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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
Grammar usage guide and real-world examplesUSAGE SUMMARY
"according to" is correct and usable in written English.
You can use it when you are introducing someone's opinion, an idea, or a source of information. For example: "According to a recent survey, 86% of people would recommend this product to their friends."
✓ Grammatically correct
News & Media
Science
Wiki
Formal & Business
Alternative expressions(20)
in accordance with
as stated by
based on
as reported by
the source indicates
derived from
drawing from
attributable to
with reference to
is equivalent to
in the wishes of
rapidly thereafter
for the immediate future
Very soon
somewhere later
one week before
at the early time
in the next weeks
during the previous years
it is important to remember
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
But according to whom?
News & Media
According to ABC, "G.M.A".
News & Media
According to the L.S.E.
News & Media
According to Mr.
News & Media
According to a G.A.O.
News & Media
According to the W.H.O.
News & Media
According to an F.B.I.
News & Media
According to P.S.G.
News & Media
According to these B.G.F.
News & Media
According to an N.Y.U.
News & Media
According to whom?
News & Media
Expert writing Tips
Best practice
Ensure the source you are citing is reliable and relevant to your topic.
Common error
Avoid using "according to" loosely. Always verify that the source actually supports the claim you are making.
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The primary grammatical function of "according to" is to act as a prepositional phrase introducing a source of information or opinion. As Ludwig AI confirms, it is used to attribute statements, data, or ideas to a specific origin. Examples show it preceding names, organizations, or documents.
Frequent in
News & Media
40%
Science
25%
Wiki
15%
Less common in
Formal & Business
10%
Encyclopedias
5%
Reference
5%
Ludwig's WRAP-UP
In summary, the phrase "according to" is a versatile and grammatically sound prepositional phrase used to attribute information to a source. Ludwig AI confirms its correctness and widespread usability. It is most frequently encountered in News & Media and Science, offering a neutral tone suitable for various contexts. To enhance your writing, remember to always cite your sources accurately and avoid misattributing information. Alternatives like "based on" and "as stated by" can provide subtle variations in meaning and emphasis. By following these guidelines, you can effectively use "according to" to add credibility and clarity to your writing.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
as stated by
Highlights the act of stating or declaring something.
as reported by
Emphasizes the act of reporting information, typically in news or research contexts.
based on
Focuses on the foundation of the information, rather than the source itself.
the source indicates
This phrase places more emphasis on the source as an active agent of communication.
in accordance with
Implies a stricter adherence to a set of rules or guidelines.
derived from
Suggests that the information is extracted or developed from a specific source.
drawing from
Similar to 'derived from', but can imply a more creative or interpretive use of the source material.
attributable to
Indicates the origin or cause of something, often used in formal writing.
with reference to
This is a formal and academic way of indicating that you are using information from a particular source.
if we believe
This alternative is less direct and introduces a degree of uncertainty or personal belief.
FAQs
How can I use "according to" in a sentence?
Use "according to" to introduce information or opinions that come from a specific source. For example, "According to the report, sales have increased."
What's a more formal alternative to "according to"?
For more formal writing, consider using phrases like "in accordance with" or "as stated by".
Is it necessary to always name the source after "according to"?
Yes, it is best practice to clearly identify the source you are citing. If the source is implied but not explicitly stated, it can lead to confusion or a lack of credibility.
How does "according to" differ from "based on"?
"According to" attributes information to a specific source, while "based on" indicates the foundation or evidence upon which something is formed. "Based on the data, we can conclude..." focuses on the information itself, whereas "According to the analyst, we can conclude..." highlights the source of the information.
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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
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested