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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 suitability
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "according to suitability" is correct and usable in written English.
It can be used when discussing decisions or actions that are based on the appropriateness or fitness of something for a particular purpose or context. Example: "The resources will be allocated according to suitability for each project."
✓ Grammatically correct
Science
News & Media
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
5 human-written examples
The Web site also categorizes milkweeds according to suitability for the climates of various states, and provides guidance for those who want to use the plants to try to raise monarch butterflies.
News & Media
It presents an algorithm based on a simulated annealing heuristic that optimizes the delimitation of land use categories on a cadastral parcel map according to suitability and compactness criteria.
In a Newsweek survey, 200 corporate hiring managers were given a list of jobs and 110 photos of male and female candidates, and asked to rank the candidates according to suitability for each job.
News & Media
All measurements and radiographs were manually reviewed by two of the investigators, who were blinded to all clinical information, and assessed according to suitability for further DXR analysis.
Science
The literature identifies an unmet need for a rigorous means of selecting indicators according to suitability for purpose and use contextually [ 14]. *Abbreviations: Hmos health management organizations, NHIS national health insurance scheme.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
55 human-written examples
In the context of this video, the modifying sonic input came from splitting the overall sound signal of "Planet Gear" into separate instrumental elements and picking out passages according to their suitability.
News & Media
These plants were selected according to their suitability for high methane yields.
Sensible and latent heat storage materials have been tabulated according to their suitability for double effect and triple effect chillers.
Taking soil type and vegetation indicators into account, the ngikerebo scouts categorize the landscapes according to their suitability for seasonal livestock grazing.
Water quality of many Indian rivers has been comprehensively studied, analyzed and reported according to their suitability for various beneficial uses (Bhargava 1983 , 1994.
Science
The second stage implements an objective function that chooses appropriate sites for protection according to the suitability of these modelled habitats to support focal reptiles and amphibians.
Science
Expert writing Tips
Best practice
When using "according to suitability", clearly define the criteria that determine what makes something suitable for the context. This enhances clarity and avoids ambiguity.
Common error
Avoid using "according to suitability" without specifying what makes something suitable. Generic use can leave readers wondering about the underlying criteria and dilute your message.
Source & Trust
80%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "according to suitability" functions as a prepositional phrase, modifying a verb or noun to indicate the basis for a decision, classification, or action. As Ludwig AI identifies, the phrase expresses a dependence on the appropriateness or fitness of something.
Frequent in
Science
60%
News & Media
40%
Formal & Business
0%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "according to suitability" is a grammatically correct phrase used to indicate that decisions or classifications are made based on the fitness or appropriateness of something for a particular purpose. While Ludwig AI confirms its usability, the phrase is relatively rare and is most frequently found in scientific and news contexts. To ensure clarity, it is best practice to specify the criteria that determine suitability. Related alternatives include "based on appropriateness" and "in line with fitness". When using the phrase it is important to not overlook contextual specificity.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
based on appropriateness
Replaces "according to suitability" with a more direct statement of basing something on appropriateness.
in line with fitness
Emphasizes the alignment with a standard of fitness or suitability.
dependent on relevance
Highlights the reliance on relevance as the determining factor.
as per relevance
Uses a more concise and formal tone to indicate agreement with relevance.
subject to applicability
Indicates that suitability is contingent on whether something is applicable.
conditional on appropriateness
Similar to "subject to applicability" but emphasizes that the action is conditional.
dependent on the right fit
Uses an idiom to convey the idea of something being chosen if it's a good match.
in accordance with the proper qualification
Highlights adherence to necessary qualifications as a deciding factor.
classified by their fitness
Focuses on categorization based on a standard of fitness.
evaluated by the benchmark of aptness
Expresses the idea of assessment against a specific measure of aptness.
FAQs
How can I use "according to suitability" in a sentence?
You can use "according to suitability" to indicate that a selection or classification is based on the degree to which something fits a particular purpose or context. For example, "The resources will be allocated "according to suitability" for each project."
What are some alternatives to "according to suitability"?
Some alternatives to "according to suitability" include "based on appropriateness", "in line with fitness", or "dependent on relevance". The best choice depends on the specific nuance you wish to convey.
Is it better to say "based on suitability" or "according to suitability"?
"Based on suitability" and "according to suitability" are largely interchangeable. "Based on suitability" is slightly more concise, while "according to suitability" may sound more formal or procedural.
What does it mean to classify items "according to suitability"?
Classifying items "according to suitability" means grouping them based on how well they meet specific criteria for a particular purpose or application. The classification reflects their relative fitness or appropriateness.
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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
80%
Authority and reliability
4.1/5
Expert rating
Real-world application tested