Understanding the Model Output Report (MOR): The Complete Guide to Medicare Advantage Risk Adjustment Transparency

Your definitive resource for MOR analysis, validation, and optimization

Quick Start: What You Need to Know

The MOR is CMS's only official feedback on your risk scores. Master it, and you master Medicare Advantage payments.

The Big Picture

  • What it is: CMS's report showing which diagnoses became paying HCCs

  • Why it matters: Direct impact on your revenue and compliance

  • When you get it: Monthly (Jan-June) + Final reconciliation

  • Who gets what: MA plans get Part C, PDP gets Part D, MA-PD gets both

The MOR Transformation Story

Before MOR Analysis: The Audit Nightmare

  • 100s of hours spent on manual chart reviews

  • Low compliance with CMS requirements

  • Low STAR ratings due to missed opportunities

  • Revenue leakage from unidentified coding gaps

After MOR Mastery: The Success Story

  • Saves 100s of hours with automated insights

  • High accuracy in risk score validation

  • Achieves ⭐⭐⭐⭐⭐ ratings through precision

  • Drives measurable revenue impact

What Is the MOR? (The 60-Second Explanation)

Think of the MOR as CMS's receipt for your risk adjustment submissions.

Your Submission: "Member John has diabetes (E11.9)"
     ↓
CMS Processing: Filters, validates, applies hierarchy
     ↓
MOR Result: "HCC 19 - Diabetes triggered for John"

Bottom Line: The MOR shows which of your submitted diagnoses actually became paying HCCs.

Two File Types: Pick Your Weapon

For Human Review: MOR Report (HCCMODR)

Perfect for:

  • Small to medium plans

  • Manual validation

  • Spot-checking specific members

What you see:

  • Member names and demographics

  • Plain English HCC descriptions

  • Easy-to-read format

For Automation: MOR Data File (HCCMODD)

Perfect for:

  • Large plans with tech resources

  • Automated processing

  • System integration

What you get:

  • Binary flags (1 = HCC triggered, 0 = not triggered)

  • Fixed-width format for databases

  • 200-byte records (Part C), 168-180 bytes (Part D)

MOR Timeline: When and What You Get

The CMS Risk Model Schedule

Initial Model Run:

  • Timing: Occurs early in the year

  • Purpose: Forms the basis for January through June payments

  • MOR Impact: Creates the monthly MORs you receive from January to June

Mid-Year Model Run:

  • Timing: Happens mid-cycle during the year

  • Purpose: Updates risk scores and drives July through December payments

  • MOR Impact: Generates the monthly MORs you receive from July to December

Final Model Run:

  • Timing: Takes place at year-end

  • Purpose: Produces definitive scores used for final reconciliation process

  • MOR Impact: Creates the Final MOR, which serves as the definitive source for all appeals and final validation

Monthly vs. Final MOR

Monthly MORs (Jan-June):

  • Real-time feedback on current payments

  • Use for ongoing validation

  • Course-correct during the year

Final MOR:

  • The definitive truth for appeals

  • Use for final reconciliation

  • Your audit defense document

Plan-Specific Distribution

MA Plans (Medicare Advantage Only):

  • Receive: Part C MOR only

  • Focus: Medical HCCs and risk adjustment for medical services

  • Why it matters: Allows concentration on medical condition coding and documentation without prescription drug complexity

PDP Plans (Prescription Drug Plans Only):

  • Receive: Part D MOR only

  • Focus: Prescription drug models and medication-related risk factors

  • Why it matters: Enables targeted analysis of drug utilization patterns and pharmacy-based risk adjustment

MA-PD Plans (Medicare Advantage with Prescription Drug Coverage):

  • Receive: Both Part C and Part D MORs

  • Focus: Complete risk picture covering both medical and prescription drug components

  • Why it matters: Provides comprehensive view of member risk across all covered services, essential for integrated care management and complete revenue optimization

From Diagnosis to Payment: The HCC Journey

The 5-Step Process

1. SUBMIT → You send diagnosis E11.9 (Type 2 diabetes)
2. MAP → CMS maps E11.9 to Condition Category 19
3. GROUP → CC 19 becomes HCC 19 (Diabetes)  
4. FILTER → CMS applies hierarchy rules
5. PAY → HCC 19 appears on MOR = Payment triggered

Why Diagnoses Get Excluded from MOR

Common Reasons Your Diagnosis Didn't Make It:

No Payment HCC Issue:

  • Problem: Your diagnosis uses non-specific codes that don't map to paying HCCs

  • Example: Using broad, unspecified diagnostic codes instead of detailed ones

  • Solution: Use more specific ICD-10 codes that map to actual payment categories

Hierarchy Override Problem:

  • Problem: A mild condition gets excluded when a more severe condition exists in the same hierarchy

  • Example: Documenting mild diabetes complications when severe complications are also present

  • Solution: Always document and submit the most severe condition in each hierarchy to maximize payment

Timing Issues:

  • Problem: Diagnoses submitted outside the acceptable service date windows

  • Example: Late submissions that miss CMS processing deadlines

  • Solution: Ensure all encounters are submitted within the required service date windows

Data Quality Problems:

  • Problem: Encounter data contains formatting errors or incorrect structure

  • Example: Improper file formatting, missing required fields, or invalid code formats

  • Solution: Implement robust validation processes for encounter data before submission to ensure proper formatting and completeness

Accessing Your MOR Files

Download Options

  • MARx UI: Web-based, user-friendly

  • EFT Mailbox: Automated delivery (Gentran, TIBCO, Connect:Direct)

  • CMS Enterprise Portal: For historical files

File Naming Convention

P.R[CONTRACT].HCCMODR.D[YYMM]01.T[TIMESTAMP]

Example: P.RH1234.HCCMODR.D2501.T143022

  • H1234 = Your contract

  • 25 = Year 2025

  • 01 = January

Strategic Applications: Make Your MOR Work

Revenue Optimization

Coding Gap Analysis

MOR Shows: Member has HCC 18 (Diabetes) 
Your Records: Also shows diabetic complications
Opportunity: Submit complication codes for higher HCC

Provider Feedback Loop

  • Show providers their HCC capture rates

  • Demonstrate documentation impact on payments

  • Target training based on MOR results

Compliance & Audit Defense

Validation Checklist

  • Internal risk scores match MOR results

  • All expected HCCs appear on MOR

  • No unexpected exclusions

  • Proper hierarchy application

Audit Preparation

  • MOR = Your official CMS documentation

  • Links diagnoses to payments

  • Supports appeals and corrections

Operational Excellence

For Small Plans

  • Manual MOR review process

  • Focus on high-value members

  • Target obvious gaps first

For Large Plans

  • Automated MOR processing

  • Dashboard development

  • Advanced analytics and trending

Full Risk (FR) Concept Simplified

Member Categories

Continuing Enrollees:

  • Definition: Members who have maintained 12 or more months of continuous Medicare Part A and Part B coverage

  • Risk Scoring: Receive full HCC hierarchy application with complete risk adjustment calculations

  • Impact: CMS has sufficient historical data to apply comprehensive risk scoring methodology

New Enrollees:

  • Definition: Members with less than 12 months of continuous Medicare Part A and Part B coverage

  • Risk Scoring: Receive modified scoring approach with limited historical data integration

  • Impact: CMS applies adjusted risk calculation methods due to insufficient claims history for full risk assessment

Strategic Tip: Plans get separate scores for each group and can choose which to use for payment strategies.

MOR vs. MAO-004: Know the Difference

Quick Comparison

MAO-004 File:

  • Purpose: Comprehensive record of all accepted diagnoses

  • Content: Everything CMS received and accepted from your submissions, regardless of payment impact

  • Scope: Includes all diagnoses that passed CMS validation, even those that don't generate revenue

MOR File:

  • Purpose: Payment-focused report showing only revenue-generating conditions

  • Content: Only diagnoses that became paying HCCs after hierarchy application and filtering

  • Scope: Filtered subset of MAO-004 that directly impacts your risk adjustment payments

Key Point: A diagnosis can be in MAO-004 but missing from MOR due to hierarchy rules or non-payment status.

Advanced Use Cases

Trending and Analytics

  • Track HCC capture rates over time

  • Identify seasonal patterns

  • Monitor provider performance

Targeted Interventions

  • Focus on members with gap opportunities

  • Prioritize high-RAF potential diagnoses

  • Optimize coding resources

Financial Planning

  • Project revenue based on MOR patterns

  • Budget for risk adjustment operations

  • Forecast payment reconciliations

Your MOR Action Plan

Month 1: Foundation

  • Set up MOR file access

  • Choose report vs. data file format

  • Create basic validation process

Month 2: Analysis

  • Compare MOR to internal projections

  • Identify top 10 coding gaps

  • Build provider feedback reports

Month 3: Optimization

  • Implement systematic gap analysis

  • Create MOR dashboard

  • Train providers on documentation impact

The Bottom Line

The MOR is your direct line to CMS's risk adjustment brain.

Every successful Medicare Advantage plan uses their MOR to:

  • Validate payments before surprises

  • Find revenue hiding in plain sight

  • Build bulletproof audit defenses

  • Optimize their entire risk adjustment machine

Ready to transform your MOR analysis? The data is waiting in your next monthly file.

At HealthDataMax, we help MAOs automate, decode, and act on MOR data—turning compliance requirements into revenue opportunities. Ready to see it live? Book a demo today.

Quick Reference

Key File Types: Report (human-readable) vs. Data (automated) Access Methods: MARx UI, EFT Mailbox, CMS Portal
Timing: Monthly (real-time) vs. Final (definitive) Applications: Validation, optimization, audit defense