Scientific Expertise, Massive Data, and AI: A Modern Expert Witness Workflow

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.

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