T-tests revealed
Research methodology and reporting expression
Use this phrase to introduce evidence-based findings when comparing two specific groups or conditions formally.
In 15 Seconds
- Used to report statistical findings between two groups.
- Commonly found in academic papers and business reports.
- Signals that your conclusion is based on mathematical evidence.
Meaning
This phrase is used to announce the results of a specific mathematical test that compares two groups. It is the standard way to say 'we crunched the numbers and found a difference.'
Key Examples
3 of 6Presenting a marketing report
T-tests revealed that the new ad campaign significantly increased click-through rates.
T-tests revealed that the new ad campaign significantly increased click-through rates.
Writing a university psychology paper
T-tests revealed that students who slept eight hours performed better on the exam.
T-tests revealed that students who slept eight hours performed better on the exam.
Explaining a medical study to a colleague
T-tests revealed no significant difference between the two medication dosages.
T-tests revealed no significant difference between the two medication dosages.
Cultural Background
The t-test was famously invented by a chemist at Guinness Brewery under the pseudonym 'Student.' This gives the phrase a surprising connection to the history of industrial quality control and beer production. Today, it is the most common phrase found in the 'Results' section of psychological and social science papers worldwide.
The 'That' Rule
Always follow the phrase with 'that' to make your sentence flow perfectly. It sounds much more natural to native ears.
Don't Overuse It
If you have five different findings, don't start every sentence with this phrase. Mix it up with 'Analysis showed' or 'Data indicated'.
In 15 Seconds
- Used to report statistical findings between two groups.
- Commonly found in academic papers and business reports.
- Signals that your conclusion is based on mathematical evidence.
What It Means
T-tests revealed is a powerful opening line for sharing data. It tells your audience that you didn't just guess. You used a statistical tool called a t-test to compare two things. Usually, you are looking for a 'significant' difference. If you say this, you are claiming your findings are backed by math. It is like saying, 'The numbers have spoken, and here is what they said.'
How To Use It
You use this phrase at the start of a sentence. It is almost always followed by the word that. For example: T-tests revealed that group A was faster than group B. You can also add adjectives to sound more precise. Try Independent t-tests revealed or Paired t-tests revealed. It acts as a bridge between your hard work and your final conclusion. Don't use it for feelings; use it for measurable facts.
When To Use It
This is your best friend in academic writing. Use it in lab reports, thesis papers, or business analytics presentations. If you are presenting a quarterly review to your boss, this phrase makes you look like a pro. It shows you understand methodology. You can also use it in a meeting when someone asks, 'How do we know this works?' It provides instant credibility. It is the language of evidence.
When NOT To Use It
Never use this at a casual dinner party unless you want to be the most boring person there. Avoid it when talking about personal preferences. You wouldn't say, T-tests revealed that I like pizza more than pasta. That sounds like a robot trying to be human. Also, don't use it if you didn't actually run a t-test. If you just looked at a chart, say The data suggests instead. Using it incorrectly makes you look unscientific.
Cultural Background
This phrase comes from the world of 'Frequentist Statistics.' It was popularized in the early 20th century. A man named William Sealy Gosset actually developed the t-test while working for the Guinness brewery! He needed a way to monitor the quality of stout. So, every time you use this phrase, you are technically using a tool designed for beer. It has since become the 'gold standard' for basic research reporting in the West.
Common Variations
The t-test results indicated that...(slightly more wordy)Results from the t-test showed...(a bit more direct)A t-test was conducted, revealing...(very formal and passive)Our analysis revealed...(broader and less specific)
Usage Notes
This is a high-level academic and professional expression. It requires a formal register and is almost exclusively used in written reports or structured presentations.
The 'That' Rule
Always follow the phrase with 'that' to make your sentence flow perfectly. It sounds much more natural to native ears.
Don't Overuse It
If you have five different findings, don't start every sentence with this phrase. Mix it up with 'Analysis showed' or 'Data indicated'.
The Beer Secret
Impress your colleagues by mentioning that the t-test was invented at Guinness. It's a great 'ice-breaker' for a dry presentation.
Examples
6T-tests revealed that the new ad campaign significantly increased click-through rates.
T-tests revealed that the new ad campaign significantly increased click-through rates.
Shows a clear comparison between the old and new campaigns.
T-tests revealed that students who slept eight hours performed better on the exam.
T-tests revealed that students who slept eight hours performed better on the exam.
Standard academic reporting of a study's results.
T-tests revealed no significant difference between the two medication dosages.
T-tests revealed no significant difference between the two medication dosages.
Used to show that two things are actually the same.
I'm pretty sure t-tests revealed that you spend 90% of your time gaming.
I'm pretty sure t-tests revealed that you spend 90% of your time gaming.
Using hyper-formal language for a joke about a friend's habits.
Good news! T-tests revealed our hypothesis was actually right.
Good news! T-tests revealed our hypothesis was actually right.
A mix of casual excitement and formal terminology.
Unfortunately, t-tests revealed that our new strategy had zero impact on sales.
Unfortunately, t-tests revealed that our new strategy had zero impact on sales.
Using data to break bad news objectively.
Test Yourself
Choose the correct word to complete the formal reporting sentence.
Independent ___ revealed a significant correlation between exercise and mood.
The plural 't-tests' is the standard noun used in this reporting phrase.
Complete the sentence with the most natural following word.
T-tests revealed ___ the experimental group outperformed the control group.
The conjunction 'that' almost always follows 'revealed' when introducing a finding.
🎉 Score: /2
Visual Learning Aids
Formality of 'T-tests revealed'
Talking to friends about dinner.
I think...
Explaining a simple observation.
The numbers show...
Reporting scientific data.
T-tests revealed...
Where to use 'T-tests revealed'
Science Lab
Reporting chemical reactions.
Business Boardroom
Comparing sales quarters.
Academic Journal
Publishing a new study.
Data Analytics
Explaining user behavior.
Frequently Asked Questions
10 questionsTechnically, no. T-tests are for comparing two groups. If you have three or more, you should say ANOVA revealed instead.
Only if you are being funny or sarcastic. In a normal chat, it sounds way too stiff and robotic.
Yes, always capitalize the 'T' in T-test. It refers to the specific distribution used in the math.
Usually, you use the past tense revealed because you are reporting on a test you have already finished.
Yes, T-tests show is slightly less formal but perfectly acceptable in a presentation or meeting.
Yes! In science, we rarely 'prove' things. Revealed or indicated is much safer and more professional.
Absolutely. It is a universal term used in English-speaking academia and business globally.
You still use the phrase! You would say, T-tests revealed no significant difference between the groups.
Use the plural T-tests if you ran multiple tests for different variables. Use singular if you only ran one.
Yes, if you are sending a formal report or data summary to a client or manager.
Related Phrases
Statistically significant
A result that is unlikely to have occurred by chance.
The data suggests
A softer way to introduce findings without being 100% certain.
Empirical evidence
Information acquired by observation or experimentation.
Control group
The group in an experiment that does not receive the treatment.
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