In 15 Seconds
- Introduces facts based on data.
- Adds authority and credibility to claims.
- Used primarily in professional or academic contexts.
Meaning
This phrase is used to introduce a fact or conclusion that was discovered by looking at a lot of data and numbers. It tells people that your point isn't just an opinion, but is backed by evidence.
Key Examples
3 of 6In a quarterly business meeting
Statistical analysis shows that our new marketing campaign increased engagement by 15%.
Research methodology and reporting expression
Texting a friend about a shared habit
Statistical analysis shows that 100% of our 'quick' lunches turn into two-hour feasts.
Research methodology and reporting expression
Presenting a scientific paper
Statistical analysis shows a significant correlation between sleep and cognitive function.
Research methodology and reporting expression
Cultural Background
In American business culture, 'data-driven decision making' is a major buzzword. Using this phrase is often seen as a sign of competence and modern leadership. German professional culture places a very high value on 'Sachlichkeit' (objectivity). This phrase is essential for maintaining a professional, fact-based tone in meetings. While data is important, Japanese communication often values harmony (Wa). A speaker might use a softer version like 'According to the data' to avoid sounding too aggressive or confrontational. In the UK, this phrase is often used in public policy debates. However, it can sometimes be met with 'dry' humor or skepticism if the data seems to contradict common sense.
The 'That' Clause
Always include 'that' in formal writing (e.g., 'shows that...'). It makes the sentence structure clearer for the reader.
Don't Overuse It
If you use this phrase three times in one paragraph, you will sound like a robot. Mix it up with 'The data suggests' or 'The findings indicate.'
In 15 Seconds
- Introduces facts based on data.
- Adds authority and credibility to claims.
- Used primarily in professional or academic contexts.
What It Means
Think of this phrase as the bridge between a messy pile of numbers and a clear truth. It is the 'adult' way of saying 'I checked the math.' When you use statistical analysis shows, you are telling your audience that a rigorous process was followed. You didn't just wake up with a feeling. You looked for patterns. You calculated averages. You checked for errors. It turns a simple observation into an objective finding. It is like the grand reveal at the end of a mystery movie, but with spreadsheets.
How To Use It
You usually put this right at the start of a sentence. It acts as a powerful lead-in. For example, Statistical analysis shows that people who drink coffee are more productive. It sets a serious, authoritative tone immediately. You can also use it in the middle of a sentence to justify a decision. If your boss asks why you changed a strategy, you say, 'Well, our statistical analysis shows a shift in customer behavior.' It makes you sound prepared and professional. Just remember to actually have some data ready if someone asks to see it!
When To Use It
This is your 'big gun' for professional settings. Use it in business meetings to get your point across. Use it in academic writing to support your thesis. It is also great for news reports or presentations. Surprisingly, you can use it in casual debates too. If you are arguing with a friend about which movie is better, using this phrase (even as a joke) can end the argument. It adds a layer of 'unarguable' logic to whatever you say next. It is the ultimate tool for persuasion.
When NOT To Use It
Do not use this for personal feelings or subjective opinions. Saying Statistical analysis shows I am hungry sounds ridiculous unless you actually tracked your stomach growls on a graph. Avoid it when you are just guessing. If you use it and then provide a weak or fake fact, you will lose credibility fast. Also, try not to use it in very emotional or intimate conversations. Telling a partner Statistical analysis shows you are late 40% of the time might be true, but it won't help the mood. It can feel cold or robotic if overused.
Cultural Background
We live in the 'Information Age.' In Western culture, especially in the US and Europe, we have moved away from trusting 'gut feelings.' We now worship data. Companies like Google and Amazon built empires on this phrase. Being 'data-driven' is a huge compliment in the modern workplace. Using this phrase shows you belong to this modern, logical culture. It reflects a society that values objective proof over tradition or hierarchy. It is the language of the modern expert.
Common Variations
You might hear people say Data suggests or Research indicates. These are slightly softer versions. If you want to be even more intense, you could say The numbers prove. If you are talking about a specific study, you might say The findings show. Quantitative analysis reveals is another high-level version. Each one carries a slightly different weight, but statistical analysis shows remains the gold standard for sounding official.
Usage Notes
This is a high-register expression. It is most effective in written reports, formal presentations, and serious debates. Avoid using it in intimate or highly emotional settings unless you are being intentionally funny.
The 'That' Clause
Always include 'that' in formal writing (e.g., 'shows that...'). It makes the sentence structure clearer for the reader.
Don't Overuse It
If you use this phrase three times in one paragraph, you will sound like a robot. Mix it up with 'The data suggests' or 'The findings indicate.'
The 'Lies' Quote
Be aware of the famous quote: 'There are three kinds of lies: lies, damned lies, and statistics.' People might say this if they don't like your data!
Examples
6Statistical analysis shows that our new marketing campaign increased engagement by 15%.
Research methodology and reporting expression
Here, the phrase justifies the success of a project using hard numbers.
Statistical analysis shows that 100% of our 'quick' lunches turn into two-hour feasts.
Research methodology and reporting expression
Using a formal phrase for a silly observation creates a funny contrast.
Statistical analysis shows a significant correlation between sleep and cognitive function.
Research methodology and reporting expression
This is the standard academic use to report findings.
Statistical analysis shows that the team performs better when playing at home.
Research methodology and reporting expression
Common in modern sports talk where 'analytics' are king.
Statistical analysis shows we spend more on takeout than on our actual groceries.
Research methodology and reporting expression
Using data to make a serious point about household finances.
Statistical analysis shows a steady decline in unemployment over the last six months.
Research methodology and reporting expression
Used to provide an objective overview of a national trend.
Test Yourself
Complete the sentence with the correct form of the verb.
Statistical analysis _______ (show) that the new vaccine is 95% effective.
'Statistical analysis' is singular, so it takes the singular verb 'shows.'
Which sentence is the most appropriate for a formal business report?
Choose the best option:
This option uses the correct formal register and precise vocabulary.
Complete the dialogue between two scientists.
Scientist A: 'Do we have enough evidence to publish?' Scientist B: 'Yes, ________________ that the results are consistent.'
This is the grammatically correct and register-appropriate choice.
Match the phrase variation to the correct situation.
1. 'Statistical analysis shows...' 2. 'Stats show...' 3. 'The numbers don't lie...'
The length and complexity of the phrase usually correlate with its formality.
🎉 Score: /4
Visual Learning Aids
Practice Bank
4 exercisesStatistical analysis _______ (show) that the new vaccine is 95% effective.
'Statistical analysis' is singular, so it takes the singular verb 'shows.'
Choose the best option:
This option uses the correct formal register and precise vocabulary.
Scientist A: 'Do we have enough evidence to publish?' Scientist B: 'Yes, ________________ that the results are consistent.'
This is the grammatically correct and register-appropriate choice.
1. 'Statistical analysis shows...' 2. 'Stats show...' 3. 'The numbers don't lie...'
The length and complexity of the phrase usually correlate with its formality.
🎉 Score: /4
Frequently Asked Questions
5 questionsBoth are correct, but 'analysis' (singular) refers to one specific study, while 'analyses' (plural) refers to multiple studies.
It might sound too formal. Try 'The numbers show' or 'Looking at the data' instead.
Not exactly. 'Shows' is more common in science because it allows for the possibility that future data might change the result.
'Shows' is slightly stronger. 'Indicates' is often used when the evidence is not 100% certain.
Use 'The' if you are talking about one specific study you already mentioned. Use no article for the general concept.
Related Phrases
Data indicates that
similarA slightly softer way to introduce evidence.
Empirical evidence suggests
specialized formEvidence based on observation or experience.
Anecdotal evidence
contrastEvidence based on personal stories, not numbers.
A growing body of evidence shows
builds onMany different studies all point to the same conclusion.
