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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 choice
Grammar usage guide and real-world examplesUSAGE 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
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
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.
Science
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
Prices below, which do not include air fare, vary according to choice of hotel, seats, teams etc.
News & Media
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.
News & Media
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.
Science
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
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).
Science
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.
Science
> > -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.
Wiki
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.
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.
Frequent in
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News & Media
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Formal & Business
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Less common in
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Encyclopedias
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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.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
according to preference
This alternative maintains the structure but uses "preference" which is slightly more formal.
in accordance with preference
This alternative is a formal way of expressing alignment with a stated preference.
based on preference
This alternative is a more concise and direct way of indicating something is determined by someone's liking.
by personal selection
This alternative emphasizes the personal aspect of the choice.
as per selection
This alternative uses "selection" instead of "choice", implying a specific act of choosing.
depending on the selection
This alternative highlights the conditional aspect based on the selection made.
at one's discretion
This alternative emphasizes the freedom and authority to make a choice.
following one's choice
This alternative focuses on adhering to a previously made choice.
as the individual prefers
This is a more verbose alternative, explicitly stating individual preference.
pursuant to selection
This alternative is a more formal and legalistic way to express adherence to a selection.
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.
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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
60%
Authority and reliability
3.2/5
Expert rating
Real-world application tested