Stop Chasing Claims: Master the Root Cause Analysis of Denials
Stop appealing the same codes over and over. Learn exactly how to dig past the CARC to find the origin of a denial, fix front-end processes, and protect your 2026 revenue.
By Editorial team
Last updated September 3, 202610 min read
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:::info Quick answer A root cause analysis of denials identifies the fundamental workflow failure or payer policy change that caused a claim rejection, rather than just treating the symptom. By analyzing 835 remittance data, categorizing by CARC and payer, and applying the "Five Whys," billers can permanently fix front-end errors and stop systemic revenue leaks. :::
If you work in a medical billing office, your day likely revolves around the remittance advice. You pull the 835, filter by denied claims, read the Claim Adjustment Reason Code (CARC), and react. Missing records? Send the notes. Incorrect modifier? Append it and rebill. Unbundled service? Write an appeal letter.
This is a treadmill. You are treating the symptoms of a sick revenue cycle while the underlying disease continues to drain your cash flow.
Every time you touch a denied claim, it costs your practice anywhere from $25 to $118 in administrative labor. In September 2026, with inflation squeezing operating margins and Medicare cuts tightening the belt, you cannot afford to work the same denial twice. You have to fix the leak at the source.
Performing a root cause analysis of denials is the only way to shift your billing team from a reactive, clean-up crew into a proactive revenue protection unit. It requires looking past the clearinghouse portal and examining the actual human behaviors, software settings, and clinical documentation habits within your practice.
The CARC is Just a Symptom
When a payer denies a claim, they assign a CARC. Let's look at CARC 16: Claim/service lacks information or has submission/billing error(s).
CARC 16 tells you absolutely nothing about the root cause. It is a symptom. It just means the payer’s claim adjudication system hit a wall.
Suppose Noridian denies a J-code (like J1100 for dexamethasone) with CARC 16. The biller looks at the claim, realizes the National Drug Code (NDC) was missing, adds the 11-digit NDC, and resubmits. The claim pays. The biller marks a tally in the "win" column and moves on.
But the root cause was not "missing NDC." The root cause is why the NDC was missing in the first place.
Did the clinical staff fail to document the vial used in the EHR? Did the practice management software drop the NDC during the 837 claim generation? Did the provider switch to a new supplier with a different NDC, and nobody updated the charge master? If you do not answer that question, you will spend tomorrow fixing the exact same J1100 denial.
The 2026 Denial Landscape: Payer AI vs. Your Staff
We have to acknowledge the reality of 2026. Payers like UnitedHealthcare, Cigna, and Aetna are not manually reviewing your claims. They utilize complex algorithmic software to auto-deny claims based on massive data sets and proprietary logic rules.
If you bill a high-level Evaluation and Management (E/M) code like CPT 99215 alongside a minor procedure like CPT 17110 (destruction of benign lesions), the payer’s AI will automatically flag the claim, strip the E/M payment, and kick back a CO-97 (Payment adjusted because the benefit for this service is included in the payment/allowance for another service).
Furthermore, the Centers for Medicare & Medicaid Services (CMS) finalized the Interoperability and Prior Authorization rule (CMS-0057-F), which takes full effect in 2026. This rule forces Medicare Advantage plans to give a specific reason for prior authorization denials. However, MA plans have simply adjusted their algorithms to deny the claims on the back end for "medical necessity" if the clinical documentation does not perfectly match the specific indications listed in the approved PA.
You cannot fight a payer's algorithm with manual labor. You have to fight it with data.
A Step-by-Step Root Cause Workflow
Building a denial management system does not require expensive new software. It requires discipline, a spreadsheet, and the willingness to ask uncomfortable questions of your staff and providers.
Step 1: Export and Aggregate the 835 Data
Close your month. If you are doing this in early September, pull your August 2026 data. You need a raw export of all zero-pay and partial-pay claims from your clearinghouse or practice management system.
Your export must include:
- Date of Service (DOS)
- Payer Name
- CPT/HCPCS Codes
- Modifiers billed
- Primary CARC and Remittance Advice Remark Code (RARC)
- Billed Amount
- Rendering Provider
Dump this into Excel or Google Sheets.
Step 2: Apply the Pareto Principle (80/20 Rule)
Do not try to fix every denial. You will overwhelm your staff. Create a pivot table to find the 20% of denial categories causing 80% of your lost revenue.
Sort your pivot table by Total Dollar Amount Denied, not by claim volume. A front-desk error causing fifty $15 copay rejections is annoying. A coding error causing five $4,000 surgical denials is an existential threat to the business. Focus on the money.
Isolate your top three CARCs by dollar volume. For most specialty practices in 2026, this will likely be CARC 197 (Precertification absent), CARC 97 (Bundled services), or CARC 27 (Coverage terminated).
Step 3: Use the "Five Whys" Technique
The "Five Whys" is a Six Sigma methodology that works perfectly for medical billing. When you identify a trend, ask "why" until you hit a broken process.
Let's apply this to a trend of CARC 119 (Benefit maximum reached) denials from UnitedHealthcare for CPT 90837 (60-minute psychotherapy).
- Why did UHC deny the claim? The patient exceeded their 20 allowed mental health visits for the year.
- Why didn't we know that? The front desk didn't check the visit accumulator during the September eligibility check.
- Why didn't they check it? The primary clearinghouse portal only shows active coverage, not mental health visit limits.
- Why didn't they look for the limits? Staff have to log into the separate Optum/UHC portal to see behavioral health carve-out accumulators, and they skipped that step.
- Why did they skip the step? We never updated our standard operating procedure (SOP) to train new hires on checking behavioral health carve-outs.
Root Cause: Inadequate onboarding and missing SOPs for verifying mental health benefits. The Fix: Update the front desk checklist. Mandate secondary portal checks for all UHC psych patients.
Common Root Causes by Department
Denials are rarely a "billing department" problem. By the time a claim reaches the biller, the damage is already done. Here is where the actual root causes typically hide.
Front Desk and Registration
Front-end errors cause roughly 40% to 60% of all claim denials. If the patient data is wrong, the claim dies immediately.
- Eligibility failures: Relying on a generic "Active" response from a 270/271 EDI transaction instead of checking specific service-level benefits.
- Coordination of Benefits (COB): Failing to identify Medicare as secondary payer (MSP) when a patient is still working and covered by an employer plan.
- Authorization mismatches: The scheduler obtained prior authorization for CPT 43239 (EGD with biopsy), but the physician actually performed CPT 43249 (EGD with dilation). The claim denies for CARC 197 because the authorization does not match the billed code.
Coding and Clinical Documentation
Providers hate hearing this, but bad clinical documentation is a massive root cause of denials.
- Diagnosis truncation: A provider codes a generic M54.50 (Low back pain, unspecified) instead of M54.41 (Lumbago with sciatica, right side). Payer algorithms will auto-deny unspecified ICD-10 codes in 2026.
- Missing procedure notes: Billing a bedside ultrasound (CPT 76942) without saving the actual ultrasound image and a formal interpretive report in the patient's chart.
- Ignoring NCCI edits: Billing two codes that the National Correct Coding Initiative (NCCI) bundles, without understanding the clinical criteria required to unbundle them.
Credentialing and Contracting
These root causes are insidious because they cause silent, systemic rejections across entire batches of claims.
- Directory mismatches: The provider's primary practice address in the payer's system does not match the Service Facility address (Box 32) on the CMS-1500 form.
- Expired CAQH profiles: The credentialing manager forgot to attest the provider's CAQH profile, causing the payer to drop the provider from active network status.
A Practical Example: Demystifying Modifier 25 Denials
Let’s look at a concrete, 2026-specific example. You run a dermatology practice. You notice a massive spike in CARC 97 denials from Blue Cross Blue Shield. They are denying CPT 99213 (Established patient E/M) when billed on the same day as CPT 17000 (Destruction of premalignant lesions).
Your biller appeals. BCBS upholds the denial. You are losing thousands of dollars a month.
Here is how you apply root cause analysis:
- Look at the claims: You verify that Modifier 25 was correctly appended to the 99213. The billing team did their job.
- Look at the payer policy: BCBS updated their 2026 reimbursement policy for Modifier 25. They now require the E/M service to be "significant, separately identifiable, and above and beyond the usual pre- and post-operative care associated with the procedure."
- Look at the clinical note: You read the doctor's chart. The patient came in for actinic keratosis on their face. The doctor evaluated the lesions (E/M) and then froze them (17000).
- Identify the failure: The E/M was not separate. The evaluation was entirely related to the decision to perform the destruction. That work is already built into the Relative Value Unit (RVU) payment for CPT 17000.
- The Root Cause: The provider is misusing Modifier 25 by billing an E/M for standard pre-procedure evaluation.
To fix this, you must hold a clinical staff meeting. You explain that to bill 99213 and 17000 together, the patient must have a separate issue—for example, they came in to freeze a lesion, but also needed a separate evaluation for a completely different acne flare-up on their back, with a separate history of present illness (HPI) and separate medical decision making (MDM) documented.
Tracking and Measuring Success
If you don't track your fixes, you will backslide. Set up a simple feedback loop.
Create a dashboard tracking two key metrics:
- Clean Claim Rate (CCR): The percentage of claims that pass clearinghouse scrubbing and pay on the first pass. Aim for 95% or higher.
- Denial Rate by Payer: The percentage of claim dollars denied on the first 835 response. Keep this under 5%.
The Denial Action Matrix
Use a table to organize your findings and assign accountability.
| Primary CARC | Standard Definition | Probable Root Cause | Responsible Department | Action Required |
|---|---|---|---|---|
| CARC 27 | Expenses incurred after coverage terminated | Front desk failing to run real-time 270/271 eligibility on the DOS. | Registration | Mandate batch eligibility checks 48 hours prior to appointments. |
| CARC 197 | Precertification/authorization absent | Surgical scheduler failed to obtain updated PA for a code change. | Pre-Auth | Implement a pre-claim scrub requiring authorization numbers to match billed CPTs exactly. |
| CARC 97 | Payment included in allowance for another service | Provider billing E/M with minor procedures without separate MDM. | Clinical/Provider | Perform a chart audit on all Modifier 25 usage; educate physicians on 2026 NCCI edits. |
| CARC 16 | Claim lacks information | Missing NDC code or unit measurement for injectable drugs. | Billing | Hard-stop the EHR from signing notes if J-codes lack corresponding NDCs. |
Schedule a bi-weekly revenue cycle meeting. Include the lead biller, the practice manager, the front desk supervisor, and a lead physician. Present the root cause data. Assign tasks.
Denials will never drop to zero. Payer rules change too fast. But by systematically investigating the true origin of your rejections, you take control away from the payer algorithms and put it back where it belongs: in your own operational workflows.
Frequently asked questions
What is the most common root cause of medical billing denials?
Front-end registration and eligibility errors remain the most common root cause. Failure to verify active coverage, incorrect patient demographics, and missing prior authorizations account for roughly half of all initial claim denials.
How often should a medical practice perform a denial analysis?
Practices should perform a high-level root cause analysis monthly, alongside their financial close. Waiting until the end of the quarter allows bad habits and systemic clearinghouse errors to drain thousands of dollars in unrecoverable revenue.
Who should be involved in a denial management meeting?
Effective denial management requires a cross-departmental team. Include the lead biller, the practice manager, the front desk or registration supervisor, and a lead physician who can communicate coding failures back to the clinical staff.
What is the difference between a CARC and a RARC in denial analysis?
A Claim Adjustment Reason Code (CARC) provides a broad reason for a denial or payment adjustment, such as "claim lacks information." A Remittance Advice Remark Code (RARC) provides more specific, supplemental details, such as "missing NDC code," which helps narrow down the root cause.
How does the 2026 CMS-0057-F rule impact claim denials?
The CMS-0057-F Interoperability and Prior Authorization rule forces Medicare Advantage plans to provide specific, detailed reasons for prior authorization denials. While it targets PAs, it indirectly helps billers fight back-end medical necessity claim denials by holding payers to stricter transparency standards.
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CO-50 Denial Code: Overturning Medical Necessity Rejections
When a claim comes back with a CO-50 denial code, the payer is telling you the service was not medically necessary—and contractually, you must eat the cost. Here is how to audit diagnosis pointers, leverage 2026 LCDs, and build a clinical appeal that forces reimbursement.
Fix the CO-97 Denial Code (Bundled Services)
A CO-97 denial means the payer bundled your service into another procedure on the same claim. Here is exactly how to navigate NCCI edits, apply the correct modifiers, and overturn invalid bundling denials in 2026.
CO-197 Denial Code: Resolving Missing Prior Authorizations
A CO-197 denial means a claim lacked required prior authorization. Discover how to track down missing auth numbers, appeal mismatched CPT codes, and utilize 2026 retro-authorization rules to get these claims paid instead of written off.
Sources & references
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