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 quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

MitStanfordHarvardAustralian Nationa UniversityNanyangOxford

according to

Grammar usage guide and real-world examples

USAGE 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

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

But according to whom?

News & Media

The New York Times

According to ABC, "G.M.A".

News & Media

The New York Times

According to the L.S.E.

News & Media

The New York Times

According to Mr.

News & Media

The New York Times

According to a G.A.O.

News & Media

The New York Times

According to the W.H.O.

News & Media

The New York Times

According to an F.B.I.

News & Media

The New York Times

According to P.S.G.

News & Media

The New York Times

According to these B.G.F.

News & Media

The New Yorker

According to an N.Y.U.

News & Media

The New York Times

According to whom?

News & Media

The Economist
Show more...

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.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

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.

Expression frequency: Very common

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.

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.

ChatGPT power + Grammarly precisionChatGPT power + Grammarly precision
ChatGPT + Grammarly

Editing plus AI, all in one place.

Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.

Source & Trust

83%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: