Insights & Articles

Plain-language explainers on the statistics that decide medical-device, pharmaceutical, and clinical-trial litigation, written by Lei Li, Ph.D. These articles are for general education only. They are not advice for any particular matter and do not represent the views of the FDA.

Causation & Epidemiology Clinical Trials & Study Design FDA Regulatory & Statistical Review Adverse Events & Drug Safety Statistical Methods Explained Daubert & Admissibility
Causation & Epidemiology

Relative Risk Greater Than Two and Specific Causation in Toxic Tort Cases

Why courts often treat a relative risk above 2.0 as the threshold for the doubling-of-risk argument, and what that statistic can and cannot say about specific causation.

Read article
Daubert & Admissibility

Daubert and Statistical Evidence: What Attorneys Should Know

How courts evaluate the reliability of statistical methods and expert opinions under the Daubert framework.

Coming soon
Statistical Methods Explained

Statistical Significance, P-Values, and Confidence Intervals in Litigation

What these core measures actually mean, and the common ways they are misread in the courtroom.

Coming soon
Adverse Events & Drug Safety

Number Needed to Harm and Interpreting Adverse-Event Rates

Translating adverse-event incidence into measures that attorneys, judges, and juries can reason about.

Coming soon
Causation & Epidemiology

How Meta-Analysis Is Used (and Misused) in Product Liability Litigation

Pooling studies can strengthen or distort an inference. A look at heterogeneity, study selection, and publication bias.

Coming soon
FDA Regulatory & Statistical Review

510(k) vs. PMA: The Statistical Evidence Behind FDA Device Clearance

How the evidentiary and statistical expectations differ across FDA device pathways, and why it matters in disputes.

Coming soon
FDA Regulatory & Statistical Review

Real-World Evidence (RWE) in FDA Submissions and Litigation

Where real-world data fits in regulatory decision-making, and the methods used to address confounding.

Coming soon
Daubert & Admissibility

Critiquing and Rebutting an Opposing Statistical Expert

A framework for examining the assumptions, methods, and data underlying an opposing expert's analysis.

Coming soon
Clinical Trials & Study Design

Survival Analysis and Time-to-Event Data in Clinical Trial Disputes

How time-to-event methods work and the interpretation questions they raise in clinical-trial litigation.

Coming soon

New articles are published periodically. Check back for additional explainers on statistical evidence in litigation.

Discuss the statistics in your matter

Independent statistical review, expert reports, and consulting for medical-device, pharmaceutical, and clinical-trial litigation. Available to plaintiff and defense counsel, subject to a conflicts-of-interest check.