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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
content by which
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "content by which" is correct and usable in written English.
It can be used to refer to the material or information that is associated with a specific context or action. Example: "The content by which we evaluate the project will be shared in the upcoming meeting."
✓ Grammatically correct
Science
News & Media
Alternative expressions(2)
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
6 human-written examples
A 2015 investigation by the Daily Beast showed that, on RT's YouTube channel, "political news videos, featuring the content by which it seeks to shape Western opinion and thus justify its existence, accounted for a mere 1percentt of its total YouTube exposure".
News & Media
Because tagging is implemented by semantic analysis of the article's content by which TF-IDF weight and ontology weight are focused.
Certitudo thus expresses the objective content by which every thing is identical to itself and is distinguished from other things; in other words, certitudo expresses the essence or quidditas of a thing ("unaquaeque res habet certitudinem propriam quae est eius quidditas" — "every thing possesses its own certitude, which is its essence").
Science
As revealed in Figure 7, the epoxy composites of the different MWCNT materials show the same trend in the microwave absorption behavior as a function of CNT content, by which the maximum reflection loss peaks in the X-band region shifted to lower frequencies with increasing CNT content.
Science
This also explains a possible way, alternative to reducing flavin content, by which RfBP affects H2O2 accumulation and flowering time.
Science
This high surface-to-volume ratio enables a geometry-based discrimination between membrane and luminal content, by which mainly lipids and membrane-bound cargo, but not luminal content, are exchanged between endosome and receiving organelle.
Human-verified similar examples from authoritative sources
Similar Expressions
53 human-written examples
These two questions are an extract from Problems for Metagrobologists: A Collection of Puzzles with Real Mathematical, Logical or Scientific Content by David Singmaster, which will be released at the end of the year.
News & Media
Interest from customers and Data from producer are the two types of CCN packets, both of them identify the content by name which is opaque to the network.
It also archives content by default, which another one of those features that either aren't offered by, or are in some ways limited by both of the major competitors in this field.
News & Media
Biodiesel contains a relatively high oxygen content by weight which results in more complete combustion than mineral diesel resulting in lower CO, particulate matter and hydrocarbon emissions (Song et al., 2008).
Science
Cinnamoyl analog 5b decreased [H]cholesterol content by 49%, which was comparable to ezetimibe 1 (53%), whereas benzyl (5d) and phenyl (5f) analogs displayed decreased absorption by 39%and37%7%, respectively.
Expert writing Tips
Best practice
Use "content by which" in formal writing to clearly indicate the method or process through which something is achieved or understood.
Common error
Avoid using "content by which" in informal contexts where simpler phrases like "how" or "through" would be more appropriate and natural.
Source & Trust
86%
Authority and reliability
4.2/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "content by which" functions as a prepositional phrase that modifies a noun, specifying the means, method, or process related to that noun. It establishes a relationship where the content serves as the instrument or mechanism for a particular outcome. Ludwig AI confirms that this is correct and usable in written English.
Frequent in
Science
60%
News & Media
40%
Formal & Business
0%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
The phrase "content by which" is a grammatically correct prepositional phrase, best suited for formal writing to specify a method or process. While Ludwig AI validates its usability, it's relatively infrequent, primarily appearing in scientific and news contexts. For less formal situations, consider simpler alternatives such as "content through which" or "content using which". Keep in mind that its strength lies in its precision for technical or academic settings, where clarity regarding the means is crucial.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
content through which
Replaces "by which" with "through which", emphasizing the medium or channel.
content whereby
Substitutes "by which" with "whereby", a more formal synonym indicating a specific process or means.
content by means of which
Expands "by which" to "by means of which", adding emphasis to the method or tool used.
content in accordance with which
Replaces "by which" with "in accordance with which", highlighting compliance with a standard or rule.
content according to which
Similar to "in accordance with which", but slightly less formal, emphasizing agreement or conformity.
content via which
Uses "via which" instead of "by which", suggesting a route or pathway.
content utilizing which
Replaces "by which" with "utilizing which", emphasizing the use of a particular resource or method.
content employing which
Similar to "utilizing which", but with a slightly more formal tone.
content through the use of which
More explicitly states the method being used.
content by virtue of which
Emphasizes that something is achieved or made possible because of the content.
FAQs
How can I rephrase "content by which" to sound less formal?
Consider using simpler alternatives like "content through which", "content using which", or simply "how the content..." depending on the context.
What's the difference between "content by which" and "content through which"?
While both phrases are similar, "content by which" typically emphasizes a method or means, while "content through which" "content through which" emphasizes a channel or medium.
Is "content by which" always appropriate for academic writing?
While generally suitable, assess if a more concise option like "content whereby" or "content utilizing which" "content utilizing which" might improve clarity.
In what contexts is "content by which" most effectively used?
This phrase is most effective in formal writing or technical documentation where precision and clarity regarding the method or process are crucial.
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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
86%
Authority and reliability
4.2/5
Expert rating
Real-world application tested