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
CEO of Professional Science Editing for Scientists @ prosciediting.com
characterize based on
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "characterize based on" is correct and usable in written English.
You can use it when describing or defining something according to specific criteria or characteristics. Example: "We can characterize the species based on its unique physical traits and behaviors."
✓ Grammatically correct
Science
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
2 human-written examples
Several of these limitations stem from the fact that the molecular binding is a stochastic process, which many of the conventional affinity biosensors attempt to characterize based on a single measurement of its equilibrium, that is, by taking one sample from the steady-state distribution of the binding process.
The aims of this paper were to (1) identify and characterize, based on the literature, the structural attributes of old-growth aspen-dominated stands in the North American boreal mixedwood forest, and (2) examine the short-term potential of partial harvesting in aspen-dominated stands to accelerate stand development toward these old-growth characteristics.
Human-verified similar examples from authoritative sources
Similar Expressions
58 human-written examples
In addition to molecular characterization (p53, HER2), the cell lines were characterized based on cell growth characteristics including spheroid growth, migration potential, and anchorage independence.
Science
Each article was carefully reviewed by one of two independent reviewers (NKK & JMR), and characterized based on anatomical location, density calibration type and manufacturer, scanner, and scanner settings.
Their structures were characterized based on extensive spectroscopic data.
The new structures were characterized based on extensive spectroscopic analysis.
Candidate technologies were identified and characterized based on performance factors.
Science
Each setup is characterized based on distance and impairment between sender and the base station.
Compounds were characterized based on a compound ranking system called 'PubChem Activity Score'.
Science
The Ad/CYP11A1mon complex formation reaction was kinetically characterized based on optical biosensor data.
Science
Components and products that have been recovered are characterized based on their remaining lifespan.
Expert writing Tips
Best practice
When using "characterize based on", ensure that the criteria or factors you are using for characterization are clearly defined and relevant to the subject being described.
Common error
Avoid using overly general or ambiguous criteria when you "characterize based on". Ensure that the criteria are specific and measurable to provide a clear and meaningful description.
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "characterize based on" functions as a verb phrase used to describe the act of defining or understanding something by specific criteria or characteristics. Ludwig AI states that the phrase is usable in written English.
Frequent in
Science
100%
Less common in
News & Media
0%
Formal & Business
0%
Ludwig's WRAP-UP
In summary, "characterize based on" is a grammatically correct and frequently used phrase, predominantly found in scientific and technical writing. It indicates a systematic approach to describing something according to specific criteria. While it's acceptable in formal contexts, Ludwig provides alternatives like "define in terms of" or "describe with reference to" for varying the expression. Ensuring clarity and specificity in the criteria used is key to effective communication with this phrase.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
define in terms of
This alternative emphasizes the act of providing a definition based on specific factors.
classify according to
This alternative focuses on categorization rather than a comprehensive description.
describe with reference to
This option focuses on detailing characteristics with respect to a particular aspect.
identify by means of
This alternative highlights the method of identification using certain criteria.
determine through
This emphasizes the process of finding out something through a particular method.
evaluate according to
This phrase focuses on judging or determining the value of something based on specific criteria.
assess via
This alternative is more evaluative, highlighting the assessment process using specific means.
ascertain through
This focuses on discovering something with certainty through a particular method.
distinguish by
This highlights the act of differentiating based on specific characteristics.
attribute to
This suggests assigning a particular quality or feature based on certain criteria.
FAQs
How can I use "characterize based on" in a sentence?
You can use "characterize based on" to describe how something is defined or understood by certain features. For example, "We can characterize the species "classify according to" its unique physical traits and behaviors."
What are some alternatives to "characterize based on"?
Alternatives include phrases like "define in terms of", "describe with reference to", or "classify according to", depending on the specific context and emphasis you want to convey.
Is it more appropriate to use "characterize based on" or "characterize by"?
"Characterize based on" is used to indicate the criteria or factors used for characterization, while "characterize by" describes the distinguishing features. Use "characterize based on" when specifying the basis of your description.
What does "characterize based on" imply in scientific writing?
In scientific writing, "characterize based on" suggests a systematic and evidence-driven approach to describing something. It indicates that the characterization is grounded in verifiable data and established criteria.
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.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested