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 choice

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "according to choice" is not commonly used in written English and may sound awkward.
It could be used in contexts where you want to indicate that something is based on personal preference or selection. Example: "The menu offers a variety of dishes, allowing diners to choose their meal according to choice."

Science

News & Media

Formal & Business

Human-verified similar examples from authoritative sources

Similar Expressions

60 human-written examples

Costs were expressed as international dollars ($Int) at 2005 prices, discounted at 3% a year according to CHOICE standards.

Patients with RAS wild type tumours are randomised between bevacizumab and panitumumab in combination with a two-drug combination chemotherapy (5-fluorouracil plus either irinotecan, FOLFIRI, or oxaliplatin, FOLFOX, according to choice of the local investigator).

Science

BMC Cancer

Prices below, which do not include air fare, vary according to choice of hotel, seats, teams etc.

As the CFF was a not-for-profit organisation, ticket prices remained at a very reasonable sixpence (2½p) until 1971, leaving many children with sufficient money to buy ice cream to either consume or hurl on stage during the balloon-making demonstrations, according to choice.

The wall is bounded by exterior and interior nodes which, according to choice, are respectively, the ambient or the wall exterior surface, and the wall interior surface or the room index node.

Second, the solution to this crisis will be neither financial nor economic, either, but once again, according to choice, either spiritual, moral, or political.

News & Media

Huffington Post

The antimicrobial regimes were evaluated according to choice, combination, duration and dose of the antimicrobials.

The statistical analysis may take many forms, varying according to choice of modeling approach and inferential paradigm (Frequentist or Bayesian).

Students were allocated their specific rotations according to choice, thus we cannot differentiate how much difference between the subspecialties is due to a difference in intrinsic motivation for a certain subspecialty and how much is due to differences between the students.

> > -wrap-foot> > In this update, ChloroMitoSSRDB 2.00 provides the tabular view of the analyzed chloroplast and mitochondrial genomes, which are alphabetically sorted, and can be browsed according to choice of selected organelle (chloroplast, (http://www.mcr.org.in/chloromitossrdb/chloro_browse.php; mitochondrial, http://www.mcr.org.in/chloromitossrdb/mito_browse.php) genomes.

Wines, music and dance could be arranged according to choice.

Show more...

Expert writing Tips

Best practice

When writing, consider using more common and direct alternatives like "based on preference" or "according to preference" for clarity.

Common error

Avoid using "according to choice" in formal writing. While grammatically correct, it sounds less natural than alternatives and might confuse readers.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

60%

Authority and reliability

3.2/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "according to choice" functions as a prepositional phrase, typically modifying a verb or noun to indicate that an action or characteristic is determined by someone's selection. Ludwig AI notes it may sound awkward in some contexts.

Expression frequency: Missing

Frequent in

Science

0%

News & Media

0%

Formal & Business

0%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "according to choice" is a grammatically correct but uncommon phrase used to indicate that something is based on someone's selection or preference. Ludwig AI suggests the phrase is not commonly used and may sound awkward, recommending more direct alternatives such as "based on preference" or "according to preference". While acceptable, writers should be aware of its relative infrequency and potential for misinterpretation. More common phrasing will improve clarity and readability.

FAQs

What does "according to choice" mean?

The phrase "according to choice" means something is determined by or based on someone's selection or preference. It's not a very common phrase and alternatives might be clearer.

What can I say instead of "according to choice"?

You can use alternatives like "based on preference", "according to preference", or "as per selection" depending on the context.

Is "according to choice" grammatically correct?

Yes, "according to choice" is grammatically correct but it's not a frequently used phrase. More common alternatives are often preferred.

Which is better, "according to choice" or "based on preference"?

"Based on preference" is generally better because it's more concise and commonly used. "According to choice" isn't wrong, but it can sound awkward.

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

60%

Authority and reliability

3.2/5

Expert rating

Real-world application tested

Most frequent sentences: