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Case study: Schneck Medical Center prevents claim denials with AI

Published: March 22, 2023 by Experian Health

How-Schneck-Medical-Center-prevents-claim-denials-with-AI-Advantage-blog

“The challenge we sought to overcome by leveraging AI Advantage at our organization was just gaining more insight into how denials originate and what actions we can take to prevent those from happening.”

— Skylar Earley, Director of Patient Financial Services, Schneck Medical Center

Challenge

Starting as a 17-bed hospital more than 100 years ago, Schneck Medical Center now serves four counties in Indiana, with a staff of more than 1,000 employees, 125 volunteers and nearly 200 physicians. The organization’s vision is to deliver excellence, lead transformation and advance health, underpinned by a patient-first philosophy.

For the Patient Financial Services team at Schneck Medical Center, reworking denied healthcare claims was often time-consuming and inefficient. Billers tended to prioritize high-value claims, without knowing the probability of reimbursement. They sought a denial management solution that would reduce the risk of denied claims and minimize their impact on the revenue cycle.

Solution

Schneck worked with Experian Health to test two new denial management solutions that use artificial intelligence (AI) to reduce the likelihood of denials and prioritize rework to maximize reimbursement. The first, AI Advantage™ – Predictive Denials, uses AI to predict claims that have a high chance of being denied, so they can be corrected before the claim is sent to the payer. If a claim review exceeds the suggested threshold for denial probability, an alert is triggered, and the flagged claim is automatically routed to the appropriate biller. The biller investigates the alert to understand what changes are needed. This might include checking insurance eligibility, reviewing coding errors or reviewing authorization status. Once the alert is resolved, the claim canbe automatically resubmitted.

The second solution, AI Advantage™ – Denial Triage, prioritizes denials based on the potential for reimbursement so staff can focus recovery efforts on the right claims. The triage process starts with identifying between 2 and 10 denial segmentation categories based on likelihood of reimbursement. Schneck chose to identify 5 categories to start. Individual remits are evaluated and automatically assigned to the appropriate category, so they can be routed to the correct specialist.

The tools use historical claims data and a continuously learning AI model to detect patterns in payer decisions. Staff can customize denial probability thresholds and segmentation criteria to ensure claims are routed to the correct specialist. The solutions integrate seamlessly with Schneck’s existing claims management system, ClaimSource®, and other health information workflows.

Outcome

After just six months, AI Advantage helped Schneck reduce denials by an average of 4.6% each month. Corrections that would previously have taken 12 to 15 minutes to rework can now be processed in under 5 minutes.

Staff report that the thresholds determined by AI Advantage – Predictive Denials are highly accurate, leading to better decision-making when reworking claims prior to submission. And with AI Advantage – Denials Triage, staff feel confident that they’re focusing their attention on the right segments, rather than wasting time on high-value claims that are unlikely to be reimbursed.

Skylar Earley says, “Before, we had no insight into whether we were performing value-added work when we followed up and worked denials. Now we see those percentages.”

Learn more about how AI Advantage generates insights to help healthcare organizations reduce time spent working denials and maximize reimbursement.

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Manual prior authorization workflows represent one of the most tedious and expensive aspects of the healthcare revenue cycle. However, despite access to automated prior authorization software, only 31% of providers use electronic prior authorizations, according to the Council for Affordable Quality Healthcare (CAQH). The CAQH predicts that providers who switch to automated prior authorization software could not only gain back valuable staff time, but also see significant cost savings. What is prior authorization and why is it important? In healthcare, prior authorizations are when providers and payers decide in advance if a patient's insurance plan will pay for a specific treatment. Prior authorizations are crucial to reimbursements and keeping revenue cycles on track. Providers that offer services without prior authorization are unlikely to receive reimbursement from the patient's insurer. This can result in unpaid medical bills, leaving billing teams chasing patient collections or writing off bad debt. During the prior authorization process, providers submit a rationale for a proposed treatment to the payer. The request is approved or denied based on certain criteria, including payer policies and medical necessity. The payer may reject a prior authorization request if the treatment or service isn't covered under the patient's insurance plan, if it's not considered medically necessary or if a more affordable alternative is available. Simple paperwork errors, like missed deadlines or incomplete documentation when submitting a prior authorization, may also result in a denial. Challenges of manual prior authorization processes Despite the importance of prior authorizations in the revenue cycle, tedious manual prior authorization processes present challenges for many healthcare providers. Some of the key obstacles providers face using manual prior authorization include: Heavy administrative burden Healthcare providers spend a significant amount of time starting, completing and revising prior authorization paperwork. An AMA survey found that 86% of physicians say prior authorization has increased healthcare resource usage. At the same time, additional AMA data reports that providers spend around 13 hours working on 39 prior authorizations each week, and nearly one-third of providers report that these prior authorization requests usually end up being denied. Changing payer policies Keeping up with multiple payers and ever-evolving payer policies adds strain on staff and ultimately results in prior authorization denials. Changes are often unannounced, making it hard for providers to stay on top of updates. As a result, prior authorization submissions aren’t always accurate and may be based on outdated rules. This can lead to instant rejection and wasted time correcting and resubmitting requests. Inefficient workflows Prior authorization requirements can be complicated, especially when providers are juggling different payers, standards and service lines. Coping with these complexities often puts strain on manual systems, especially when multiple staff and notetaking methods are involved. Staff members may each get different pieces of information from payer websites (or over the phone) and not have the ability to benefit from their shared knowledge efficiently. Navigating communication hurdles and rapid payer information changes can result in workflow inefficiencies that snowball quickly. How prior authorization software can improve efficiency Replacing manual prior authorizations processes with automated prior authorization software can help providers improve efficiency. Here are some key ways providers benefit from automated prior authorization solutions, like Experian Health's Authorizations. Reduces manual interventions: This solution limits guesswork, human errors, and misinterpretations by automating data originating from the EMRs. Automation saves staff time and energy and prevents frustration. Stays current with latest payer policies: The prior authorization system stays up-to-date with the latest regulations and payer requirements. Automatic updates provide staff with the most current information, eliminating the need for staff to visit multiple payer websites or cross-check data by hand. Provides real-time updates: Providers can promptly clear authorizations for service by proactively identifying authorization status as pending, denied or authorized. This allows physicians to make timely treatment plans and for patients to avoid disruptions in care. Reduces risk of denials: Through automation, electronic prior authorization software ensures the accuracy and completeness of submissions by automatically checking with payers and vendors to validate that the authorization is on file. Payers and providers also get a shared view of account information, reducing the need for prolonged discussions about the status of authorization and rework requests. Key features to look for in prior authorization software When implementing prior authorization software, look for a solution that offers a wide range of features to automate and streamline the prior authorization process. 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Solutions like Experian Health's automated prior authorization management tool, Authorizations, easily adapt to existing processes. This eliminates the need for a complete workflow overhaul and minimizes the learning curve for staff. Embracing prior authorization software for a more efficient revenue cycle Revenue cycle leaders who implement prior authorization automation strategies could see significant savings – $494 million annually as an industry, according to CAQH data.  Claims and revenue management processes are often complex and outdated, costing healthcare organizations time and money. High denial rates and slow reimbursements can hurt cash flow and get in the way of financial stability. Automating prior authorization can reduce claim denials, speed up reimbursements and improve the bottom line. Learn more about how Experian Health's electronic prior authorization software, Authorizations, uses automation to achieve greater consistency and efficiency for healthcare organizations. Learn more Contact us

Published: July 30, 2025 by Experian Health

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