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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
based on personal preference
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "based on personal preference" is correct and usable in written English.
It can be used when discussing choices or decisions that are influenced by individual likes or dislikes. Example: "The menu offers a variety of dishes, allowing customers to choose their meals based on personal preference."
✓ Grammatically correct
News & Media
Wiki
Science
Alternative expressions(20)
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
not yet completed
to avoid disruption
in accordance with direction from
a couple of books before
if not soon
as excellent as
in a flash
as instructed by the directive
as tall as
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
39 human-written examples
"You can go to Sephora and buy an oil that may have similar efficacy, but it may not carry the prestige you're looking for," Wilson said, noting that the choice becomes one based on personal preference.
News & Media
These work based on personal preference, so just find one that works for you!
Wiki
Based on personal preference, students assigned themselves to one of two groups tasked with the annotation of portrayed emotion in either the audio-visual movie, or the audio-only version.
Science
The choice of US or MRI has traditionally been determined by the clinician based on personal preference and experience rather than on evidence-based guidelines.
Once again, you really can't go wrong if you buy from one of these manufacturers, and your choice should be based on personal preference.
Wiki
Everyone will notice differences in grip and feel, and choosing a type is "all based on personal preference," Ms. Kleidman said.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
21 human-written examples
As much of this debate is based on personal preferences, one could take a more pragmatic approach, assuming that All models are wrong, but some are useful [ 309].
Science
Netflix, the popular online movie rental service, is planning to award $1 million to the first person who can improve the accuracy of movie recommendations based on personal preferences.
News & Media
Often, their decisions were based on personal preferences rather than on being aligned with the vision.
News & Media
Communitarianism also challenges the libertarian position that it is paternalistic to interfere with individual choices based on personal preferences.
Encyclopedias
However, literature indicates that most nurses deliver patient education based on personal preferences, time limitations, and availability of teaching aids.
Expert writing Tips
Best practice
When writing, clarify the specific area where "based on personal preference" applies to avoid ambiguity. For example, instead of 'choose based on personal preference', write 'choose the design based on personal preference'.
Common error
Avoid using "based on personal preference" excessively in formal or professional writing. Opt for more precise language that specifies the criteria influencing the decision, such as "based on client specifications" or "following established protocols".
Source & Trust
78%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on personal preference" functions as a post-positive modifier, specifying the criterion or reason behind a particular choice, decision, or action. According to Ludwig, this phrase is widely used to indicate subjectivity in decision-making.
Frequent in
News & Media
34%
Wiki
18%
Science
18%
Less common in
Formal & Business
6%
Encyclopedias
2%
Academia
2%
Ludwig's WRAP-UP
In summary, the phrase "based on personal preference" is a common and grammatically sound way to express that a choice is driven by individual taste or inclination. As noted by Ludwig, its usage spans various contexts, including news, wikis, and scientific articles, although more formal settings may benefit from more specific alternatives. When using the phrase, ensure clarity by specifying the area to which the preference applies. While the phrase is generally acceptable, overuse in formal contexts should be avoided. Consider alternatives such as "according to taste" or "guided by personal sensibilities" to add variety to your writing.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
according to individual taste
Focuses on subjective liking as the driver of choice.
depending on subjective inclination
Highlights the role of personal inclinations.
guided by personal sensibilities
Emphasizes the role of individual sensibilities.
at one's own discretion
Indicates freedom to choose according to one's judgment.
as per individual desires
Highlights individual wants and needs.
subject to personal whims
Suggests choices are impulsive and personal.
driven by personal leanings
Indicates a natural tendency guides the choice.
reflective of personal viewpoint
Highlights how individual opinions shape the decision.
as a matter of taste
Indicates something is a subjective choice.
to one's liking
Simple expression of personal satisfaction influencing choice.
FAQs
How can I rephrase "based on personal preference" to sound more professional?
Consider using alternatives like "according to individual specifications", "tailored to specific needs", or "aligned with personal requirements" for a more formal tone.
Is it always appropriate to make decisions "based on personal preference"?
While individual taste is important, decisions should also consider factors like practicality, efficiency, and ethical implications. Relying solely on preference may not be suitable in all situations.
What's the difference between "according to taste" and "based on personal preference"?
"According to taste" often refers specifically to culinary choices, whereas "based on personal preference" has a broader application across various types of decisions.
How do I use "based on personal preference" in a sentence?
You can use it to explain why someone made a choice. For example: "The students were allowed to select their research topics based on personal preference."
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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
78%
Authority and reliability
4.5/5
Expert rating
Real-world application tested