________ should be included in the denial data that is tracked.

• A. Reason for the denial
• B. Response rate
• C. Review rate
• D. Query rate

Answer: (A)

Including the reason for the denial in denial data provides the essential context to understand why a claim was denied and what to fix next. By capturing the specific denial reason, CDI teams can group denials into common causes (such as missing documentation, coding errors, medical necessity issues, or lack of prior authorization), identify patterns, and prioritize targeted education and process improvements. Tracking this reason codes helps with root-cause analysis, measures the impact of interventions, and supports ongoing efforts to reduce future denials and improve revenue capture.

Process metrics like response rate, review rate, or query rate describe how the denial case is handled rather than why it occurred, so they don’t provide the actionable insight needed to prevent denials. They can be useful for workflow monitoring but are not the core content needed to drive improvement.