Prior Authorization Metrics: A Dashboard for Speed, Quality, and Access
Measure prior authorization operations with definitions for cycle time, touches, rework, pends, denials, appeals, and access risk.
On this page: Direct answer
Direct answer
Prior authorization metrics: what operators need to know
Measure prior authorization operations with definitions for cycle time, touches, rework, pends, denials, appeals, and access risk. Publish the numerator, denominator, timestamps, exclusions, and owner for every KPI. Segment by payer, plan, service, request type, site, and urgency before drawing conclusions.
A dashboard should tell leaders where patient access and staff capacity are at risk. A count of submissions does not do that. It needs paired measures of demand, speed, quality, outcome, and operational burden.
Define every metric before automating it. Otherwise two teams can publish the same label, such as turnaround time, using different start events, stop events, exclusions, and units.
Key takeaways
The short version
- Publish the numerator, denominator, timestamps, exclusions, and owner for every KPI.
- Segment by payer, plan, service, request type, site, and urgency before drawing conclusions.
- Pair faster cycle time with completeness, rework, and outcome measures.
- Separate payer waiting time from internal preparation time.
- Use metrics to choose workflow experiments, not to grade individuals without context.
Build the dashboard as a case funnel
| Stage | Core measure | Diagnostic measure |
|---|---|---|
| Demand | Requests received per week | Mix by service, payer, site, urgency |
| Preparation | Median intake-to-ready time | Missing-information and rework rate |
| Submission | Ready-to-submitted time | Submission defect or rejection rate |
| Decision | Submitted-to-decision time | Pends, follow-up touches, payer overdue rate |
| Outcome | Full/partial approval and denial rates | Reason and appeal outcome |
Write a metric contract
For each measure, document the business question, population, event timestamps, numerator, denominator, exclusions, refresh cadence, system of record, and accountable owner. If a case can be reopened, define whether it creates a new episode or extends the original one.
Use medians and percentiles for cycle time because a few very old cases can distort a mean. Show both the distribution and the count; a great percentage based on five cases can mislead.
Measure work, not only waiting
The AMA's physician survey illustrates why burden deserves its own view: respondents reported substantial weekly authorization volume and time. Your local baseline should come from time sampling or workflow events, not an external benchmark copied into an ROI model.
- Staff touches per case and minutes per touch
- Payer contacts per submitted case
- Cases returned for missing administrative or clinical information
- Duplicate data entry across systems
- Time spent obtaining status versus resolving an exception
- Clinician minutes required per request and per appeal
Interpret denial and appeal metrics carefully
Separate prior authorization denials from claim denials. They occur at different points and have different denominators. Also separate administrative closures, requests for more information, partial approvals, and true adverse determinations.
KFF's analysis of 2024 Medicare Advantage data found that a small share of denied prior authorization requests were appealed and that most appealed determinations were at least partially overturned. That is a population-level signal to examine appeal access and workflow, not a promise about any payer or case.
Turn the dashboard into a weekly decision
- 01
Locate the constraint
Find the stage, payer, or service where age and volume are accumulating.
- 02
Sample cases
Read enough records to distinguish data defects, rule complexity, capacity, and payer delay.
- 03
Choose one control
Change a checklist, queue, handoff, source, or escalation rule.
- 04
Set a guardrail
Monitor completeness, access risk, or outcome while testing speed.
- 05
Review and keep or revert
Document whether the change improved the metric and why.
Common questions
Answers before you build.
What is the best prior authorization KPI?+
There is no single best KPI. A balanced view includes demand, internal preparation time, payer decision time, completeness or rework, outcome, and patient access risk.
How should turnaround time be calculated?+
Define a start event and stop event for the business question. Report internal intake-to-submission separately from payer submission-to-decision, and document pauses and exclusions.
Should denial rates be compared across payers?+
Only after aligning populations, services, request types, urgency, and outcome definitions. Raw rates can reflect very different case mixes.
How often should the dashboard be reviewed?+
Operational queues may need daily review, while trends and workflow experiments often fit a weekly or monthly cadence. Match frequency to the decision being made.
Practical closeout
Use this operator checklist.
- Publish the numerator, denominator, timestamps, exclusions, and owner for every KPI.
- Segment by payer, plan, service, request type, site, and urgency before drawing conclusions.
- Pair faster cycle time with completeness, rework, and outcome measures.
- Separate payer waiting time from internal preparation time.
- Use metrics to choose workflow experiments, not to grade individuals without context.
Continue through the cluster
Verified customer case studies are added only with customer permission and supporting evidence; none is implied by these operational examples.
Sources & methodology
Trace the operational claims.
Marsa Health Editorial reviewed the primary and research sources below on July 22, 2026. We translate them into workflow controls, distinguish proposals from final rules, and flag where plan, program, state, contract, or clinical requirements vary.
- 01CMS Interoperability and Prior Authorization Final Rule CMS-0057-F Centers for Medicare & Medicaid ServicesCurrent implementation dates, decision timeframes, denial-reason requirements, metrics, and API provisions for impacted payers.Accessed or rechecked July 22, 2026
- 022024 AMA prior authorization physician survey American Medical AssociationPhysician-reported administrative workload, delays, treatment abandonment, and burnout associated with prior authorization.Accessed or rechecked July 22, 2026
- 03Medicare Advantage prior authorization determinations in 2024 KFFAnalysis of CMS data on Medicare Advantage prior authorization denials and appeals.Accessed or rechecked July 22, 2026
- 04Claims denials and appeals in ACA Marketplace plans in 2024 KFFAnalysis of claim denials and appeals. Claim denials are not the same as prior authorization denials.Accessed or rechecked July 22, 2026
- 05Electronic Prior Authorization Centers for Medicare & Medicaid ServicesCurrent CMS provider-readiness guidance for 2027 electronic prior authorization, EHR questions, FHIR testing, and workflow preparation.Accessed or rechecked July 22, 2026
- 06Summary of the HIPAA Security Rule U.S. Department of Health and Human ServicesCurrent Security Rule overview covering administrative, physical, and technical safeguards, access controls, risk analysis, and review of ePHI activity.Accessed or rechecked July 22, 2026
- 07Health Plan Eligibility Benefit Inquiry and Response Centers for Medicare & Medicaid ServicesOfficial overview of the HIPAA-adopted X12 270/271 eligibility and benefit transaction.Accessed or rechecked July 22, 2026
Organizational author. Editorial review covers source accuracy, search intent, workflow boundaries, and human-oversight requirements. This material is educational and does not provide clinical, legal, coding, or coverage advice.
No named clinical or legal expert reviewer is attributed to this version. Marsa Health does not invent reviewer credentials.
Read our editorial methodRevision history
What changed and when
July 22, 2026
Initial publication, source review, and operational editing.