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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
data provide
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "data provide" is not correct in standard written English.
It seems to be an incomplete expression and would typically need additional context or words to form a complete thought. Example: "The data provide insights into consumer behavior."
⚠ May contain grammatical issues
Science
News & Media
Formal & Business
Alternative expressions(3)
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
60 human-written examples
Survey data provide some information.
News & Media
Other data provide a similar picture.
News & Media
The data provide evidence to support both views.
News & Media
The data provide evidence to support both points of view.
News & Media
With apologies to the Harper's Index, the following data provide a historical snapshot.
News & Media
The new data provide insight into the ways that stars like the Sun end their lives.
News & Media
The new data provide a stark and deteriorating portrait of tire safety in Explorers.
News & Media
Ratings data provide evidence of the passion for the sport.
News & Media
The data provide reason for both encouragement and caution.
News & Media
The data provide some support for that claim.
Science & Research
Some data provide a positive trend, other a negative trend.
Science
Expert writing Tips
Best practice
Ensure the subject and verb agree in number. If "data" is treated as plural (common in scientific contexts), use "data provide". If treating it as singular, use "data provides".
Common error
Avoid mixing singular and plural forms of "data" in the same context. Choose one form (singular "data provides" or plural "data provide") and use it consistently throughout your writing.
Source & Trust
82%
Authority and reliability
3.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "data provide" functions as a subject and verb within a sentence, where "data" is intended as the subject and "provide" is the verb. However, Ludwig AI points out that the correctness depends on whether "data" is treated as singular or plural. Many examples in Ludwig use "data" as plural, especially in scientific contexts.
Frequent in
Science
53%
News & Media
32%
Formal & Business
3%
Less common in
Social Media
0%
Encyclopedias
0%
Reference
0%
Ludwig's WRAP-UP
The phrase "data provide" is frequently used, especially in scientific and news contexts, to indicate that data offers specific information or insights. Despite its common usage, it's grammatically disputed because the word "data" has both singular and plural forms. Ludwig AI notes its correctness depends on whether "data" is treated as plural. If you consider "data" as plural, "data provide" is acceptable; otherwise, "data provides" is the correct form. Alternative phrases like "data suggest" or "data indicates" may offer clearer grammatical alternatives. Always ensure consistency in your writing by choosing one form and sticking to it. Given the grammatical ambiguity, careful consideration of the context and audience is crucial.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
data offer
Replaces "provide" with a more direct synonym, focusing on the action of supplying information.
data supply
Similar to "data offer", emphasizing the provision of information.
data suggest
Focuses on the implication or indication derived from the data.
data indicate
Emphasizes the pointing or directing nature of the data's information.
data demonstrate
Highlights the data's ability to clearly show or prove something.
data reveal
Stresses the uncovering or disclosure of information by the data.
data show
A simpler and more direct way of saying that the data presents information.
data give
Uses a more basic verb to express the action of data providing information.
data contribute
Emphasizes the data's role in adding to a larger understanding.
data present
Focuses on the data formally introducing or displaying information.
FAQs
How can I use "data provide" correctly in a sentence?
Ensure that "data" is treated as a plural noun in your sentence. For example: "The "data provide" compelling evidence."
What's a more grammatically sound alternative to "data provide"?
Consider using "data provides" if you treat "data" as a singular noun, or use synonyms like "data suggests", "data indicates", or "data shows".
Is "data provide" or "data provides" more commonly used?
Both forms are used. However, ""data provide"" is used when treating "data" as plural, while "data provides" is used when treating "data" as singular. The choice depends on your preferred style.
In what contexts is it appropriate to use "data provide"?
"Data provide" is most appropriate in contexts where "data" is clearly intended to be plural, particularly in scientific or academic writing.
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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
82%
Authority and reliability
3.5/5
Expert rating
Real-world application tested