The Daubert standard is the federal legal framework that determines whether expert witness testimony is admissible in court. Established by the U.S. Supreme Court in 1993 in *Daubert v. Merrell Dow Pharmaceuticals, Inc.*, it requires judges to act as gatekeepers who evaluate whether an expert’s methodology is scientifically valid and properly applied to the facts of the case. Under this standard, courts assess expert testimony using five key factors: whether the theory can be tested, whether it has been peer-reviewed, its known error rate, whether standards exist for its application, and whether it is generally accepted in the relevant scientific community. The Daubert standard replaced the older Frye “general acceptance” test from 1923 and now governs expert testimony in federal courts and over half of U.S. states. Consider a mass tort case involving a pharmaceutical drug alleged to cause liver damage. Before trial, the defense might file a Daubert motion challenging the plaintiffs’ medical expert who claims a causal link between the drug and the injuries. The judge must then determine whether the expert’s methodology””the studies relied upon, the statistical analysis performed, the conclusions drawn””meets the reliability threshold required for the jury to hear this testimony. If the expert’s methods are found wanting, the testimony gets excluded, which can effectively end the case. This gatekeeping function has become even more rigorous following the December 2023 amendment to Federal Rule of Evidence 702, which clarified that experts may not express conclusions that extend beyond what their methods can reliably support. This article examines the origins and evolution of the Daubert standard, breaks down the five factors courts consider, explains recent amendments that have tightened admissibility requirements, and addresses practical considerations for litigants in class action and mass tort cases. ## How Did the Daubert Standard Replace the Frye Test for Expert Witnesses? For seventy years before Daubert, federal courts relied on the Frye standard, established in *Frye v. United States* (1923), which required only that an expert’s methodology be “generally accepted” within the relevant scientific community. This single-factor test proved both too rigid and too permissive””rigid because it excluded novel but valid scientific approaches, and permissive because it allowed questionable testimony simply because enough practitioners used a particular method. The Supreme Court’s 1993 Daubert decision fundamentally changed this calculus. The Court held that Federal Rule of Evidence 702, which governs expert testimony, uses a flexible reliability standard rather than the narrow Frye test. This meant judges could no longer simply defer to what the scientific community accepted; they had to independently evaluate whether the expert’s reasoning and methodology were sound. The decision placed trial judges in the unfamiliar role of amateur scientists, tasked with assessing technical evidence they might not fully understand. However, Daubert’s flexibility comes with a significant limitation: it grants trial judges substantial discretion, which can lead to inconsistent rulings across courts. What one judge finds sufficiently reliable, another might reject. This unpredictability creates strategic challenges for litigants, particularly in multi-district litigation where different judges apply Daubert differently to similar expert testimony.
## The Five Daubert Factors That Determine Expert Testimony Admissibility Courts evaluating expert testimony under Daubert consider five non-exclusive factors. First, they ask whether the expert’s technique or theory can be tested and assessed for reliability””a scientific method that cannot be tested or falsified lacks the hallmarks of genuine science. Second, judges examine whether the technique has been subject to peer review and publication, which provides some assurance that other qualified experts have scrutinized the methodology. Third, courts consider the known or potential rate of error associated with the technique. A forensic method that produces false positives 30 percent of the time raises obvious reliability concerns that a method with a 0.1 percent error rate does not. Fourth, judges look at whether standards and controls exist for the technique’s application, ensuring that practitioners apply methods consistently rather than haphazardly. Fifth, courts assess whether the technique has gained general acceptance in the scientific community””notably, this Frye factor survives as one consideration among several rather than the sole determinant. These factors are guidelines, not a rigid checklist. Courts have emphasized that the Daubert inquiry is flexible, and not every factor applies to every type of expert testimony. For non-scientific experts””engineers, accountants, accident reconstructionists””some factors may be irrelevant or require modification. The Supreme Court confirmed this flexibility in *Kumho Tire Co. v. Carmichael* (1999), extending Daubert’s reliability requirement to all expert testimony, not just scientific evidence. ## The Daubert Trilogy: Three Supreme Court Cases That Shaped Expert Testimony Rules The modern framework for expert testimony emerged from three Supreme Court decisions collectively known as the Daubert trilogy. The first, *Daubert v. Merrell Dow Pharmaceuticals* (1993), established the foundational principle that trial judges must evaluate expert testimony for reliability rather than simply accepting whatever the scientific community practices. The case involved claims that the anti-nausea drug Bendectin caused birth defects””the Court’s ruling sent the case back for the trial court to properly evaluate the plaintiffs’ scientific evidence. Four years later, *General Electric Co. v. Joiner* (1997) addressed what happens when an expert’s conclusions do not logically follow from the underlying data. The Court held that judges may exclude expert testimony when analytical gaps exist between the evidence cited and the conclusions reached. An expert cannot simply point to studies and declare a conclusion without explaining how those studies actually support the opinion offered. This decision gave courts authority to look beyond methodology to examine whether the expert’s reasoning holds together.
Table of Contents
- What Changed with the December 2023 Amendment to Rule 702?
- Daubert States Versus Frye States: Which Standard Applies Where?
- What Is a Daubert Motion and How Does It Work?
- How the Daubert Standard Affects Class Actions and Mass Torts
- Conclusion
What Changed with the December 2023 Amendment to Rule 702?
The December 2023 amendment to Federal Rule of Evidence 702 represents the most significant update to expert testimony standards in decades. The revision explicitly requires that the proponent of expert testimony demonstrate its reliability by a preponderance of the evidence””meaning more likely than not. While courts generally applied this standard previously, some had been leaving reliability questions for juries, effectively abdicating the gatekeeping role Daubert assigned to judges. The amendment also clarifies that courts must evaluate not only whether an expert used a reliable method but how that method was applied in the specific case.
An epidemiologist might use perfectly sound statistical techniques in general, but if she applied those techniques incorrectly to the data at hand””or if the data itself was flawed””the resulting testimony should not reach the jury. This focus on application has led courts to take a more rigorous approach to evaluating expert methodology since the revision took effect. Perhaps most significantly, the 2023 amendment emphasizes that experts may not express conclusions that extend beyond what their methods can reliably support. An expert who conducted a study showing a statistical correlation cannot testify that the correlation proves causation if her methodology cannot support that stronger claim. This limitation targets a common problem: experts who use valid methods as springboards for opinions those methods cannot actually justify.

Daubert States Versus Frye States: Which Standard Applies Where?
The Daubert standard governs expert testimony in federal courts nationwide and in over half of U.S. states. However, several significant jurisdictions continue using the older Frye general acceptance test, including California, Illinois, Pennsylvania, and Washington. This split creates strategic considerations for plaintiffs deciding where to file cases and for defendants considering removal to federal court. In Frye jurisdictions, the key question remains whether the expert’s methodology is generally accepted by the relevant scientific community.
This standard can be more favorable to plaintiffs in some circumstances because it does not require the detailed methodological analysis Daubert demands. Conversely, Frye can exclude novel scientific techniques that have not yet gained widespread acceptance, even if those techniques are demonstrably reliable. An innovative genetic testing method might pass Daubert scrutiny but fail Frye’s acceptance requirement. The trend has moved toward Daubert adoption. North Carolina became a Daubert state and now requires expert testimony to satisfy a three-part reliability test. When evaluating litigation strategy in cases that could be filed in multiple jurisdictions, attorneys must consider not only the substantive law but which expert testimony standard applies””a decision that can determine whether key evidence ever reaches the jury.
What Is a Daubert Motion and How Does It Work?
A Daubert motion is a special motion in limine””a pretrial motion to exclude evidence””specifically targeting expert testimony. Typically filed before trial, though sometimes raised during proceedings, these motions ask the court to exclude an expert’s testimony as unreliable, irrelevant, or both. The moving party argues that the proposed expert testimony fails to meet the standards for admissibility under Rule 702 and the Daubert framework. When a court grants a Daubert motion, the consequences can be case-ending. In pharmaceutical litigation, for example, plaintiffs must present expert testimony establishing that the drug in question caused their injuries.
If the court excludes their causation expert, plaintiffs cannot prove an essential element of their claim, typically resulting in summary judgment for the defense. Defense experts face similar scrutiny””excluded testimony about a product’s safety or the plaintiff’s alternative injury causes weakens the defense’s position substantially. The Daubert hearing itself resembles a mini-trial focused exclusively on the expert’s methodology. Both sides present arguments, and the court may hear testimony from the expert, review the expert’s report and supporting materials, and examine the scientific literature underlying the opinion. These proceedings require significant preparation and can involve substantial expense, but they offer opportunities to narrow the issues before trial or achieve outright victory through exclusion of opposing experts.

How the Daubert Standard Affects Class Actions and Mass Torts
In large-scale litigation involving thousands of plaintiffs, Daubert rulings carry outsized importance. A single ruling excluding general causation evidence can effectively resolve all pending cases. This dynamic makes Daubert hearings in multi-district litigation some of the most consequential proceedings in the entire case. The stakes explain why parties invest heavily in expert selection and preparation. Plaintiffs’ steering committees in mass torts typically coordinate expert testimony across all cases, selecting experts whose methods will withstand Daubert challenges. Defense coordination serves the same purpose.
The result is often an arms race of expert qualification, with both sides presenting impressively credentialed witnesses whose testimony will ultimately be evaluated not by their degrees but by the soundness of their methods. Looking ahead, the December 2023 amendments signal that courts will continue tightening their gatekeeping scrutiny. Litigants should expect more detailed judicial examination of how experts applied their methods and whether conclusions stay within methodological bounds. For class action and mass tort plaintiffs, this means investing more resources in building bulletproof expert testimony. For defendants, it means more aggressive opportunities to challenge expert evidence before it reaches a jury. The Daubert standard, now over three decades old, continues to evolve as courts refine their approach to separating reliable expert testimony from speculation dressed in scientific clothing.
Conclusion
The Daubert standard fundamentally reshaped how American courts handle expert testimony by requiring judges to evaluate the reliability and relevance of expert opinions before allowing them to reach juries. Through the five Daubert factors””testability, peer review, error rates, standards, and general acceptance””courts assess whether expert methodology meets the threshold for admissibility. The December 2023 amendment to Rule 702 reinforced these gatekeeping duties, requiring proponents to demonstrate reliability by a preponderance of the evidence and prohibiting experts from overstating what their methods can support.
For litigants in class actions and mass torts, understanding Daubert is essential. Expert testimony often determines case outcomes, and Daubert motions represent critical battlegrounds where cases can be won or lost before trial begins. Whether in federal court or one of the many Daubert states, parties must ensure their experts employ sound methodology, apply it correctly to the specific case, and draw conclusions that stay within methodological bounds. Those who master these requirements position themselves for success; those who ignore them risk having their key evidence excluded at the worst possible moment.