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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
according to the data given
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "according to the data given" is correct and usable in written English.
It can be used when referencing specific information or statistics that have been provided in a particular context. Example: "According to the data given, our sales have increased by 20% over the last quarter."
✓ Grammatically correct
Science
News & Media
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
2 human-written examples
According to the data given in Fig. 8, the lowest bacterial removing ability was exhibited by neat GAC.
Science
According to the data given in [15,17], the strength of the infinite chain is 9.30 to 11.70 and 12.16 nN, respectively (Figure 4). Figure 4 The effect of the number of atoms in carbyne on its strength, F c, and elasticity, k Y (Y).
Science
Human-verified similar examples from authoritative sources
Similar Expressions
58 human-written examples
But they have seen spots critical of Mr. Bush from the outside groups 46 times, according to the data, giving Democrats a combined advertising advantage.
News & Media
To obtain this expression data, and according to the information given by GEO, 100 ng of Cy3 labelled RNA were hybridized to Human miRNA V2 Microarray 8 × 15K (G4470B, Agilent Technologies) according to manufacturer's instructions (miRNA Microarray System Protocol, Agilent Technologies).
Science
According to the data and given enough time for the dust to settle, the move might be a smart way to boost messaging usage and acclimate users to Facebook's burgeoning standalone app family that also includes Paper and Slingshot.
News & Media
A real populist in the Warren could give the party a huge boost, according to the data.
News & Media
The payments to individuals, according to the data, were huge.
News & Media
BMD (g/cm) was assessed at the lumbar spine (L1-L4); the results were expressed as Z score for age, sex and ethnicity according to the reference data given by the Hologic software.
Science
This model calculates and visualises the FASOs using a fuzzy inference engine and represents the space as distributed possibilities of presence according to the given data.
Science
With regard to the aforementioned case study, the three former capacity profiles being applicable to all of the locations were split up (according to the given data from the case study) into nine capacity levels for the plant locations and seven capacity levels for the warehouse locations.
Science
With this method, the effective number of predictors is cut down according to the given data and predictor explanation ratio, and thus it performs better especially with small training sets.
Expert writing Tips
Best practice
When using "according to the data given", ensure that the data source is clearly identified and accessible to the reader for verification.
Common error
Avoid using "according to the data given" without specifying where the data comes from or providing context. Always cite your sources or clarify what dataset you are referring to.
Source & Trust
89%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "according to the data given" functions as an attributive prepositional phrase. It introduces information or conclusions that are derived from a specific dataset, providing a basis for the subsequent statement. It indicates that the information is not the writer's opinion but is grounded in empirical evidence, as supported by Ludwig AI.
Frequent in
Science
66%
News & Media
33%
Formal & Business
0%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, the phrase "according to the data given" is a grammatically correct and functional prepositional phrase used to attribute information to a specific dataset. Ludwig AI indicates that while straightforward, it necessitates clear source referencing for credibility. The phrase finds its primary use in scientific and news contexts, aiming to lend objectivity to claims. While it's infrequent, best practice involves always clarifying what data is being cited to prevent vagueness. Related alternatives include "based on the provided data" or "in light of the data presented".
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
based on the provided data
Emphasizes the foundation of the statement being the dataset provided.
as per the data provided
Similar to "based on", indicating adherence to the given data.
in light of the data presented
Highlights the consideration of the data in forming a conclusion.
considering the data available
Implies a more thoughtful evaluation of the data.
from the data available
Directly indicates the source of information as the available data.
drawing from the data
Suggests an active extraction of information from the data.
as indicated by the data
Points out the data as the indicator of a certain conclusion.
the data suggests that
Shifts the focus to what the data implies rather than a definitive statement.
the data reveals that
Highlights the revealing aspect of the data.
data indicates
Simplifies the phrase to a more direct indication from the data.
FAQs
How can I use "according to the data given" in a sentence?
You can use "according to the data given" to introduce information derived from a specific dataset. For example, "According to the data given, sales increased by 15% last quarter."
What phrases are similar to "according to the data given"?
Similar phrases include "based on the provided data", "as per the data provided", or "in light of the data presented".
Is it necessary to specify the source after using "according to the data given"?
Yes, it is best practice to specify the source of the data to ensure transparency and allow readers to verify the information. For example, "According to the data given in the annual report..."
What's the difference between "according to the data given" and "the data suggests that"?
"According to the data given" is a more direct statement attributing information to a dataset. "The data suggests that" /s/the+data+suggests+that implies an interpretation or inference based on the data.
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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
89%
Authority and reliability
4.1/5
Expert rating
Real-world application tested