We build risk tools customized for your population and goals.

Explainable & Ethical AI

Every ML model is interpretable, auditable, and compliant with HIPAA and data fairness guidelines.

Extendable with GenAI

We help overlay GenAI-powered outreach messages, summaries, or decision support features.

Explore: GenAI and Agentic Workflows

Let’s Build Your Risk Intelligence Engine

We’ll help you build a robust, explainable ML-driven risk stratification system to improve population health, build new product features, or optimize contract performance.

Schedule a Consultation
Request a Sample Risk Model