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Evidence Matters In Employment Claims – How To Get It

A good employee walks into work, does the job, announces a pregnancy—and suddenly things feel off. The employer controls the tools. The pay drops. The opportunity disappears. That feels like employment discrimination. But in employment law, feeling is not proof. Evidence is everything. And you know what they say about assumption. 

In Stidhum v. 161-10 Hillside Auto Ave., LLC, No. 25-490, 2026 U.S. App. LEXIS 7916 (2d Cir. Mar. 18, 2026), the United States Court of Appeals for the Second Circuit affirmed summary judgment against an employee alleging gender discriminationpregnancy discrimination, and wrongful termination. The employee claimed her employer interfered with her ability to earn commissions, failed to follow through on a promotion, and forced her to quit. The problem was the evidence. The Second Circuit Court of Appeals held that “no reasonable jury could infer discrimination based on this record,” because the employee could not show she was treated worse than other employees or produce concrete proof beyond her own assumptions. Assumptions are not facts. Assumptions are not evidence. Courts do not care what an employee assumes. They care about what the evidence shows. 

This case is not about whether the employee was wrong. It is about whether she could prove it. That is where most employment law cases are won or lost. 

Legal Takeaways

  • An employee must show the employer treated them worse than similarly situated employees to prove discrimination.  
  • Courts reject discrimination and wrongful termination claims based on speculation without concrete evidence.  
  • Employees do not need all evidence before filing because discovery allows them to obtain proof from the employer during the case.  

What Evidence Do I Need To Prove My Employer Treated Me Worse Than Other Employees? Why Your Feelings Are Not Enough

You need proof that your employer treated you worse than other employees in a similar position. Not a hunch. Not a belief. Not a feeling. Evidence. 

The rule is straightforward. To prove discrimination under employment law, an employee must show circumstances giving rise to an inference of discrimination. The United States Court of Appeals for the Second Circuit held that discrimination means “treating that individual worse than others who are similarly situated.” Stidhum v. 161-10 Hillside Auto Ave., LLC, No. 25-490, 2026 U.S. App. LEXIS 7916 (2d Cir. Mar. 18, 2026). 

Stidhum could not do that. She claimed her employer interfered with her ability to sell cars by delaying credit checks, reducing her commissions after announcing her pregnancy. That sounds like pregnancy discrimination. But when the case reached summary judgment, the question was simple: who was treated better? 

She had no answer. Worse yet, she had no evidence to prove that anyone was treated better. 

If you are claiming disparate treatment—that someone outside your protected class was treated better—you better have or be able to get evidence to back that up. Otherwise, it is an uphill battle on a hill covered with ice. 

Some employees focus on how they feel they were treated compared to others. The law, on the other hand, focuses on evidence—direct observations, statements, documents, and witnesses showing how the employer actually treated other employees. 

When asked to identify employees treated more favorably, she testified: “I can’t really say anybody was treated more favorably.” That admission ended the case. 

The employer said everyone experienced delays because only one manager could process credit checks. The record supported that. She was in the same position as everyone else. No unequal treatment. That ends a discrimination claim. 

The Second Circuit Court of Appeals held that “purely conclusory allegations of discrimination, absent any concrete particulars,” cannot defeat summary judgment. Stidhum, 2026 U.S. App. LEXIS 7916, at *6. 

Practical Tip: Identify a specific employee in a similar role who was treated better and document the difference with names, dates, and examples, because without a comparator, your attorney cannot prove discrimination. 

Best Gender Discrimination Lawyer Blogs on Point: 

What Evidence Can I Collect Myself To Support A Discrimination Or Wrongful Termination Claim? 

Start with what you saw, what you heard, and what was said directly to you. That is evidence. 

An employee does not need a “smoking gun” to prove discrimination. Employment law allows proof through direct observations, statements, and documents created in real time. The issue is recognizing what counts. 

In Stidhum, the employee claimed pregnancy discrimination because delays reduced her commissions. But she could not identify a single instance where another employee was treated better. No names. No examples. No details. 

Courts look for specifics. Who was helped first? What was said? When did it happen? 

In this case, Stidhum needed specifics and did not have them. She could have tracked how long her credit check requests were taking compared to others. She could have noted when she submitted a deal, when it was processed, and whether other employees’ deals moved faster. She could have asked a coworker how long their requests were taking and followed up with a confirming text or email—something as simple as, “Hey, just confirming your credit checks are getting processed right away?”—to lock in that observation. She could have documented each delay in real time and tied it to specific lost sales. None of that made it into the record. 

Your observations are the starting point. If you see another employee’s work handled faster, make a note of who that employee is and how long it took. That is how evidence is built. 

Documents matter. Texts, emails, pay records, and schedules show what actually happened. 

Employers will offer neutral explanations. In Stidhum, the employer said delays occurred because a manager was on vacation. That explanation held because there was no evidence to contradict it. 

Practical Tip: After any incident, write down what happened, who was involved, what was said, and who witnessed it, then preserve related messages so your attorney can turn your experience into admissible evidence. 

Best Pregnancy Discrimination Attorney Blogs on Point: 

How Can I Get Evidence From My Job To Support My Employment Discrimination Claims?

Discovery is the most important phase of a discrimination case because the most important evidence is usually in the employer’s control. Employees likely don’t even know what all of that evidence is. 

An employee is not required to have every piece of evidence before filing a discrimination or wrongful termination claim. Employment law allows employees to obtain that evidence through discovery. 

It is not clear what discovery tools, if any, were fully used in Stidhum. What is clear is that the record lacked proof that other employees were treated better. See Stidhum, 2026 U.S. App. LEXIS 7916, at *4–6. 

Interrogatories force the employer to identify other employees, their roles, and their performance. Requests for production obtain sales logs, pay data, System access records, and internal communications. Requests for admission lock in key facts or expose weak defenses. Subpoenas can obtain third-party records. Depositions force managers to explain decisions under oath. 

Each tool targets one issue: whether the employer treated this employee differently. 

In Stidhum, the employer’s explanation held because there was no evidence to contradict it. The Second Circuit Court of Appeals affirmed because the record did not show she was treated “less favorably” than anyone else. See id. at *5. 

That is the whole case. 

The employer said everyone was treated the same. There was nothing in the record to prove otherwise. So the employer won. 

Practical Tip: Work with an employment lawyer who knows how to use interrogatories, document requests, admissions, subpoenas, and depositions to obtain proof from the employer, because that is how discrimination and wrongful termination cases are actually won. 

Best Employment Discrimination Law Firm Blogs on Point: 

What Happens If I Leave My Job Because I Think Discrimination Is Happening But Have No Evidence?

You are taking a risk—and here, it failed. 

To prove constructive discharge, the conditions must be so bad that a reasonable employee would feel forced to quit. The Second Circuit Court of Appeals held they must be “so difficult or unpleasant that a reasonable person in the employee’s shoes would have felt compelled to resign.” Stidhum, 2026 U.S. App. LEXIS 7916, at *10. 

Stidhum quit based on what she believed would happen. She never confirmed she was denied the promotion. She was told to wait. She did not follow up. 

There was still no evidence she was treated worse than other employees. The Court found she was in the same position as everyone else. See id. 

That ends the claim. 

If you leave without proof, the employer says you chose to quit—and wins. 

Practical Tip: Before leaving, get answers in writing about promotions or pay changes, because those responses can be the evidence that proves discrimination. 

Best Wrongful Termination Attorney Blogs on Point: 

Which Employment Lawyer Should I Call If I Need Help Proving Workplace Discrimination Or Wrongful Termination?

If you are dealing with workplace discrimination, gender discrimination, or pregnancy discrimination, the issue is not just what happened. It is whether you can prove it. 

The best employment lawyer is not the one who just files a lawsuit—it is the one who knows how to prove it. 

Attorneys who do not regularly handle employment law cases do not know the right questions to ask, the documents to request, or the people to depose. If your lawyer misses the key evidence, the employer’s version stands. 

Spitz, The Employee’s Law Firm has handled these cases thousands of times. That experience reduces risk, identifies the evidence that matters, and increases the chances of a better recovery. Spitz offers a free consultation and a no-fee guarantee, so employees can get answers without upfront cost. If you believe your employer engaged in discrimination or wrongful termination, now is the time to speak with an employment lawyer who knows how to prove it. 

Frequently Asked Questions About Evidence In Employment Law Cases

What evidence does an employee need to prove workplace discrimination? 

An employee must show the employer treated them worse than other employees using observations, statements, documents, and witness testimony. 

Can an employee prove pregnancy discrimination without documents? 

Yes, but documents strengthen the case. Employees can use observations first and then obtain evidence from the employer through discovery. 

What is required to prove wrongful termination under employment law? 

An employee must show the employer’s decision was based on discrimination or another unlawful reason, supported by evidence—not assumptions. 

How does an employee prove gender discrimination at work? 

By showing that similarly situated employees of a different gender were treated better under similar conditions. 

Can an employee win a discrimination case if the employer controls the evidence? 

Yes. Employment law allows employees to use discovery tools to obtain records and testimony from the employer. 

Employment Lawyer Disclaimer 

This workplace discrimination and employee rights blog provides general information about employment law, including discrimination, gender discrimination, pregnancy discrimination, wrongful termination, and how an employee may prove a claim against an employer. It is not legal advice and should not be relied upon as such. Every situation is different, and you should consult with a qualified employment lawyer or attorney for advice specific to your circumstances. No promises are being made, and no attorney-client relationship is created. This blog is a legal advertisement.