In litigation, academic expertise isn’t enough.
Economic analysis can decide cases, but most economics PhD programs don’t provide the skill set needed to be an effective economic expert in litigation.
In class actions and complex employment disputes where lost wages, pay disparities, or class-wide harm are on the line, damages analyses often involve hundreds or thousands of employees. Small choices about data, assumptions, or methodology can shift outcomes by millions of dollars and determine whether a case moves forward.
Courts are increasingly focused on those choices. Judges are scrutinizing how economic opinions are formed, not just what they conclude. Analyses that are unclear, overly complex, or poorly grounded now face a real risk of exclusion. That scrutiny exposes a gap.
On the one hand, graduate programs train economists to develop theory and publish research. On the other hand, litigation demands experts who can produce clear, defensible, courtroom-ready analysis under pressure—and explain it to non-economists. The difference matters to clients, courts, and case outcomes.
Success as an economic expert witness demands more than just textbook knowledge. It calls for real-world savvy, clarity, and credibility that fall outside most academic syllabi.
In our experience, those demands reward experts who can combine technical rigor with courtroom clarity. That’s the standard that Outten & Golden’s Economics and Data Analytics team works to meet in every engagement.
Clarity Over Complexity
Graduate economics programs teach students how to prove theorems, develop complex models, and push the boundaries of academic research. But litigation analyses rely on straightforward tools: basic statistical techniques, spreadsheet modeling, and standard econometric tools. They are chosen because they are explainable, replicable, and grounded in accepted practice.
Being an expert witness means presenting to an audience of lawyers, judges, and juries. Economists shouldn’t talk to them as though they are presenting an academic study to a group of peers. Experts who can’t explain their work in plain language risk losing their audience, no matter how sound the methodology.
Effective economic experts learn to translate theory and methods into practical analysis. Knowing when not to use the most advanced technique is often as important as knowing how to use it.
That judgment is rarely taught in graduate school. But in litigation, it is essential.
We ask: Can lawyers follow this? Can a judge evaluate this? Can a jury understand it? When the answer to any of these questions is no, we simplify without sacrificing accuracy.
Accuracy and Timeliness
Litigation moves fast. Courts set hard deadlines and attorneys sometimes need expert analysis on short notice, occasionally with less than a week before testimony. Graduate programs don’t prepare economists for that pace; academic research unfolds over months.
Speed and accuracy must coexist. The best answer to an attorney’s question is often a clean spreadsheet model, not a research paper. But that model must be error-free and delivered on time.
In academia, errors can be corrected in later publications. But in litigation, a missed deadline or an overlooked data point can sink a case.
Our team operates on litigation timelines. We deliver clean, verified analyses when attorneys need them and refine them as the case develops.
Built for Cross-Examination
In litigation, every analysis will be challenged. Opposing counsel is looking for any mistake to exploit, so every calculation in a damages model must hold up under questioning.
A single misstatement can undermine an expert’s entire analysis. Significant errors can prompt courts to impose sanctions or bar an expert from testifying. To prepare for that challenge, litigation teams use audit procedures: two analysts independently reproduce the work so the results can withstand opposing counsel’s scrutiny. Academic programs rarely teach this kind of collaborative quality control.
In practice, junior analysts handle data processing while senior economists set strategy. Coordinating that work—delegating tasks, reviewing outputs, and synthesizing results into a coherent opinion—is essential to producing analysis that can survive deposition and cross-examination. That kind of coordinated quality control is not part of most academic training, but it is routine in litigation.
At Outten & Golden, audit procedures are standard. Every analysis is independently reviewed before it reaches the legal team. Our work is built to withstand deposition, cross-examination, and scrutiny from opposing experts.
Analysis Tailored to Your Case
Economic analysis in litigation must align with the legal standard the court is being asked to evaluate. That’s different from academic research, which follows evidence wherever it leads.
Attorneys need expert analysis tied to their legal theory. Whether the issue is lost wages, pay disparities, or discrimination, the economic framework should be chosen to address what the court must actually decide.
This also means understanding what courts will accept. Analyses grounded in well-established methods are more likely to survive challenge than novel approaches. Understanding what works in court isn’t taught in academic programs.
Our economists work directly with Outten & Golden’s attorneys from the outset. We design the analysis around the legal theory, anticipate how opposing experts will respond, and stay focused on the precise question the court needs answered.
Independent. Objective. Credible.
An expert witness’s credibility depends on being and appearing objective, even though they’re brought in by one side to offer an opinion.
Opposing counsel will probe for bias. A skilled cross-examiner will highlight every favorable assumption, every omission, and every conclusion that stretches beyond the data.
The experts who build lasting reputations are those who address weaknesses before they are exposed, acknowledge limitations candidly, and stay within their area of expertise. Straying beyond that boundary invites attacks on their credibility.
Academic programs emphasize defending original research, but litigation requires a different posture. An expert who appears to advocate rather than analyze risks losing credibility with the court.
Objectivity is also a strategic necessity. Judges explicitly assess whether an expert appears balanced or is simply a hired advocate. Credibility is nearly impossible to recover once it’s lost.
Our economists are engaged to tell the truth about what the data shows. That independence is what makes our testimony credible and what makes it durable when opposing counsel pushes back.
Why Outten & Golden
Economic analysis can change the outcome of your case, but it needs a litigation-trained economist to make it strong. The right expert makes the difference between a damages number that survives scrutiny and one that gets thrown out.
At Outten & Golden, our economists are built for exactly this work. We move fast, ground our analyses in methods courts accept, communicate plainly, and maintain the independence that makes our testimony credible in court.
If you are considering a case that involves economic damages, we can help you understand what the numbers actually show and what they mean for your case.
