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
which accounted for
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "which accounted for" is correct and usable in written English.
It is typically used to explain the reason or cause behind a particular outcome or situation. Example: "The increase in sales during the holiday season was significant, which accounted for a large portion of the company's annual revenue."
✓ Grammatically correct
News & Media
Science
Formal & Business
Alternative expressions(20)
which contributed to
which represented
which was responsible for
which constituted
which comprised
which explained
which resulted from
which contributed for
which accommodated for
which incorporated for
which represents for
which represent
that represents
which represents
which made for
which fought for
which lasted for
which was for
which called for
who is representing
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
Tourism, which accounted for 7% of GDP, has collapsed.
News & Media
Most injurious were homemade bombs, which accounted for 967 deaths.
News & Media
The largest losses were illicit financial flows, which accounted for $634bn in 2011.
News & Media
But Holik's line was matched against Jagr's, which accounted for both Capitals goals.
News & Media
That category includes telecommunications and broadcasting companies, which accounted for $80.1 billion of the total.
News & Media
That compares to the free-of-charge market leader Plentyoffish, which accounted for 18% in July.
News & Media
Men are mainly concerned with misleading ads, which accounted for 64% of total complaints.
News & Media
Its closest rival is Machinima, which accounted for 17 of the top 100 in September.
News & Media
Under shopping (which accounted for 8percentt of our spending), I found a comforting surprise.
News & Media
Apparently Cox had stopped taking his hard-won medicine, which accounted for his rapid demise.
News & Media
The five worst, which accounted for one-third of India's population, scored 1.5 or less.
News & Media
Expert writing Tips
Best practice
When using "which accounted for", ensure the noun preceding "which" clearly identifies the element contributing to the specified amount or proportion. For clarity, avoid ambiguity in the antecedent.
Common error
Avoid assuming direct causation when using "which accounted for". The phrase indicates a portion or share, not necessarily a direct cause-and-effect relationship. For example, claiming "increased marketing, which accounted for higher sales", might be an oversimplification if other factors also contributed.
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "which accounted for" functions as a nonrestrictive relative clause. It modifies a preceding noun phrase by providing additional, non-essential information about the proportion or contribution of that noun phrase. Ludwig confirms its proper usage in providing explanatory context.
Frequent in
News & Media
47%
Science
42%
Formal & Business
5%
Less common in
Wiki
3%
Academia
0%
Encyclopedias
0%
Ludwig's WRAP-UP
In summary, "which accounted for" is a versatile phrase functioning as a nonrestrictive relative clause to explain the proportion or contribution of something. Ludwig confirms its proper usage in a vast number of examples. It sees widespread application across News & Media, scientific research, and formal business, demonstrating its general applicability. Although versatile, it's important to use the phrase ensuring that you don't imply a causation when only a proportional relationship exists. This guide has provided insights into its usage, alternatives, and common pitfalls to avoid to ensure accurate and effective communication.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
which was responsible for
Replaces "accounted for" with a more direct expression of responsibility or causation.
which contributed to
Indicates a contributing factor rather than a sole cause.
which constituted
Emphasizes the composition or formation of something.
which made up
Focuses on the components of a whole.
which comprised
Similar to "constituted" but can imply a more formal arrangement.
which represented
Highlights the proportion or share of a whole.
which explained
Highlights the capacity to clarify the origin of something.
which determined
Indicates that the phrase had a decisive role in a specific outcome.
that was attributed to
Used when assigning a characteristic or feature to an object or person.
which resulted from
Indicates what originated as an effect of the action indicated in the main query.
FAQs
How can I use "which accounted for" in a sentence?
Use "which accounted for" to describe what portion or percentage something represents. For instance, "Tourism, "which accounted for" 7% of GDP, has collapsed" shows tourism's contribution to the GDP.
What are some alternatives to the phrase "which accounted for"?
You can use alternatives like "which contributed to", "which represented", or "which was responsible for" depending on the nuance you want to convey.
Is there a difference between "which accounted for" and "that accounted for"?
"Which accounted for" introduces a nonrestrictive clause, adding extra information. "That accounted for" would introduce a restrictive clause, essential to the sentence's meaning. Using "which" implies the information is supplementary, while "that" implies it's crucial to understanding the noun it modifies.
Can "which accounted for" imply causation?
"Which accounted for" indicates a proportional relationship, not necessarily direct causation. While it can suggest influence, avoid implying sole causality unless supported by other evidence. Other contributing factors can affect the same event.
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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
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested