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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
according to this data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "according to this data" is correct and usable in written English.
It can be used when referencing information or conclusions drawn from specific data or research findings. Example: "According to this data, the sales have increased by 20% over the last quarter."
✓ Grammatically correct
News & Media
Science
Formal & Business
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
49 human-written examples
The value of recycled waste is generally higher than then cost of collection, according to this data from WRAP, supplied to me by Zero Waste England (ZWE).
News & Media
"New smaller school sixth forms do not look like an efficient investment according to this data, particularly at a time when public spending is so constrained," says Doel.
News & Media
According to this data, during the next two and a half months emergency medical personnel responded to a hundred and forty-five overdoses, eighteen of which were fatal.
News & Media
In New York, the addition of more than 30 miles of protected bike lanes since 2007 has actually sped up motor traffic on some stretches, according to this data analysis.
News & Media
"According to this data, Russia should have received 10 points from Azerbaijan.
News & Media
According to this data, the values for all the variables were computed.
Human-verified similar examples from authoritative sources
Similar Expressions
11 human-written examples
According to this model, data collection and data analysis activities constitute a continuous, interactive process that is complete upon achievement of data saturation.
Science
According to this elevation data, we assumed the elevation data in 2008 similar to 2005 is caused by a short difference period of measurement.
Science
According to this method, data should be divided into three groups of training, testing and validation.
According to this approach, data are collected from remote sources to one central host, thus rising network load and communication cost.
According to this transcriptomic data, effective root elongation and enlargement performance of 110R were suggested to depend on three transcriptomic regulations.
Expert writing Tips
Best practice
When using "according to this data", ensure the data source is clearly identified and reliable to maintain credibility.
Common error
Avoid assuming causation solely based on correlation shown in the data. "According to this data" only introduces factual, data-derived information, not necessarily explanations.
Source & Trust
82%
Authority and reliability
4.6/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "according to this data" functions as an attribution marker, indicating that the information presented is sourced directly from a specific dataset. It sets the basis for claims and findings, ensuring the reader understands that the information is empirically supported. Ludwig AI confirms this usage through numerous examples.
Frequent in
Science
34%
News & Media
54%
Formal & Business
6%
Less common in
Encyclopedias
0%
Wiki
0%
Social Media
0%
Ludwig's WRAP-UP
In summary, "according to this data" is a grammatically sound and frequently used phrase to introduce information derived from specific datasets. Ludwig AI indicates that it's suitable for neutral, professional, and academic contexts, primarily serving to support claims and enhance credibility. When using this phrase, remember to cite your data sources clearly and avoid misinterpreting correlation as causation. Consider alternatives like "based on this data" or "this data suggests" for stylistic variation.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
based on this data
Directly indicates reliance on the specified data.
as per this data
More formal, implying adherence to the data.
this data suggests
Emphasizes the data's implication or indication.
the data indicates
Highlights the data as the active indicator.
from this data, we can infer
Focuses on the inference drawn from the data.
this data reveals
Suggests the data uncovers something.
in light of this data
Positions the data as context for a statement.
given this data
Presents the data as a given condition.
this data implies
Highlights what the data implies without explicitly stating it.
the data shows
Directly states what the data demonstrates.
FAQs
How do I properly cite data when using "according to this data"?
Always provide a clear and specific reference to the source of the data. This could be a study, report, or dataset, depending on the context. For example, you might say, "According to this data from a 2023 study by the National Institute of Health,", followed by the specific finding.
What are some alternatives to starting a sentence with "according to this data"?
You can use alternatives like "based on this data", "this data suggests", or "the data indicates" to vary your writing and maintain reader engagement.
Is it redundant to say "according to this data analysis"?
While not strictly redundant, it's often unnecessary. "According to this data" already implies some form of analysis or interpretation. However, specifying "according to this data analysis" can be useful if you want to emphasize the analytical process involved.
Can "according to this data" be used to introduce opinions?
No, "according to this data" should only be used to introduce factual information or conclusions directly derived from the data. Opinions should be presented separately and clearly identified as such.
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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
4.6/5
Expert rating
Real-world application tested