Build a focused dashboard
A practical dashboard usually contains a small set of metrics tied to the workflow being managed. For example, a claims dashboard might include submission volume, rejection rate, clean-claim rate, denial rate and top denial categories. An A/R dashboard might include days in A/R, aging distribution, payer inventory and high-dollar accounts.
From metric to root cause
- Detect: Identify the KPI that changed.
- Validate: Confirm data completeness and formula consistency.
- Segment: Break the result down by payer, location, provider, category or workflow step.
- Investigate: Review representative accounts and process evidence.
- Correct: Assign a specific intervention to an owner and due date.
- Measure again: Determine whether the change produced sustained improvement.
Example improvement cycle
Signal: Authorization denials rise for one payer.
Segmentation: Most involve one imaging service.
Root cause: The front-end team is using an outdated payer rule.
Action: Update the authorization matrix, train staff and add a pre-service checklist.
Verification: Track that payer/service denial category for the next several reporting periods.
Good targets are specific
A target should identify the metric, baseline, intended direction, time frame and responsible owner. Avoid goals such as “reduce denials” with no definition or deadline.
Dashboard hygiene
- Show the current value and prior-period trend.
- Display numerator and denominator when possible.
- Use consistent date logic.
- Separate count-based and dollar-based measures.
- Annotate major system, payer or workflow changes.
- Retire metrics that no longer drive decisions.
Quick knowledge check
What should happen before acting on a surprising KPI change?
Validate the data and formula, then segment the metric to find where the change occurred.
What makes a corrective action measurable?
It has a defined metric, baseline, target direction, owner and time frame.
How do you know an intervention worked?
Measure the same KPI after implementation and confirm sustained improvement while checking for unintended effects.
Module 10 RCM Analytics Pack
Open your learner dashboard for the KPI formula reference, dashboard worksheet, performance-improvement worksheet and Module 10 assessment.
Open Learner DashboardRelated services, tools & guides
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