What Expert Witnesses Are Required to Follow: Daubert, Frye, and the Standards That Define Admissible Testimony | Ryan Dahlstrom | The Dram Shop Expert
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Retained by Plaintiff and Defense Counsel Nationwide   Dram Shop & Bar Security Litigation

What Expert Witnesses Are Required to Follow: Daubert, Frye, Bias, and the Standards That Define Admissible Testimony

By Ryan Taylor Dahlstrom — Consulting and Testifying Expert Witness, Hospitality and Entertainment Industry
www.TheDramShopExpert.com

Expert witnesses in civil litigation do not simply show up and offer opinions. They operate within a defined legal framework that governs what qualifies as admissible expert testimony, how opinions must be formed and disclosed, and what standards of objectivity are required. For attorneys retaining an expert in dram shop or bar security litigation, understanding that framework is not just background knowledge. It is the difference between expert testimony that survives a motion to exclude and one that does not make it to the jury.

Daubert and Frye: The Two Frameworks That Control Expert Admissibility

The threshold question in any expert witness engagement is not simply whether the expert is qualified. It is whether the expert's methodology and opinions will survive the admissibility standard applied in the jurisdiction where the case is being tried. Two frameworks govern that question in civil litigation across the United States, and knowing which one applies and what it demands is essential for both the retaining attorney and the expert alike.

Daubert
Federal Standard — Adopted by Majority of States
Established by the United States Supreme Court in Daubert v. Merrell Dow Pharmaceuticals, Inc. (1993) and codified in Federal Rule of Evidence 702, the Daubert standard assigns the trial court the role of gatekeeper. The judge is required to assess whether the expert's testimony rests on a reliable methodology and whether it is relevant to the facts of the case before it is presented to the jury. The standard was significantly strengthened by amendments to FRE 702 that took effect in December 2023, which now require courts to more rigorously confirm that an expert has actually applied their stated methodology to the facts of the specific case, and that their opinion reflects a preponderance of the evidence rather than mere possibility.
  • Whether the theory or technique has been or can be tested
  • Whether it has been subjected to peer review and publication
  • Whether there is a known or potential error rate
  • Whether it is generally accepted in the relevant field
  • Whether the expert has applied the methodology reliably to the specific facts of the case
  • Whether the opinion reflects sufficient facts or data, not speculation
Applied in all federal courts and adopted by the majority of state court systems
Frye
General Acceptance Standard — Minority of States
Established by Frye v. United States (1923) and still applied in a minority of states including California, New York, Illinois, and Florida for certain proceedings, the Frye standard asks a narrower question than Daubert: is the methodology underlying the expert's opinion generally accepted within the relevant scientific or professional community? Unlike Daubert, Frye does not require the trial court to evaluate the specific application of the methodology or independently assess its reliability. The focus is on whether the professional community has accepted the general approach, not on the quality of its application in the specific case.
  • Whether the methodology is generally accepted in the relevant field or profession
  • Whether the expert's opinion is based on a technique or approach with established acceptance
  • The court does not independently evaluate reliability, only acceptance within the field
Applied in California, New York, Illinois, Florida (in certain contexts), and a small number of additional states

For dram shop and bar security litigation specifically, both standards require that the expert's opinions about the industry standard of care be grounded in a recognized and accepted methodology for assessing how licensed establishments are expected to operate. Opinions based solely on the expert's personal impression of what seems reasonable, without reference to the specific training programs, regulatory requirements, and operational benchmarks that define the standard, are vulnerable to exclusion under either framework.

The 2023 amendments to Federal Rule of Evidence 702 are particularly significant for this area of litigation. They make explicit that the expert must demonstrate not just general qualifications, but that those qualifications were actually applied to the specific facts of the case at hand. An expert who offers a generic opinion about bar operations without demonstrating that the opinion was developed by analyzing the specific records, policies, and operational practices of the defendant venue is now more vulnerable to exclusion in federal court than at any prior point in the Daubert era.

What the Rule Actually Requires of Every Expert Witness

Federal Rule of Evidence 702 is the textual foundation of expert testimony admissibility in federal courts and in the majority of state courts that have adopted equivalent rules. Understanding what it requires is not optional knowledge for an expert witness who intends to provide testimony that survives scrutiny. It defines the minimum conditions under which expert opinion is legally permissible, and every element of those conditions has implications for how an expert develops and presents opinions in dram shop and bar security matters.

FRE 702: The Four Requirements for Admissible Expert Testimony

  • The expert's scientific, technical, or other specialized knowledge must help the trier of fact to understand the evidence or determine a fact in issue. In dram shop matters, this means the expert's operational knowledge of how licensed venues function must address questions that a jury could not reasonably answer without that assistance.
  • The testimony must be based on sufficient facts or data. An opinion developed from a review of all relevant records, including training documentation, point-of-sale data, incident reports, surveillance footage, and staffing records, satisfies this requirement. An opinion formed from selective or incomplete review of the evidence does not.
  • The testimony must be the product of reliable principles and methods. In hospitality and bar security cases, this means the standard of care analysis must be grounded in recognized industry training programs, regulatory frameworks, and established operational benchmarks, not in the expert's personal preference or unarticulated intuition.
  • The expert must have reliably applied the principles and methods to the facts of the case. As reinforced by the 2023 amendments, this is where generic opinions fail. The analysis must be demonstrably connected to the specific venue, the specific staff, the specific policies, and the specific conduct at issue, not to bars and nightclubs in general.

"An expert opinion that cannot survive a Daubert challenge is not just inadmissible. It is a liability to the case and to the attorney who sponsored it. Every opinion I form is built from the ground up to meet that standard, because that is what the process requires."

Ryan Taylor Dahlstrom — The Dram Shop Expert

Why Expert Witness Bias Is One of the Biggest Risks in Litigation and How to Evaluate It

Bias in expert witness testimony is not a minor concern that surfaces occasionally. It is a pervasive problem in civil litigation that experienced trial attorneys on both sides look for immediately, and that skilled opposing counsel will methodically expose at deposition and at trial if it exists. Understanding what constitutes bias, how it manifests in expert testimony, and what distinguishes a genuinely objective expert from one whose opinions reliably favor the side that retained them is essential knowledge for any attorney evaluating an expert witness for a dram shop or bar security matter.

Bias does not require dishonesty. An expert can be entirely sincere and still produce opinions that are systematically skewed toward the retaining party. The most common forms of bias in expert witness testimony are financial dependence on one side of the litigation, methodology that bends to reach a predetermined conclusion, selective review of the evidence that ignores facts unfavorable to the retaining party, and a history of opinions that consistently favor plaintiffs or consistently favor defendants regardless of the underlying facts. Every one of those patterns is discoverable and every one of them will be explored by opposing counsel.

The most telling questions are simple and direct: What percentage of your engagements are plaintiff versus defense? Have you ever formed an opinion that did not support the retaining party's theory? Have you ever declined a retention after reviewing the facts? These are standard deposition questions designed to expose bias patterns, and every attorney retaining an expert should know how their expert will answer them.

Signs of a Biased Expert
  • Retains almost exclusively for one side of litigation, plaintiff or defense, with no meaningful history on the other
  • Has never declined a retention after reviewing the facts of a case
  • Opinion conclusions in reports consistently align with the retaining party's theory regardless of what the evidence shows
  • Cannot articulate how their methodology would produce a different result if the facts were different
  • Relies on selective review of the evidence, emphasizing favorable facts and minimizing or omitting unfavorable ones
  • Financial relationship with retaining counsel or firm suggests a pattern of mutual referral rather than merit-based selection
  • Prior testimony record shows consistent outcomes for one side across unrelated cases
Signs of an Objective Expert
  • Retained by both plaintiff and defense counsel across a portfolio of cases, with opinions that follow the evidence in each
  • Has declined retentions after reviewing the facts when the evidence did not support the retaining party's theory
  • Can clearly articulate the methodology used and how it would produce different conclusions if the underlying facts were different
  • Reviews all available evidence, including facts unfavorable to the retaining party, and addresses those facts in the expert report
  • Prior testimony record reflects a range of outcomes across cases that corresponds to the variation in underlying facts
  • Opinion is grounded in the specific facts of the case and is demonstrably connected to the evidence reviewed
  • Will tell the retaining attorney when the facts do not support a viable opinion, before the engagement proceeds further

The Disclosure Requirements That Govern Bias Discovery

Federal Rule of Civil Procedure 26 requires expert witnesses to produce a written report that includes, among other things, a complete statement of all opinions to be expressed and the basis for them, the facts and data considered in forming those opinions, any exhibits to be used, the expert's qualifications including all publications authored in the prior ten years, a list of all other cases in which the expert has testified as an expert at trial or by deposition in the prior four years, and a statement of the compensation being paid for the testimony. That disclosure package is the roadmap opposing counsel uses to investigate and challenge an expert's objectivity. Every item in it is subject to deposition examination.

The four-year testimony list is particularly significant in bias analysis. An expert who has testified in dozens of cases and whose record shows a consistent pattern of conclusions favoring one side will face systematic cross-examination on that pattern. The question is not whether the expert can explain each individual case. It is whether the pattern itself, viewed across the full record, suggests that the expert's methodology reliably produces favorable results for the side that pays the bill. That is a question a jury is fully capable of evaluating, and opposing counsel who has done the work will make sure they have what they need to evaluate it.

What the Expert Report Must Contain and Why It Matters to Your Case Strategy

The expert report required under FRCP 26 is not a formality. It is the foundational document of the entire expert witness engagement and the primary vehicle through which the expert's opinions, methodology, and factual basis are disclosed to opposing counsel. A well-constructed expert report in a dram shop or bar security matter does specific, concrete work: it identifies the applicable standard of care with precision, applies that standard to the specific facts established by the evidence in the case, reaches well-supported conclusions that are demonstrably grounded in the operational realities of the venue, and is written in a manner that can be defended under rigorous cross-examination.

What a Complete Expert Report in a Dram Shop Matter Addresses

  • The applicable standard of care for a licensed establishment of the defendant's type, size, and operational profile, grounded in recognized training programs, regulatory requirements, and industry practice
  • The specific records reviewed in forming the opinion, including training documentation, point-of-sale data, incident reports, staffing records, policies and procedures, and surveillance footage, with an explanation of what each contributed to the analysis
  • The operational analysis connecting the standard of care to the defendant's specific conduct, including where that conduct met the standard, where it fell below it, and the basis for each conclusion
  • The causation opinion addressing how the identified operational failures relate to the harm alleged, grounded in the operational facts rather than in legal conclusions
  • Rebuttal of anticipated defense or plaintiff arguments that the evidence and the standard of care do not support, identified and addressed proactively in the report rather than raised for the first time at trial
  • A clear statement of the methodology used to develop the opinions, sufficient to allow opposing counsel and the court to evaluate whether it satisfies the applicable admissibility standard

What Daubert-Compliant, Objective Expert Work Looks Like in Practice

Every engagement I undertake is built to meet the standards described in this article from the first conversation through the last day of trial. That means the opinion development process begins with a thorough review of all available records relevant to the case, not just the records that support a particular theory. It means the standard of care analysis is grounded in the specific training programs, regulatory requirements, and operational benchmarks that apply to the defendant's venue type and jurisdiction, not in a generic description of how bars are supposed to operate. And it means the expert report is written to survive a Daubert or Frye challenge, with a clearly articulated methodology, a complete factual basis, and opinions that are demonstrably connected to the specific evidence in the case.

On the bias question, my practice of working for both plaintiff and defense counsel is not simply a marketing point. It is the structural foundation of objective expert work in this field. An expert who works only for plaintiffs develops opinions in a single direction. An expert who works only for defendants develops opinions in the opposite direction. Neither of those patterns survives careful scrutiny of the testimony record, and both create vulnerability that experienced opposing counsel will exploit. My opinions in any given case are determined by what the evidence shows about how the defendant operated relative to the applicable industry standard, not by who retained me to form them.

1993
Daubert v. Merrell Dow
established the federal standard
2023
FRE 702 amendments
strengthened Daubert gatekeeping
4 yrs
Prior testimony disclosure
required under FRCP 26
Both
Plaintiff and defense
retained nationwide

When I tell the retaining attorney that the facts of a case do not support a viable expert opinion, I do it before the engagement proceeds further, before a report is written, and before a deposition is scheduled. That is not a common posture among expert witnesses with a financial interest in maximizing billable hours. It is, however, the posture that protects the attorney's credibility with the court, preserves the integrity of the opinion that is ultimately offered, and ensures that the expert testimony presented in the case can withstand the scrutiny it will receive.

If you have a dram shop or bar security matter and want to discuss whether the facts support a viable expert opinion, that conversation starts with a call. No commitment required. The first step is understanding what the evidence shows and whether an operationally grounded, Daubert-compliant expert opinion can be built from it.

Retained by Plaintiff and Defense Counsel Nationwide

Available for early case consultation, expert review, Daubert-compliant report preparation, deposition, and trial testimony. The first conversation is about whether the facts support a viable opinion. That is where every engagement should start.