LAW OFFICE OF GREGORY A. WILLIAMS

September 10, 2026September 10, 2026

Law & Logic: Conjunction Fallacy

In logic, what does the term Conjunction Fallacy mean, and how does it apply to employment-law trial lawyers handling workplace disputes? Here’s my point of view.

IMPORTANT: All hyperlinks in this article with an asterisk (*) will take the reader away from this website to either our Williams Law Group Blog*, an official governmental website, or a well-recognized organization. This article is for informational purposes only and is based upon my point of view. Due to the rapidly changing nature of the law, we make no warranty or guarantee concerning the accuracy or reliability of the content in this article. No content on this site, regardless of date, should ever be used as a substitute for direct legal advice from your attorney. Please review our Disclaimer|Terms of Use|Privacy Policy before proceeding.

Advertisement

The Conjunction Fallacy in Employment-Discrimination Litigation

Employment-discrimination cases often require judges and juries to evaluate competing explanations for an employer’s conduct. One subtle reasoning error can affect that evaluation: the conjunction fallacy.

Understanding the fallacy can help employment lawyers identify weak inferences, challenge overly complicated narratives, and present evidence in a way that keeps the factfinder focused on what the law actually requires.

What Is the Conjunction Fallacy?

In logic and probability, the conjunction fallacy occurs when someone concludes that two events occurring together are more likely than either event occurring alone.

Consider this simple example:

Imagine you are told that Sarah is an attorney who frequently volunteers at a local legal-aid clinic. You are then asked which statement is more likely:

1. Sarah is an attorney.

2. Sarah is an attorney who volunteers at a legal-aid clinic.

The second statement may sound more convincing because it fits the description of Sarah more closely. But it cannot be more likely than the first statement. Every attorney who volunteers at the clinic is, by definition, an attorney. The second statement therefore describes a smaller group and must be equally or less likely.

This is the conjunction fallacy: a more detailed story can feel more probable simply because it is more vivid or coherent, even though the added details actually make the overall proposition less likely.

That distinction can be important in litigation, where a factfinder may find a complicated explanation especially persuasive simply because all of its pieces seem to fit together.

video Example: Conjunction Fallacy

Why Does It Matter in Employment Cases?

Employment-discrimination litigation frequently involves competing explanations for a decision. An employer may argue that an employee was terminated because of poor performance, attendance problems, insubordination, restructuring, or some other legitimate reason. The employee may contend that the stated reason is pretext for discrimination or retaliation.

A conjunction-fallacy problem can arise when a factfinder implicitly requires a plaintiff to establish an elaborate chain of connected circumstances before accepting an inference of discrimination.

For example, a jury might reason:

“The supervisor disliked the employee, the supervisor knew about the employee’s protected characteristic, the supervisor made an insensitive comment, the employee later received discipline, and the employer ultimately terminated the employee. Therefore, discrimination must have motivated the termination.”

That conclusion may or may not be justified by the evidence. The important point is that the lawyer should distinguish between individual pieces of evidence and the proposition the jury is ultimately being asked to find.

Adding more links to a narrative does not automatically make the overall inference stronger. Each additional proposition must itself be supported, and the combined theory should be tested rather than accepted merely because it tells a coherent story.

A Trial Lawyer’s Practical Lesson

For plaintiffs’ lawyers, the conjunction fallacy is a reminder not to overbuild the case. A persuasive discrimination case does not necessarily require proving every conceivable discriminatory motive, every questionable workplace event, and every interpersonal conflict.

For defense lawyers, the same principle can work in the opposite direction. A defense may become unnecessarily complicated if it depends on the jury accepting several independent propositions simultaneously—for example, that multiple witnesses independently misunderstood an event, that several decision-makers acted consistently for unrelated reasons, and that a series of adverse actions just happened to coincide with protected activity.

In either direction, counsel should ask:

What proposition am I actually asking the factfinder to accept, and how many additional propositions must be true before that conclusion follows?

Keep the Inference Narrow

The conjunction fallacy is not a rule of evidence, nor does it establish whether particular evidence is legally sufficient to prove discrimination. It is better understood as a reasoning tool.

In closing argument, deposition questioning, and motions practice, lawyers can use that tool to separate a compelling narrative from a logically supported inference. A story may become more detailed as evidence accumulates, but detail alone does not establish causation or discriminatory intent.

The strongest trial presentation therefore keeps the inferential chain clear: identify the decision, identify the relevant evidence, connect that evidence to the legally required element, and avoid asking the factfinder to accept unnecessary assumptions along the way.

Read Our Related Articles

» How Lawyers Utilize Deductive and Inductive Reasoning

» Law & Logic: Ad Hominem

» Law & Logic: Argumentum Ad Antiquitam (Appeal to Tradition)

» Law & Logic: Argumentum Ad Baculum (Appeal to Force)

» Law & Logic: Argumentum Ad Ignorantium (Appeal to Ignorance)

» Law & Logic: Argumentum Ad Populum

» Law & Logic: Argumentum Ad Vercundiam (Appeal to Authority)

» Law & Logic: Complex Question (False Dilemma)

» Law & Logic: Confirmation Bias & Sunk Cost Fallacy

» Law & Logic: Cum Hoc Ergo Propter Hoc (False Cause)

» Law & Logic: Halo Effect and Gambler’s Fallacy

» Law & Logic: Ignoratio Elenchi (Irrelevant Conclusion)

» Law & Logic: Petitio Principii (Circular Reasoning)

» Law & Logic: Proper Reasoning (Valid Logic)

» Law & Logic: Single Cause Fallacy (Complex Cause)

» Law & Logic: The False Compromise

» Law & Logic: The Straw Man Fallacy

LEARN MORE

If you would like to learn more, then consider contacting an experienced employment attorney to discuss your case. This article is not offered as legal advice and will not establish an attorney-client relationship with Law Office of Gregory A. Williams or the author of this article; please refer to our Disclaimer | Terms of Use | Privacy Policy for more information.

–gw

September 7, 2026September 10, 2026

The Tort of Outrage and Racially Discriminatory Action

Under Washington State law, can racially discriminatory action in employment form the basis for the tort of outrage (hereinafter, “tort of outrage” or “intentional infliction of emotional distress”)? Here’s my point of view.

IMPORTANT: All hyperlinks in this article with an asterisk (*) will take the reader away from this website to either our external blog or an official governmental website. This article is for informational purposes only and is based upon my point of view. Due to the rapidly changing nature of the law, we make no warranty or guarantee concerning the accuracy or reliability of the content in this article. No content on this site, regardless of date, should ever be used as a substitute for direct legal advice from your attorney. Please review our Disclaimer|Terms of Use|Privacy Policy before proceeding.

Advertisement

THE TORT OF OUTRAGE (ALSO KNOWN AS INTENTIONAL INFLICTION OF EMOTIONAL DISTRESS)

A tort is a civil wrong, other than breach of contract, for which remedies may be obtained. The tort of outrage is one type of tort (also known as intentional infliction of emotional distress). It is defined under the Restatement (Second) of Torts § 46, as follows:

(1) One who by extreme and outrageous conduct intentionally or recklessly causes severe emotional distress to another is subject to liability for such emotional distress, and if bodily harm to the other results from it, for such bodily harm.

(2) Where such conduct is directed at a third person, the actor is subject to liability if he intentionally or recklessly causes severe emotional distress

(a) to a member of such person’s immediate family who is present at the time, whether or not such distress results in bodily harm, or

(b) to any other person who is present at the time, if such distress results in bodily harm.”

Contreras v. Crown Zellerbach Corp.*, 88 Wn.2d 735, 745, n. 1, 565 P.2d 1173 (Wash. 1977) (emphasis added).

The Tort of Outrage and Racially Discriminatory Action

RACIALLY DISCRIMINATORY ACTION & THE TORT OF OUTRAGE

Racially discriminatory action can form the basis for a claim of outrage. According to the Washington State Supreme Court:

In Browning v. Slenderella Systems, 54 Wash.2d 440, 341 P.2d 859 (1959), we held recovery could be premised upon tort liability for emotional distress, unaccompanied by any physical injury where the victim was injured by racially discriminatory action.

Id.* at 739, 565 P.2d 1173 (emphasis added). Within the context of employment discrimination, positions of authority are significant when evaluating associated claims based on the tort of outrage.

Positions of authority

“When one in a position of authority, actual or apparent, over another has allegedly made racial slurs and jokes and comments, this abusive conduct gives added impetus to the claim of outrageous behavior.” Contreras*, 88 Wn.2d at 741, 565 P.2d 1173 (citing Restatement (Second) of Torts § 46 comment e). Thus, “[t]he relationship between the parties is a significant factor in determining whether liability should be imposed.” Id. (internal citations omitted).

CONCLUSION

In conclusion, I believe racially discriminatory actions in employment can form the basis for the tort of outrage. The tort of outrage, or intentional infliction of emotional distress, is a crucial legal framework for addressing severe emotional harm caused by extreme and outrageous conduct. Defined under the Restatement (Second) of Torts § 46, this tort highlights the accountability of individuals whose actions lead to significant emotional distress, even in the absence of physical injury.

Notably, racially discriminatory actions can serve as a foundation for such claims, as established by Washington case law. Furthermore, the dynamics of authority between the parties play a vital role in evaluating these claims, emphasizing that abusive behavior from those in positions of power can significantly exacerbate the impact of the distress. Depending on the circumstances of each case, understanding these elements may be useful for adequately addressing the complexities of emotional distress claims in civil law.

Learn More

If you would like to learn more, then consider contacting an experienced attorney to discuss your case. This article is not offered as legal advice and will not establish an attorney-client relationship with Law Office of Gregory A. Williams, or the author of this article; please refer to our Disclaimer | Terms of Use | Privacy Policy for more information.

September 3, 2026September 10, 2026

Law & Logic: Complex Question (False Dilemma)

In logic, what does the term Complex Question (False Dilemma) mean, and how does it apply to employment-law trial lawyers handling workplace disputes? Here’s my point of view.

Advertisement

Complex Questions and False Dilemmas in Employment Discrimination Litigation

Employment discrimination cases often turn on a basic question: Why did the employer make the challenged employment decision?

The answer is rarely as simple as the parties’ competing arguments suggest. Two related logical errors—the complex question and the false dilemma—can cause a disputed issue to appear more settled than the evidence actually establishes.

What Is a Complex Question?

A complex question, also known as a loaded question, incorporates an assumption that has not been established.

For example:

“Have you stopped violating the company’s policy?”

The question assumes that the person previously violated the policy. A witness who disputes that premise should not have to accept it simply to answer the question.

In litigation, the same problem can arise when an attorney’s question assumes a disputed fact concerning an employee’s conduct, the employer’s motive, or the circumstances surrounding an adverse employment action.

What Is a False Dilemma?

A false dilemma, or false dichotomy, occurs when an argument presents two alternatives as though they are the only possible explanations.

For example:

“The employee was either terminated for poor performance or because of discrimination.”

That may be an artificial choice. Depending on the evidence and applicable law, an employment decision may involve multiple considerations, and the parties may dispute which considerations actually influenced the decision.

The factfinder‘s task is not necessarily to choose between the two explanations offered by counsel. It is to evaluate the evidence under the governing legal standard.

video Example: Complex Question (False Dilemma)

Application to Employment Discrimination Litigation

These problems frequently arise when an employer asserts a legitimate, nondiscriminatory reason* for an employment action and the employee argues that the explanation is pretextual* or that discrimination also influenced the decision.

Suppose an employer claims an employee was terminated for performance problems. The employee presents evidence of inconsistent explanations, unequal treatment of comparable employees, departures from established procedures, or statements suggesting discriminatory bias.

An argument that effectively says “there was a performance concern, therefore there was no discrimination” may create a false dilemma. Conversely, an argument that “the employer’s explanation was inconsistent, therefore discrimination is proven” may also oversimplify the analysis.

The appropriate inquiry is what the evidence, considered as a whole, establishes under the applicable law.

Implications for Cross-Examination

Cross-examination depends on leading questions, but leading questions should not be confused with questions that improperly assume the disputed conclusion.

Instead of asking:

“Poor performance was the reason for the termination, correct?”

counsel can establish the underlying facts:

- - What performance concerns existed?
  - When were they documented?
  - How were similarly situated employees treated?
  - What explanation was given when the decision was made?
  - Did that explanation later change?
  - Who participated in the decision?

Breaking the issue into factual components can expose weaknesses in testimony without requiring the witness to accept counsel’s premise.

A Tool for Both Sides

Plaintiff‘s attorneys can use these concepts to challenge attempts to portray discrimination claims as requiring a direct admission of bias.

Defense attorneys can use them to challenge attempts to convert ordinary management disagreements, inconsistent decisions, or questionable business judgments into automatic proof of discrimination.

For both sides, the objective is the same: separate disputed facts from assumptions and avoid artificial either-or arguments.

Conclusion

Employment discrimination litigation often involves competing explanations for the same decision, but the law does not require a case to fit neatly into an either-or narrative. The strength of an attorney’s analysis depends in part on recognizing when a question or argument has quietly assumed a disputed fact or narrowed the available explanations without evidentiary justification.

For trial counsel, identifying a complex question or false dilemma is more than an exercise in logic. It can affect how discovery is conducted, how depositions are structured, how witnesses are examined, and how the evidence is ultimately presented to the jury or other factfinder. Counsel who separates assumptions from established facts can expose gaps in an opponent’s theory while avoiding the same analytical traps on their own side.

Ultimately, these concepts encourage a disciplined approach to employment cases: identify the actual factual disputes, test each proposed explanation against the evidence, and resist conclusions that depend on an unsupported premise or an artificial choice. That approach allows the factfinder to evaluate the employer’s decision and the surrounding evidence on their merits rather than through a framework imposed by the parties’ rhetoric.