In regulated industries such as healthcare, identifying errors is only part of the equation. The real question is this: what is the total financial impact across the full population? Statistical extrapolation provides that answer. Statistical extrapolation uses results from a properly selected sample to estimate findings across an entire universe of claims, transactions, or records. When designed…
Program Integrity
Beyond Rules: Smarter Anomaly Detection with Machine Learning
Smarter detection starts with letting the data speak for itself. Unsupervised machine learning is becoming an increasingly valuable tool for detecting anomalies in complex healthcare datasets. As data continues to grow in both volume and complexity, traditional approaches to identifying unusual patterns are being challenged by the need for more scalable, adaptive solutions. One effective approach is the Isolation Forest algorithm,…
Strengthening Medicare Program Integrity: The Power of Deterrence in Combating Fraud, Waste, and Abuse
In the ongoing effort to protect the Medicare program, deterrence stands out as a powerful and cost-effective strategy. While detection and enforcement remain critical, deterrence shifts the focus from reacting to fraud after it occurs to preventing it before it starts. By increasing the perceived risk of getting caught and reducing opportunities for abuse, deterrence…
Suspect Payments in Medicare Advantage: Why Transparency Matters
Understanding the context of “Suspect Payments” In Medicare Advantage, payment practices work best when they are clear, consistent, and aligned with beneficiary needs. Strengthening oversight not only reduces compliance risk but also reinforces trust in an organization’s commitment to doing what’s right. Medicare Advantage payment structures can be complex, and certain arrangements may warrant closer…
Exposing Hidden Risks: A Strategic Approach to FWA in Medicare Advantage
Medicare Advantage (MA) has reshaped healthcare coverage for beneficiaries, offering comprehensive benefits through private insurers. However, the program’s expansion has also introduced complex challenges, notably fraud, waste, and abuse (FWA) that threaten its integrity and the well-being of beneficiaries. The Challenge Recent investigations have uncovered concerning practices within the MA landscape. Some Medicare Advantage Organizations…
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How to Write an Effective Healthcare Fraud Investigative Report
A well-written healthcare fraud investigative report can help to identify and prevent improper payments – having a significant impact on individuals and organizations, including federal and state government agencies. The regulations and requirements that govern the healthcare industry are complicated, creating a long and technical process for investigating potential fraud, waste, and abuse. Investigative reports…
Healthcare Secret Shopping: An Effective Tool for Detecting Fraud and Abuse
The Government Accountability Office (GAO) made headlines recently when sharing news that 11 of 12 fictitious applicants obtained coverage for health insurance through the Federal marketplace. GAO targeted the Federal marketplace with secret shopping – constructing fictitious applicants who should not have received health insurance. The secret shopping applicants provided invalid Social Security information or…
