Despite handle time down, SLA targets met, and occupancy rates held, 21% of Medicare Advantage members entered the 2026 Annual Enrollment Period dissatisfied and actively considering switching plans, which is the third consecutive record for MA switching. The problem is not a lack of healthcare performance metrics but tracking the wrong ones at the wrong time.
The standard healthcare CX metrics measure how efficiently the operation ran, not whether members received the right support, and that distinction is what drives the AEP performance gap.
The Measurement Problem
Default AEP scorecards that prioritize AHT, occupancy rate, and SLA adherence measure operational efficiency but fail to capture whether members receive the right information, understand their options, and choose plans that fit their needs during the annual enrollment period. AHT is the most critical misalignment since optimizing speed works against seniors who require time and guidance to navigate complex choices. This creates short-term efficiency but leads to higher disenrollment, increased CMS complaints, and declining Star Ratings. Poor volume forecasting further strains operations, impacting call quality and compliance, while retention without true understanding results in members leaving the following year.
Leading vs. Lagging Indicators: The Distinction That Changes Everything
Most CX metrics tracked during AEP are lagging indicators that reveal issues only after the enrollment period has ended. Examples of these are disenrollment rates, CMS complaints, and Star Ratings. By the time these CX metrics are available, corrective action is no longer possible.
Leading indicators provide real-time visibility during AEP, allowing payers to identify and address issues before they impact outcomes. Metrics such as occupancy rate and first contact resolution signal capacity, strain, and interaction quality while the enrollment window is still open. Relying only on lagging indicators keeps organizations reactive and consistently behind.
An effective AEP scorecard prioritizes leading indicators and monitors them continuously throughout the enrollment period to ensure timely intervention and better member outcomes.
The Healthcare Performance Metrics That Actually Move Enrollment Outcomes
Six CX metrics distinguish high-performing AEP operations from those that appear efficient on the surface while quietly accumulating member experience and regulatory risk.
1. First-Call Resolution
First-Call Resolution (FCR) is a critical customer experience indicator and one of the most important CX metrics for predicting satisfaction and retention during the annual enrollment period. It measures whether members receive a complete and accurate answer in a single interaction. Low FCR signals gaps in agent knowledge or support tools, which directly impact conversion, satisfaction, and retention outcomes.
2. Agent Compliance Score
Agent Compliance Score is both a quality and regulatory metric that directly affects plan performance and financial outcomes. Non-compliance leads to complaints, violations, and lower Star Ratings, with real financial consequences as seen in. Tracking compliance in real time is essential to prevent issues before they escalate.
3. Plan Selection Accuracy
Plan selection accuracy is one of the most overlooked healthcare performance metrics in the annual enrollment period and a key driver of long-term customer experience. It measures whether members enroll in plans that match their actual care needs. Misalignment leads to higher costs, complaints, and eventual disenrollment, making it critical for improving retention and reducing future volume.
4. Conversion Rate
Conversion rate is often treated as a sales metric, but it is fundamentally a reflection of customer experience and one of the most telling CX metrics during the annual enrollment period. It measures how effectively agents guide members toward informed enrollment decisions. Low conversion indicates gaps in agent readiness, plan knowledge, or decision support.
5. Returning Agent Rate
Returning agent rate is a structural performance indicator that directly impacts CX metrics such as FCR, compliance, and conversion. Experienced agents bring plan knowledge and compliance familiarity that cannot be replicated quickly, making this a key driver of consistent customer experience during AEP.
6. Occupancy Rate
Occupancy rate is a real-time operational signal that should be used to protect customer experience rather than drive efficiency. High occupancy during the annual enrollment period reduces agent recovery time, leading to lower interaction quality, decreased FCR, and increased compliance risk. Monitoring this metric enables proactive adjustments before performance declines.
What Star Ratings Have to Do With It
Several CMS Star Rating measures are directly shaped by what happens during AEP interactions, including member experience, complaint rates, and access to care, all of which reflect customer experience quality and carry significant financial impact. Only seven Medicare Advantage plans achieved a 5-star rating in 2025, down from 38 in 2024, and only plans with four or more stars qualify for quality bonus payments. The challenge is the delay between cause and effect, as poor performance during the annual enrollment period does not impact Star Ratings until the following year, when it is too late to correct. If Star Ratings are the outcome, then AEP interaction quality is the input, and failing to track the healthcare performance metrics that drive it keeps payers stuck in a reactive cycle.
Building the Right AEP Scorecard
The right AEP scorecard is designed to answer one question: are members receiving the support they need to make the right plan decision? It requires a model that continuously monitors leading indicators during the annual enrollment period and enables real-time adjustments before performance gaps compound. This approach focuses on two tiers of CX metrics, one tracked in real time and one reviewed post-Annual Enrollment Period to assess outcome quality.
Real-Time CX Metrics Monitored Daily During AEP
- First-Call Resolution rate flagged immediately when it drops below the established baseline
- Agent Compliance Score reviewed daily with coaching loops activated before violations compound
- Conversion rate tracked by the agent, team, and program to identify performance gaps while the enrollment window is still open
- Occupancy rate monitored as a warning signal for capacity strain rather than as a performance target, with staffing adjustments triggered before interaction quality degrades
- Plan selection accuracy measured through post-enrollment follow-up surveys or coverage complaint rates
- Disenrollment rate segmented by enrollment channel and agent cohort to surface root causes
- CMS complaints, violations, and Star Rating movement tracked against prior seasons to identify systemic patterns
Post-AEP Outcome Metrics Reviewed for Season-Over-Season Improvement
- Plan selection accuracy measured through post-enrollment follow-up surveys or coverage complaint rates
- Disenrollment rate segmented by enrollment channel and agent cohort to surface root causes
- CMS complaints, violations, and Star Rating movement tracked against prior seasons to identify systemic patterns
Measure What Moves Member Outcomes
Tracking more CX metrics does not improve performance. Focusing on the right healthcare performance metrics that reflect true customer experience does. Metrics tied to speed, such as talk time and speed to answer, should not be treated as primary targets because they prioritize efficiency over accuracy. During the annual enrollment period, this trade-off leads to poor plan selection, lower satisfaction, and lost revenue.
A successful AEP is defined by members receiving accurate guidance, choosing the right plan, and feeling confident in their coverage, not by how efficiently the contact center operates.
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