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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
which accounting for
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "which accounting for" is not correct in standard written English.
It seems to be a fragment and lacks clarity without additional context. Example: "The report highlights several factors, which accounting for the discrepancies in the data, need further investigation."
⚠ May contain grammatical issues
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
11 human-written examples
The bank, which has operations spanning every continent, said activity was slowing in Asia, which accounting for the majority of its pre-tax profits in the third quarter.
News & Media
His own wages are slightly higher — he made twenty-eight thousand dollars last year, which, accounting for a forty-hour work week and no vacation time, comes to about thirteen dollars an hour.
News & Media
Allosaurus, which accounting for 70 to 75% of theropod specimens and was at the top trophic level of the Morrison food web.
Wiki
Furthermore, once 2033 rolls around, Social Security will be capable of paying 75 to 80percentt of total benefits in 2033 money, which, accounting for inflation, is more than Social Security recipients receive today.
News & Media
Industry groups predicted the 1990 Clean Air Act amendments would cost anywhere from $46 billion to $104 billion a year, which, accounting for inflation, amounted to $71 billion to $160 billion in 2006, the base year the EPA used in a 2011 report to calculate the law's cost.
News & Media
Selinger-Leneman et al. [ 79] explored the conditions under which accounting for gene-environment interaction enhances the ability to detect the genetic effects in complex diseases.
Human-verified similar examples from authoritative sources
Similar Expressions
49 human-written examples
Which accounts for the uniform and depressing cinematic landscape.
News & Media
He wears prostheses, which account for his slightly lumbering gait.
News & Media
Which accounts for a lot of experiences in the Fall".
News & Media
It becomes mostly water, which accounts for its clarity.
The plant rarely winters over, which accounts for its infrequency.
Academia
Expert writing Tips
Best practice
Ensure the relative clause has a complete verb form, such as "which accounts for" or "which is accounting for", to maintain grammatical correctness.
Common error
Avoid using the phrase "which accounting for" without a proper auxiliary verb. Instead, use "which accounts for" or "which is accounting for" for grammatical accuracy.
Source & Trust
86%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "which accounting for" functions as a relative clause fragment. It aims to provide additional information or explanation but lacks a complete verb form, leading to grammatical incompleteness. Ludwig AI highlights this issue.
Frequent in
Science
33%
News & Media
67%
Formal & Business
0%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, while the phrase "which accounting for" appears in a number of contexts, Ludwig AI flags it as grammatically incorrect due to its lack of a complete verb form. To ensure clarity and correctness, it's best to use alternatives such as ""which accounts for"", "which explains", or other similar phrases. These alternatives maintain the intended meaning while adhering to standard grammar rules. The phrase appears most commonly in "News & Media" and "Science" sources, but should be avoided in formal writing.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
which explains
This is a more grammatically correct rephrasing using a simple verb.
that explains
This alternative replaces the original phrase with a more direct and grammatically sound expression of explanation.
that justifies
This phrase suggests that something provides a rationale or basis for something else.
that is responsible for
This alternative indicates direct causation or accountability for an outcome.
that contributes to
This phrase suggests that something is one of several factors influencing a particular result.
that clarifies
This alternative denotes making something easier to understand or less confusing.
that sheds light on
This phrase implies that something helps to reveal or explain a previously obscure aspect.
which takes into consideration
Expresses the action of considering or including something in a calculation or assessment.
which is attributable to
This option indicates that something can be regarded as having been caused by a specified person or thing.
that details
This option suggests that something is providing specific details and information.
FAQs
What is the correct way to use "which" when explaining a reason?
Use "which accounts for" or "which explains" to properly introduce a clause that provides an explanation. For example, "The increase in sales, "which accounts for" the company's growth, is due to effective marketing."
What are some alternatives to "which accounting for"?
Alternatives include "which explains", "which is responsible for", or "which contributes to", depending on the specific nuance you want to convey.
How can I fix the grammar when using "which accounting for"?
To correct the grammar, add a verb to make it a complete clause. Use phrases like ""which accounts for"" or "which is accounting for" to ensure grammatical correctness.
Is "which accounting for" grammatically correct?
No, "which accounting for" is not grammatically correct on its own. It needs a helping verb like "is" or should be replaced with a phrase like ""which accounts for"" to form a proper relative clause.
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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
2.8/5
Expert rating
Real-world application tested