Unreconciled: The Human Side of Healthcare
To the rest of the world, a medical record is a private story. But to the healthcare system, that story must eventually be translated into alpha-numeric characters.
Latest Published Articles
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When Following the Coding Guidelines Still Gets You Marked Wrong
What are coders supposed to do when auditor, payer, and CDI expectations conflict with the coding guidelines we have been taught to follow?
Certification Alone Doesn't Equal Competency (And Your Denial Rate Proves It)
A credential proves test-taking ability, but real charts are messy. Here's why a rising denial rate is a training signal—and how to close the gap between certification and actual on-the-job competency.
When Patterns Hit the Chart: Case‑Level Fraud & Abuse Risk Signals
Patterns only matter if they're visible at the chart level. Walk through three real case examples and learn how to defend your coding.
Patterns That Raise Fraud & Abuse Red Flags
Payers and external auditors spot outliers long before they audit individual charts. Here are the three main triggers to watch for.
Hemiplegia vs. Monoplegia After Stroke: The Guideline Doesn't Apply to Both
Most coders know the guideline to code weakness to hemiplegia after acute stroke. Fewer apply it correctly for monoplegia.
The $79 Million Counting Problem
The OIG found $79 million in improper payments for mechanical ventilation. Why the gap between textbook rules and documentation is costly.
Don't Let "Due To" Boss You Around: Etiology vs. Manifestation
The doctor's "due to" tells you the clinical relationship. The book tells you if there's a required sequence. Why that distinction matters.
Coding Expected Postoperative Conditions in ICD-10-CM
Just because a condition is documented in the post-op period doesn't mean it gets a code. How to distinguish expected outcomes from complications.
What's the Difference Between an Excludes1 and Excludes2 Note?
CMS updated key Excludes1 notes to Excludes2 in recent code set releases. Here is what it means for your daily sequencing.
AI Attestation Is Now a Compliance Mandate, Not a Tech Trend
Human sign-off on AI-assisted coding is shifting from nice-to-have to a contractual requirement. What clinical teams must know.
Why HCC Risk Adjustment Is Showing Up in Inpatient CDI
Inpatient CDI roles are increasingly asking for risk-adjustment proficiency. Here is why this shift is happening.
CPC-M Is Here. What Does That Mean for New Coders?
AAPC announced its master-level credential. What it actually means for employers and why beginners shouldn't panic.
The Myth of the Coder Shortage: We Lack Practical Training
Employers say they can't find coders, but what they really lack are experienced coders. Why the shortage is a training gap.
The Productivity Paradox: When AI Makes Coders Slower
If your inpatient coding team adopted AI tools but still feels bogged down by audit rework, you might face the productivity paradox.
You Finally Got a New Hire. Now You Have Two Weeks to Keep Them.
The position was open for months. Here is what intentional onboarding looks like when your team is already stretched thin.
Your Team Just Got AI. Nobody Asked If You Were Ready.
Hospitals are investing in AI rapidly, but rollout strategies rarely equip frontline supervisors with practical guidance.
When the Auditor Says You're Wrong and You Know You're Not
You coded it correctly and you can prove it. This separates coders who defend their work from those who just let it go.
What Not to Do When the Auditor Won't Budge
You submitted your rebuttal with guidelines, but the auditor stood their ground. Here is the professional path forward.
Why Internet Search and AI Alone Will Set You Up to Fail
AI hallucinated a code. Google gave an outdated answer. Why real coding mastery requires original guideline fluency.
Why Google and AI Alone Won't Get You Far — Part 2
Missing the instructional notes and guideline nuances that search results never surface—and that AI gets confidently wrong.
The One Thing Stopping Many of Us from Taking the Next Step
Consequence paralysis. It's not just the overwhelm of choices—it's the fear behind them. Choosing progress over perfection.
The Unconventional Career Guide
Not every path into medical coding looks like the brochure. A real guide for professionals arriving from unexpected backgrounds.
The Gap from Basic Medical Coding to Specialty Coding Is Real
Initial training got you through exams. Specialty coding requires clinical depth—and no one warns you how wide that gap is.
Studying and Exam Prep: Starts With a Plan, Not a Study Guide
The study guide is a tool, not a strategy. How to build a focused routine that moves you toward mastery, not just busyness.
Rediscovering Yourself After Grief
Grief changes who you are. Reconnecting with your purpose, career ambitions, and daily craft is its own skill.
Retention, ROI, and Resilience: A Smarter RCM Strategy
Why hospital leaders should train inpatient coders internally: the case for structured mentorship and reduced audit loss.
Ethics and Medical Coding in the Age of Quotas — Part 1
When speed pressure clashes with clinical accuracy, something has to give. It shouldn't be your integrity.
Ethics and Medical Coding in the Age of Quotas — Part 2
The true cost of quota-driven coding isn't always visible on audit reports. What it looks like from inside the trenches.
Ethics and Medical Coding in the Age of Quotas — Part 3
Leadership's crucial role in creating ethical coding departments—and what happens when management accountability is absent.
Ethics and Medical Coding in the Age of Quotas — Part 4
Rebuilding ethical coding culture from the ground up: sustainable quality frameworks and long-term compliance resilience.
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