Expert witness work is evolving — and today’s cases demand far more than experience and credentials.

In this episode of On the Stand with Ashish Arun, Seth Miller breaks down how expert witnesses approach scientific analysis, massive datasets, and AI-assisted tools while maintaining credibility, transparency, and defensible methodology.

This conversation explores how modern experts work through complex data, validate analysis, and explain conclusions in a way that withstands courtroom scrutiny. From reproducibility to judgment calls, the episode focuses on what courts actually expect when data, models, and technology become central to expert testimony.

🔬 What You’ll Learn in This Episode

• How expert witnesses structure workflows for data-intensive cases

• Where scientific methodology fits into modern expert analysis

• How experts validate, reproduce, and defend complex datasets

• The role AI plays in expert work — and its limits

• Why human judgment still matters alongside advanced tools

• What courts look for when data and models are challenged

• How experts translate technical analysis into clear, credible testimony

⚖️ Who This Episode Is For

• Expert witnesses working with data, science, or analytics

• Attorneys handling complex, data-heavy litigation

• Professionals curious about AI’s role in expert testimony

• Anyone interested in how expert evidence is built and defended

🎙️ About the Podcast

On the Stand with Ashish Arun explores the law, practice, and business of expert witness testimony. Each episode features conversations with experts and practitioners on credibility, methodology, and the realities of litigation-ready expertise.

#ExpertWitness #DataDriven #ScientificEvidence #AIinLaw #ExpertTestimony #LitigationSupport #SethMiller #ModernExpert #OnTheStandPodcast #AshishArun

When medical billing ends up in a courtroom, the question isn’t just what was billed — it’s why.

In this episode of On the Stand with Ashish Arun, medical coding and compliance expert Toni Elhoms breaks down how expert witnesses evaluate claims, documentation, and coding patterns to uncover the truth behind complex healthcare disputes.

From fraud investigations to payer audits to documentation gaps that reshape liability, this conversation reveals the real mechanics of healthcare litigation — and how experts turn technical billing data into clear, defensible testimony.

💡 What You’ll Learn in This Episode:

• How expert witnesses reconstruct the clinical and billing story from documentation

• The core red flags experts identify in audits, fraud cases, and disputed claims

• Why methodology — not assumptions — drives credible expert opinions

• How payer rules, coding guidelines & compliance frameworks shape testimony

• The most common coding errors that shift liability

• How experts explain complex billing issues in simple, courtroom-ready language

• What “medical necessity” and “coding integrity” truly mean in litigation

👩‍⚖️ Who This Episode Is For:

• Expert witnesses in healthcare, reimbursement, or compliance

• Attorneys handling billing disputes, payer audits & fraud allegations

• Revenue cycle, compliance, and medical billing professionals

• Medical coders and auditors exploring expert witness work

• Anyone curious about how medical billing becomes legal evidence

📌 About the Podcast

On the Stand with Ashish Arun dives into the law, practice, and business of expert witness testimony.

Each episode brings forward real-world insights from experts and litigators on credibility, evidence, methodology, and courtroom strategy.

#ExpertWitness #MedicalBilling #HealthcareLitigation #CodingDisputes #MedicalCoding #ToniElhoms #FraudAndAbuse #AuditDefense #Compliance #BillingFraud #OnTheStandPodcast #AshishArun

Pediatric injury cases are some of the most complex in litigation — not just medically, but forensically and legally.

In this episode, Dr. Robert Belfer, a leading pediatric emergency physician and expert witness, reveals how experts interpret child injuries, determine causation, and explain their findings in court.

From understanding mechanisms of injury to evaluating standards of care, this episode pulls back the curtain on how pediatric evidence is analyzed, documented, and defended in high-stakes cases.

💡 What You’ll Learn in This Episode:

• How pediatric expert witnesses evaluate injuries and reconstruct events

• The difference between accidental patterns and red-flag injury mechanisms

• How experts determine causation in child trauma cases

• What “standard of care” really means in pediatric emergencies

• How to communicate complex medical concepts clearly in testimony

• Common pitfalls in pediatric medical malpractice cases

• What attorneys and courts expect from pediatric expert witnesses

👩‍⚖️ Who This Episode Is For:

• Expert witnesses across medical and scientific fields

• Attorneys working on child injury, trauma, or malpractice cases

• Emergency physicians, pediatricians, and healthcare professionals

• Anyone interested in the intersection of medicine and litigation

📌 About the Podcast

On the Stand with Ashish Arun explores the law, practice, and business of expert witness testimony.

Through in-depth conversations with experts and attorneys, the show uncovers the strategies, challenges, and insights behind credible, defensible expert opinions.

#ExpertWitness #PediatricInjury #MedicalMalpractice #ChildTrauma #ExpertTestimony #LitigationSupport #MedicalEvidence #Causation #StandardsOfCare #OnTheStandPodcast #AshishArun