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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
the data shows that
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "the data shows that" is correct and usable in written English.
It can be used when presenting findings or conclusions based on data analysis or research results. Example: "The data shows that there is a significant increase in sales during the holiday season."
✓ Grammatically correct
News & Media
Science
Formal & Business
Alternative expressions(20)
the evidence suggests that
the analysis indicates that
the findings reveal that
the results suggest that
the figures indicate that
the study demonstrates that
research indicates that
the facts suggest that
the data indicates that
the data reveals that
my findings indicate
the data demonstrate that
here are my discoveries
here are my recommendations
the analysis revealed
here are my suggestions
the data demonstrates that
after careful examination
the results indicate that
i discovered that
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
57 human-written examples
And as the data shows, that price is even higher for women than it is for men.
News & Media
The data shows that".
News & Media
And the data shows that this is not an aberration.
News & Media
"We think the data shows that most of the people severely affected have underlying conditions".
News & Media
"The data shows that the freedoms have been implemented successfully, and are working as intended.
News & Media
The data shows that the number of higher education students in the UK continues to rise.
News & Media
The data shows that the health and social consequences of inequality envelop whole societies.
News & Media
But right now, the data shows that black folks are more vulnerable to these kinds of incidents".
News & Media
The data shows that 65% of men are now overweight or obese, compared with 58% in 1993.
News & Media
The data shows that income tax receipts in January came in at £2.38bn – up by 17.8% on the year before.
News & Media
On the other hand, the data shows that students who repeat grades eventually become discouraged and stop trying.
News & Media
Expert writing Tips
Best practice
Avoid overstating the conclusions drawn from the data. Use qualifiers like 'suggests' or 'indicates' if the evidence is not conclusive.
Common error
A common mistake is to make broad generalizations based on a small or unrepresentative data set. Always acknowledge the limitations of your data and avoid sweeping claims that the data cannot support.
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "the data shows that" functions as a declarative statement introducing a conclusion or finding derived from data analysis. This phrase signals that the subsequent statement is supported by factual evidence, as supported by Ludwig's examples.
Frequent in
News & Media
57%
Science
29%
Formal & Business
5%
Less common in
Wiki
1%
Encyclopedias
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "the data shows that" is a versatile phrase used to introduce conclusions based on empirical evidence. According to Ludwig, it's grammatically correct and frequently employed across various contexts, especially in news, scientific, and formal business communications. While highly common, using this phrase effectively requires credible data sources and careful avoidance of overgeneralization. Alternatives such as "the evidence suggests that" or "the analysis indicates that" can provide nuanced variations in meaning. This phrase's high frequency and broad applicability make it a valuable tool for writers seeking to strengthen their arguments with factual support.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
the evidence suggests that
Replaces "data" with "evidence", implying a broader range of supporting information rather than specifically numerical data.
the analysis indicates that
Substitutes "shows" with "indicates", suggesting a more inferential conclusion drawn from the analysis.
the findings reveal that
Emphasizes the unveiling of new information through the research or analysis.
the results suggest that
Focuses specifically on the outcomes of a study or experiment, using "suggest" to convey a degree of certainty.
it is evident from the data that
Adds emphasis by stating the conclusion as self-evident based on the presented data.
the figures indicate that
Replaces "data" with "figures", specifically referring to numerical data or statistics.
the study demonstrates that
Highlights the role of a specific study in proving or showcasing a particular point.
research indicates that
Broader in scope than just data, encompassing research findings and insights.
the facts suggest that
Puts emphasis on factual information as basis of an opinion.
observations indicate that
Suggests that conclusions are based on direct observations, not necessarily formal data collection.
FAQs
How can I effectively use "the data shows that" in a sentence?
Use "the data shows that" to introduce a conclusion directly supported by empirical evidence. Follow it with a clear and concise statement of what the data reveals. For instance, "The data shows that there is a correlation between exercise and reduced stress levels."
What are some alternatives to using "the data shows that"?
Depending on the context, you can use alternatives such as "the evidence suggests that", "the analysis indicates that", or "the findings reveal that" to introduce a conclusion based on data.
Is it always necessary to cite the source when using "the data shows that"?
Yes, citing the source of the data is crucial for maintaining credibility and transparency. Always provide a citation or reference to the specific data source you are referring to when using the phrase "the data shows that".
What's the difference between saying "the data suggests that" and "the data shows that"?
"The data shows that" implies a more direct and conclusive relationship, whereas "the data suggests that" indicates a potential but not fully proven connection. The choice depends on the strength of the evidence.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested