{"id":30610,"date":"2026-07-02T15:00:21","date_gmt":"2026-07-02T09:30:21","guid":{"rendered":"https:\/\/www.medicalbillersandcoders.com\/blog\/?p=30610"},"modified":"2026-07-02T15:00:21","modified_gmt":"2026-07-02T09:30:21","slug":"reduce-days-in-ar-through-root-cause-denial-analysis","status":"publish","type":"post","link":"https:\/\/www.medicalbillersandcoders.com\/blog\/reduce-days-in-ar-through-root-cause-denial-analysis\/","title":{"rendered":"How Can Practices Reduce Days in AR Through Root-Cause Denial Analysis?"},"content":{"rendered":"

Practices reduce Days in AR through root-cause denial analysis by tracing every denial back to the specific trigger that caused it, such as an eligibility gap, a coding mismatch, or a missing prior authorization, and correcting that trigger before the next claim goes out.<\/p>\r\n

This is fundamentally different from simply reworking a denied claim and resubmitting it. Practices that adopt root-cause analysis typically move from the industry-standard 30 to 40 Days in AR down toward the 25-day range that top performers hold, often within 90 days.<\/p>\r\n

It is not a billing tactic. It is core Revenue Cycle Management<\/a> discipline that compounds with every billing cycle.<\/p>\r\n

Why Root-Cause Denial Analysis Is the Fastest Way to Reduce Days in AR<\/strong><\/h2>\r\n

Most billing teams treat every denial the same way: correct it, resubmit it, move to the next one. That approach treats the symptom \u2014 not the disease \u2014 and it explains why so many practices see their denial rate<\/a> hold steady even as staff work harder.<\/p>\r\n

The 2026 industry-wide denial rate averages 8 to 12%, with best-in-class practices holding below 5%. The gap between those two numbers is almost never a staffing problem. It is a pattern-recognition problem, and root-cause analysis is what closes it.<\/p>\r\n

The Triple Threat Behind Rising Days in AR<\/strong><\/h2>\r\n

Three failure points drive most denial-related AR aging:<\/p>\r\n

    \r\n
  1. Eligibility and coordination-of-benefits gaps that surface only after a claim is already sitting in a payer’s queue<\/li>\r\n
  2. Coding and modifier mismatches that trigger National Correct Coding Initiative bundling edits or payer-specific rules<\/li>\r\n
  3. Missing or incomplete prior authorization, which moves a claim directly into the 90-plus-day aging bucket instead of the 30-day one<\/li>\r\n<\/ol>\r\n

    Solving these three problems at the source, not after the denial letter arrives, is how practices reduce Days in AR without adding headcount to the billing team.<\/p>\r\n

    Denial Root Cause Analysis in Medical Billing: The Process That Actually Moves the Needle<\/strong><\/h2>\r\n

    Denial Root Cause Analysis in Medical Billing<\/a> means pulling every denial from the trailing 90 days, sorting it by CARC and RARC code, payer, and CPT code, and asking one question: what upstream step failed?<\/p>\r\n

    A CO-197 denial for missing authorization points to a scheduling workflow gap. A CO-16 paired with an eligibility RARC points to front-desk verification. A CO-97 bundling denial points to a coding or modifier issue.<\/p>\r\n

    Once the pattern is visible by payer and by procedure, the fix is targeted instead of generic \u2014 and that specificity is what lets practices reduce Days in AR permanently instead of temporarily.<\/p>\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n
    Denial Root Cause<\/strong><\/td>\r\nTypical Effect on AR Aging<\/strong><\/td>\r\nRoot-Cause Fix<\/strong><\/td>\r\n<\/tr>\r\n<\/thead>\r\n
    Eligibility & COB errors<\/td>\r\nClaim stalls in the 31-60 day bucket pending correction and resubmission<\/td>\r\nReal-time eligibility verification before the visit<\/td>\r\n<\/tr>\r\n
    Coding & modifier mismatches<\/td>\r\nClaim bounces back for rework, often pushing past 60 days<\/td>\r\nPre-submission coding audit against payer-specific edits<\/td>\r\n<\/tr>\r\n
    Missing or incomplete prior authorization<\/td>\r\nClaim moves directly into the 90-plus-day aging bucket<\/td>\r\nAuthorization verification built into the scheduling workflow<\/td>\r\n<\/tr>\r\n
    Documentation gaps for medical necessity<\/td>\r\nAppeal process extends AR aging past 120 days<\/td>\r\nProvider documentation templates tied to LCD criteria<\/td>\r\n<\/tr>\r\n
    Untimely filing<\/td>\r\nClaim is written off entirely; no recovery possible<\/td>\r\nAutomated claim-aging alerts at 15, 30, and 45 days<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n

    What Administrators Should Track Weekly to Improve AR Performance<\/strong><\/h2>\r\n

    According to 2026 medical billing benchmark data, the industry standard for Days in AR sits at 30 to 40 days, with top-performing practices holding under 25 days.<\/p>\r\n

    Anything past 50 days is a warning sign, and past 60 days means money that should already be in your account is sitting in a payer’s queue or an unworked denial stack.<\/p>\r\n

    MGMA data also puts the healthy ceiling for accounts receivable older than 90 days at roughly 13.5% of total AR. Practices that track claim-aging buckets, denial rate by payer, first-pass resolution rate, and percentage of AR over 90 days on a weekly cadence catch problems while they are still cheap to fix.<\/p>\r\n

    That weekly discipline, not a once-a-quarter report, is how administrators reduce Days in AR before a manageable backlog becomes a write-off.<\/p>\r\n

    MBC works as a revenue integrity partner for multi-specialty practices and ambulatory facilities that need denial management and appeals handled by a team that treats every denial as a data point, not a one-off task to close out.<\/p>\r\n

    Our medical billing and coding services build root-cause tracking into the claim workflow from day one, and our medical billing services pricing<\/a> is structured around measurable AR improvement, not just claim volume.<\/p>\r\n

    If you are ready to reduce Days in AR at your practice, call MBC at 888-357-3226<\/strong><\/a> or email info@medicalbillersandcoders.com<\/strong><\/a> to schedule a Denial Root-Cause Audit<\/a>, a 30-day review that shows exactly where your AR is stalling before you commit to anything further.<\/p>\r\n

    FAQs: Reduce Days in AR<\/strong><\/h2>\r\n\r\n
    \r\n
    1. How can practices reduce Days in AR through root-cause denial analysis?<\/strong><\/strong>\r\n

    By tracking every denial back to the coding, eligibility, or authorization failure that caused it, then fixing that specific failure so it does not repeat on the next claim. This is the fastest way for practices to reduce Days in AR on a sustained basis rather than a one-time cleanup.<\/p>\r\n<\/div>\r\n

    2. What is a healthy Days in AR benchmark for medical practices in 2026?<\/strong><\/strong>\r\n

    MGMA and HFMA benchmarks put healthy Days in AR at 30 to 40 days, with top-performing practices holding under 25 days. Anything above 50 days signals a workflow breakdown that needs attention.<\/p>\r\n<\/div>\r\n

    3. What denial rate should trigger a root-cause analysis?<\/strong><\/strong>\r\n

    Industry data puts the average denial rate at 8 to 12%. If your practice’s denial rate exceeds 10%, a root-cause analysis is recommended to determine whether eligibility, coding, or authorization issues are driving the trend.<\/p>\r\n<\/div>\r\n

    4. How many levels are in the Medicare claims appeals process?<\/strong><\/strong>\r\n

    Original Medicare has five appeal levels:<\/strong> Redetermination by the Medicare Administrative Contractor, Reconsideration by a Qualified Independent Contractor, a hearing with the Office of Medicare Hearings and Appeals, review by the Medicare Appeals<\/a> Council, and judicial review in federal district court. Each level carries its own filing deadline and dollar threshold.<\/p>\r\n<\/div>\r\n

    5. Can outsourcing denial management and appeals shorten AR turnaround faster than an in-house team?<\/strong><\/strong>\r\n

    Often, yes, when the partner runs payer-specific root-cause audits instead of generic claim scrubbing. A dedicated denial management and appeals team<\/a> can spot patterns across an entire payer mix faster than a single in-house biller juggling day-to-day claim volume.<\/p>\r\n<\/div>\r\n<\/div>\r\n","protected":false},"excerpt":{"rendered":"

    Practices reduce Days in AR through root-cause denial analysis by tracing every denial back to the specific trigger that caused it, such as an eligibility gap, a coding mismatch, or a missing prior authorization, and correcting that trigger before the next claim goes out. This is fundamentally different from simply reworking a denied claim and […]<\/p>\n","protected":false},"author":6,"featured_media":30611,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7,5],"tags":[6277,6081,6280,162,6279,904,6276,6278],"class_list":["post-30610","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-accounts-receivables","category-revenue-cycle-management","tag-days-in-ar","tag-denial-root-cause-analysis","tag-denial-root-cause-audit","tag-medical-billing-and-coding-services","tag-medical-billing-services-pricing","tag-prior-authorization","tag-reduce-days-in-ar","tag-root-cause-denial-analysis"],"yoast_head":"\nHow Can Reduce Days in AR Through Root-Cause Denial Analysis<\/title>\n<meta name=\"description\" content=\"Explore strategies to reduce Days in AR and enhance revenue cycle management through targeted denial analysis and correction.\" 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Anything above 50 days signals a workflow breakdown that needs attention.","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/www.medicalbillersandcoders.com\/blog\/reduce-days-in-ar-through-root-cause-denial-analysis\/#faq-question-1782984128165","position":3,"url":"https:\/\/www.medicalbillersandcoders.com\/blog\/reduce-days-in-ar-through-root-cause-denial-analysis\/#faq-question-1782984128165","name":"What denial rate should trigger a root-cause analysis?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Industry data puts the average denial rate at 8 to 12%. If your practice's denial rate exceeds 10%, a root-cause analysis is recommended to determine whether eligibility, coding, or authorization issues are driving the trend.","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/www.medicalbillersandcoders.com\/blog\/reduce-days-in-ar-through-root-cause-denial-analysis\/#faq-question-1782984136773","position":4,"url":"https:\/\/www.medicalbillersandcoders.com\/blog\/reduce-days-in-ar-through-root-cause-denial-analysis\/#faq-question-1782984136773","name":"How many levels are in the Medicare claims appeals process?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Original Medicare has five appeal levels: Redetermination by the Medicare Administrative Contractor, Reconsideration by a Qualified Independent Contractor, a hearing with the Office of Medicare Hearings and Appeals, review by the Medicare Appeals Council, and judicial review in federal district court. Each level carries its own filing deadline and dollar threshold.","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/www.medicalbillersandcoders.com\/blog\/reduce-days-in-ar-through-root-cause-denial-analysis\/#faq-question-1782984146677","position":5,"url":"https:\/\/www.medicalbillersandcoders.com\/blog\/reduce-days-in-ar-through-root-cause-denial-analysis\/#faq-question-1782984146677","name":"Can outsourcing denial management and appeals shorten AR turnaround faster than an in-house team?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Often, yes, when the partner runs payer-specific root-cause audits instead of generic claim scrubbing. 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