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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
depending on the characteristics
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "depending on the characteristics" is correct and usable in written English.
It can be used when discussing variations or outcomes that are influenced by specific traits or features of a subject. Example: "The results of the experiment may vary depending on the characteristics of the materials used."
✓ Grammatically correct
Science
Academia
News & Media
Alternative expressions(19)
depending on the characters
depending on the query
depending on the circumstances
according to the request
depending on the request
based on the question
according to the inquiry
depending on the cause
depending on the billboard
depending on the type
depending on the journal
depending on the issue
depending on the carrier
depending on the night
depending on the opposition
depending on the event
depending on the household
depending on the times
depending on the moments
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
60 human-written examples
Elite roasters don't agree on which method of removing caffeine is best, and some even use more than one, depending on the characteristics of the bean.
News & Media
Findings could vary between one influenza season and another, depending on the characteristics of the prevalent influenza virus stain.
Science
Regarding choice of co-expression measures, one should expect differences in network generation and gene prioritization outcomes depending on the characteristics of the data.
Science
The construction and the speed of the generator may vary considerably depending on the characteristics of the mechanical prime mover.
Encyclopedias
Cancer cell concentration can be reduced or augmented in our system depending on the characteristics of the tumor (Fig. 1b).
Science & Research
Depending on the characteristics of the investment (expected return, risk, maturity); different financial instruments (equity, debt) are used.
Academia
Depending on the characteristics of the tracer, physiological parameters can be estimated, such as blood flow, metabolism, and receptor concentration.
Academia
The results suggest that companies use different (relative) amounts depending on the characteristics of the API.
Objective criteria are available to optimise the selection of clustering algorithms and number of clusters2,3,13 depending on the characteristics of the dataset.
Science & Research
Depending on the characteristics of the dataset, the local visible neighborhood around a focus point in H3 is between five and twelve hops.
Academia
I investigate whether the effect of marriage and relationships differs depending on the characteristics of individuals and their spouses and partners.
Academia
Expert writing Tips
Best practice
When using "depending on the characteristics", ensure that the characteristics you refer to are clearly defined to avoid ambiguity. For instance, specify which traits or attributes influence the outcome you're discussing.
Common error
Avoid using "depending on the characteristics" without specifying which characteristics are relevant. Overgeneralization can make your statement vague and uninformative. Instead of saying 'the outcome changes depending on the characteristics', be specific: 'the outcome changes depending on the size and shape of the object'.
Source & Trust
78%
Authority and reliability
4.6/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "depending on the characteristics" functions as a prepositional phrase that modifies a verb or clause, indicating a conditional relationship. As shown by Ludwig, it introduces the basis upon which something varies or is determined.
Frequent in
Science
65%
Academia
15%
News & Media
10%
Less common in
Formal & Business
4%
Encyclopedias
1%
Wiki
5%
Ludwig's WRAP-UP
The phrase "depending on the characteristics" is a versatile prepositional phrase used to express conditionality based on specific traits or attributes. It's grammatically sound and frequently employed across diverse fields, including science, academia, and news media. Ludwig AI data indicates its suitability for formal writing, provided that the relevant characteristics are clearly defined to avoid ambiguity. Alternatives like "based on the attributes" or "contingent upon the features" offer similar meanings, yet "depending on the characteristics" remains a reliable choice for expressing conditional relationships, as shown in numerous examples.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
depending on the features
A more direct synonym, replacing "characteristics" with a similar term.
depending on the qualities
Replaces "characteristics" with another synonymous term, keeping the structure intact.
based on the attributes
Focuses specifically on measurable or discernible qualities.
contingent upon the features
Emphasizes that the outcome is conditional or reliant on specific aspects.
subject to the properties
Highlights how outcomes are affected by essential qualities or traits.
conditional on the aspects
Indicates that events or results are not guaranteed and rely on the presence of certain aspects.
as a function of the attributes
Expresses a more mathematical or technical dependence on specific qualities.
in accordance with the properties
Highlights that what follows aligns or corresponds with the mentioned traits.
governed by the traits
Implies a rule-based dependence on specific qualities.
dictated by the nature of
Suggests that the characteristics have a direct, controlling influence.
FAQs
How can I use "depending on the characteristics" in a sentence?
You can use "depending on the characteristics" to indicate that a certain outcome or action is conditional based on specific attributes. For example, "The choice of treatment varies "depending on the characteristics" of the disease."
What are some alternatives to "depending on the characteristics"?
Alternatives include "based on the attributes", "contingent upon the features", or "subject to the properties", each offering a slightly different nuance.
Is it better to say "depending on the characteristics" or "depending on the features"?
Both "depending on the characteristics" and "depending on the features" are correct and largely interchangeable. "Characteristics" might imply a broader, more inherent set of attributes, while "features" could refer to more specific, observable traits. The choice depends on the context.
Can "depending on the characteristics" be used in formal writing?
Yes, "depending on the characteristics" is appropriate for formal writing. Ludwig AI confirms its frequent use in academic, scientific, and professional contexts, indicating its suitability for formal and technical communications.
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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
4.6/5
Expert rating
Real-world application tested