The Algorithm Already Saw You: Audit Triggers Hidden in Your Data episode artwork

EPISODE · Mar 4, 2026 · 36 MIN

The Algorithm Already Saw You: Audit Triggers Hidden in Your Data

from Auditing Antics: Navigating Medical Coding and Auditing · host Stephanie Allard Consulting, LLC

Most audits don’t start with a complaint.They start with a pattern.Long before a human reviewer opens a chart, payer analytics are scanning utilization trends, benchmarking providers against peers, and flagging statistical outliers. Sudden shifts in coding levels. High-frequency services. Modifier usage patterns. Even documentation that looks too consistent.In this episode of Auditing Antics, Stephanie and Michele break down how data science drives audit selection and why many providers are flagged without ever realizing their billing trends stand out. We’ll talk about outlier patterns, utilization spikes, and the quiet metrics payers monitor behind the scenes.Because in today’s compliance environment, you’re not just being reviewed by auditors. You’re being watched by the numbers. If you’ve ever thought an audit felt random . This episode will change how you look at your data.Reach Out For Compliance Help Now!https://www.stephanieallardconsulting.com/contactSign up for our updates and the latest compliance news here! https://www.stephanieallardconsulting.com/Find our AUDITING ANTICS PODCAST for regular updates and discussions related to compliance in the medical coding and billing industry! https://www.stephanieallardconsulting.com/auditing-antics-podcastView our compliance consulting, auditing, and education services here! https://www.stephanieallardconsulting.com/servicesView our Coding Compliance Connection membership here! https://www.stephanieallardconsulting.com/membership View our Etsy shop here! https://sallardconsulting.etsy.com

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The Algorithm Already Saw You: Audit Triggers Hidden in Your Data

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This episode was published on March 4, 2026.

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