Custom Analytics Development

Custom Healthcare Analytics: When Standard Reports Don't Fit Your Workflow

For healthcare organizations with unique reporting needs beyond standard capabilities. Custom dashboards, specialized quality measures, and organization-specific analytics workflows built by The Algorithm's healthcare consulting team.

Schedule Consultation →
5 wkstypical custom development: requirements through delivery and training
Standard vs. Custom

Most Organizations Need Standard. Some Need More.

BUILT INTO VIZIER — NOT CUSTOM

These capabilities are configured during standard implementation — they're part of what every Vizier engagement includes, and they don't require custom development work.

MIPS quality measure tracking (all standard specialties)
Readmission rate calculation and 30-day tracking
Denial rate analysis with standard reason code categories
Annual Wellness Visit and preventive care gap identification
Population-level chronic disease panel management
A/R aging and payer performance dashboards
Provider benchmarking within your organization
WHEN CUSTOM DEVELOPMENT IS APPROPRIATE

Custom work is for organizations whose reporting requirements don't fit standard templates — unique payer contracts, specialty-specific outcome measures, or organization-defined care protocols.

Unique payer contract quality metrics not mapped to standard measures
Custom risk scores based on organization-specific clinical criteria
Organization-specific care protocol adherence tracking
Specialty-specific KPIs: orthopedic functional outcomes, oncology protocol adherence
ACO-specific shared savings calculation components
FQHC UDS measure variants with HRSA-specific denominator logic
Rural health cost report analytics with CAH-specific reporting
What "Custom" Means

Configuration, Not Software Development

Custom analytics in Vizier means custom measure definitions, query templates, threshold configurations, and alert rules — not building software from scratch. The Vizier platform handles the data infrastructure; The Algorithm's team handles the clinical and operational logic that defines what you're measuring and how.

This distinction matters for timelines. A custom measure definition — specifying the denominator, numerator, exclusion criteria, and benchmark comparison — takes days to develop and validate, not months. The underlying data infrastructure is already built; we're configuring the logic layer.

All custom configurations are documented in plain language — not in code — so your team can understand what's being measured, validate that the definition matches your intent, and maintain the logic as your reporting requirements evolve.

Custom Measure Definitions
Numerator, denominator, exclusion criteria, and performance thresholds written in clinical terms
Query Templates
Reusable question templates for your specific clinical workflows — built once, used repeatedly
Threshold Configurations
Alert thresholds calibrated to your patient population's baseline, not generic defaults
Alert Rules
Automated notifications when custom measures cross defined thresholds — configured for your workflows
Custom Work Examples

The Types of Custom Work We Build

ACO Shared Savings Calculation
Standard Vizier MSSP tracking covers quality measure performance and attribution analytics. Custom development adds the specific shared savings calculation components for your ACO's track and benchmark year — so you see projected shared savings dollars, not just quality scores. This requires your specific benchmark amount and trend factors.
FQHC UDS Measure Variants
Federally Qualified Health Centers report UDS measures to HRSA with denominator logic that differs from standard clinical quality measures. UDS Table 6B and 7 measures have FQHC-specific patient population inclusions that standard MIPS configurations don't capture. We build UDS measure definitions that match HRSA's published specifications.
Specialty-Specific Outcome Tracking
Orthopedic practices track KOOS, PROMIS, or HOOS functional outcome scores at 90-day and 1-year post-op intervals. Oncology practices track protocol adherence and time-to-treatment metrics. Behavioral health practices track PHQ-9 improvement rates and care episode length. These are built to your specialty's published standards.
Payer Contract Quality Metrics
Value-based payer contracts often define quality metrics with slight variations from standard measure specifications. A specific payer may define 'controlled hypertension' as blood pressure below 130/80 rather than 140/90, or require A1C testing every 90 days for a high-risk diabetes cohort. We configure Vizier to calculate what your contract actually requires.
What You Get

Deliverables That Belong to You

Requirements documentation in plain clinical language — specifying exactly what we're building before any configuration begins
Custom measure specifications with numerator, denominator, exclusion criteria, and benchmark definition
Vizier configuration: measure logic, query templates, threshold alerts, and dashboard views
Testing and validation against historical data — confirming that custom measures produce the correct results
Documentation for ongoing use — your team understands what's configured and why
Training for staff who will use the custom analytics in their workflows

The documentation deliverable is often undervalued until the consultant who configured the system leaves the organization and nobody knows how the measure was defined. We document every custom configuration in terms your team can read, validate, and maintain — regardless of their technical background.

Testing against historical data is required, not optional. A custom measure that produces plausible-looking results isn't validated — it's guessed. We run every custom measure against at least three months of historical data and reconcile against any source system data you have available before calling it complete.

How It Works

From Requirements to Delivery in Five Weeks

STEP 01
Requirements Gathering
We work with your clinical and operational staff to document exactly what needs to be measured, how it's defined, what the data source is, and what decisions the metric will drive. Requirements that aren't documented precisely produce configurations that don't answer the intended question.
STEP 02
Specification, Design & Build
We translate clinical requirements into formal measure specifications, design the Vizier configuration, build the custom logic, and run initial tests against sample data. You review the specification before build begins — changes at the spec stage cost days; changes after build can cost weeks.
STEP 03
Testing, Delivery & Training
Full validation against historical data with reconciliation against source systems. Delivery includes the configured views, documentation, and training for the staff who will use the analytics. A 30-day follow-up ensures the configuration is answering the questions it was built to answer.
Timeline & Outcomes

What to Expect and When

Custom development takes five weeks from initial requirements gathering to delivery and training. The biggest risk to timeline is unclear requirements at the start — organizations that come to requirements gathering with specific questions and examples move faster than those who need to define what they're measuring during the requirements process.

Week 1
Requirements gathering — clinical and operational staff interviews, measure specification drafts
Week 2
Specification and design review — client validates measure definitions before build begins
Weeks 3–4
Build and testing — Vizier configuration, validation against historical data
Week 5
Delivery and training — configuration live, documentation delivered, staff trained
5 wks
typical custom development timeline
100%
configurations documented in plain clinical language
3 mo
historical data validation before delivery
30 day
follow-up period after delivery
Related Services
Healthcare Analytics Consulting →MIPS Reporting Automation →Population Health Analytics →
Get Started

Describe What You're Trying to Measure

Schedule a 30-minute consultation. Describe the clinical or operational question you can't currently answer and we'll tell you whether it's a standard configuration or custom development — and what either would involve.