Used and loved by millions
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 relates to
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "the data relates to" is correct and usable in written English.
You can use it when discussing the connection or relevance of data to a specific topic or subject matter. Example: "The data relates to the impact of climate change on agricultural productivity."
✓ Grammatically correct
Science
News & Media
Alternative expressions(4)
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
8 human-written examples
There is dispute about the specific effects of academy status on performance, but almost all of the data relates to the small number of academies set up under the last government.
News & Media
Most of the data relates to the central question of the role water might have played in the planet's past, and a new paper in Science, describing Opportunity's exploration of Victoria Crater in Meridiani Planum, a plain near the equator, is no exception.
News & Media
Critics of proposals for the new investigatory powers bill – unveiled in the Queen's speech – say there is already too much information gathered on the activities of citizens and insufficient transparency about whose information is accessed, what kinds of cases the data relates to and how each request is approved.
News & Media
These repositories are encoded to convey the dataset, object, year, month and day the data relates to.
Science
It was observed that no adsorption took place inside the test chamber as both the inlet and outlet sensors gave the data relates to 1% CO2 (Fig. 9).
Science
It is all about common formats for incorporation and amalgamation of data drawn from miscellaneous sources and how the data relates to real world objects.
Human-verified similar examples from authoritative sources
Similar Expressions
52 human-written examples
He argued that understanding every part of the data relating to an organisation allows them to make significant efficiency changes.
News & Media
She knew that in order to change it she'd have to change all the data relating to her in the computer system.
News & Media
But most of the data related to military uniforms have shown a protective effect that can be enhanced with judicious use of repellent on exposed skin.
News & Media
He said that the data related to the US, where WPP spends $40bn annually buying ad space, but that it was probably indicative that most of the world was "going the same way".
News & Media
The ability to access and analyse in real time, either via a laptop or mobile phone, all the data relating to topography, transport systems and emergency services - geospatial interoperability - could make the difference between life and death.
News & Media
Expert writing Tips
Best practice
When using "the data relates to", ensure that the relationship between the data and the subject is clear and direct. Avoid vague connections that could confuse the reader.
Common error
Avoid embedding "the data relates to" within overly complex sentences. Break down long sentences to improve clarity and readability, making the connection between the data and its subject more immediate and understandable.
Source & Trust
88%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "the data relates to" functions as a connector, establishing a direct relationship between information and a specific subject or context. It serves to highlight the relevance or connection of the data, as confirmed by Ludwig's examples.
Frequent in
Science
42%
News & Media
33%
Formal & Business
0%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, the phrase "the data relates to" is a grammatically correct and usable expression for indicating a connection between data and a specific subject. Ludwig identifies it as a phrase suitable for establishing relevance. While Ludwig's examples show it commonly appears in scientific and news contexts, its neutral register makes it versatile for various writing styles. For clarity, it's best used in straightforward sentences. Alternatives like "the data pertains to" offer similar meanings with slight variations in formality.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
the data pertains to
Replaces "relates" with "pertains", emphasizing a direct relevance or connection.
the data concerns
Uses "concerns" to highlight the subject that the data is about.
the data is relevant to
Emphasizes the relevance of the data to a particular topic.
the data is connected to
Highlights the interconnectedness between the data and a specific area.
the data applies to
Indicates that the data has a direct application or bearing on something.
the data refers to
Uses "refers" to show that the data makes reference to a particular subject.
the data is associated with
Shows a correlation or link between the data and a specific element.
the data bears on
Indicates that the data has an influence or impact on a topic.
the data ties in with
Suggests that the data is integrated or linked with a specific context.
the data is applicable to
Highlights that the data can be correctly used in connection with something.
FAQs
What does "the data relates to" mean?
The phrase "the data relates to" signifies that the information or figures are connected, relevant, or applicable to a particular subject, topic, or situation. It indicates a direct association or bearing.
How can I use "the data relates to" in a sentence?
Use "the data relates to" to establish a clear connection between a set of information and a specific subject. For example: "The data relates to the impact of climate change on agricultural yields."
What are some alternatives to "the data relates to"?
You can use alternatives like "the data pertains to", "the data concerns", or "the data is relevant to" depending on the specific context.
Is it more formal to say "the data pertains to" instead of "the data relates to"?
While both phrases are acceptable, "the data pertains to" might be perceived as slightly more formal than "the data relates to". The choice depends on the overall tone and style of your 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
88%
Authority and reliability
4.1/5
Expert rating
Real-world application tested