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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
that has contributed to
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "that has contributed to" is correct and usable in written English.
You can use it to indicate that something has played a role in causing or influencing a particular outcome or situation. Example: "The recent policy changes are a factor that has contributed to the improvement in employee satisfaction."
✓ Grammatically correct
Science
News & Media
Academia
Formal & Business
Wiki
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
We here review work that has contributed to this understanding.
I'm a human being that has contributed to my society".
News & Media
"It is probably global warming that has contributed to its ability now to really take off.
News & Media
Mr. Rogoff pointed to another factor that has contributed to China's financial woes.
News & Media
One feature that has contributed to the success of this group is their ability to spread vegetatively by creeping stems.
One feature that has contributed to the success of the Glumiflorae is their ability to spread vegetatively by creeping stems.
Like similar cities, temperatures can vary widely throughout, with rapid and extensive development that has contributed to micro-climate changes.
Science
Distant speech recognition is being revolutionized by deep learning, that has contributed to significantly outperform previous HMM-GMM systems.
Science
The main factor that has contributed to the success of malaria proliferation is the increased number of drug resistant parasites.
David Brooks doesn't name the obvious factor that has contributed to the New Orleans post-hurricane disaster: racism.
News & Media
What is behind North Korea's demands for power is a shortage that has contributed to the nation's industrial collapse.
News & Media
Expert writing Tips
Best practice
When using "that has contributed to", ensure the connection between the contributing factor and the resulting outcome is clear and logical. Avoid vague or unsupported claims about causation.
Common error
Avoid using "that has contributed to" when the factor's impact is minimal or negligible. Instead, consider using phrases like "that may have influenced" or "that played a minor role in" to accurately reflect the extent of the contribution.
Source & Trust
84%
Authority and reliability
4.6/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "that has contributed to" functions as a relative clause modifying a noun or noun phrase, indicating a causal relationship. Ludwig AI confirms its grammatical correctness and usability across diverse contexts.
Frequent in
News & Media
47%
Science
37%
Academia
12%
Less common in
Formal & Business
3%
Wiki
1%
Reference
0%
Ludwig's WRAP-UP
The phrase "that has contributed to" is a versatile and commonly used expression to indicate a factor influencing a specific outcome. Ludwig AI affirms its grammatical correctness, noting its widespread usage across diverse sources, including News & Media and Science. While completely correct, you should always make sure the connection between the contributing factor and the outcome is clear and the magnitude of the contribution is accurately represented. Alternatives like "that has led to" or "that has played a part in" can provide nuanced variations depending on the context.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
that has been a factor in
Highlights the contribution as one of several influencing elements.
that has played a part in
Offers a more general way of expressing contribution without specifying the extent.
that has aided in
A more concise alternative to "that has contributed to", suitable for formal contexts.
that has been instrumental in
Replaces "contributed to" with a stronger emphasis on the importance of the influence.
that has led to
Focuses on the direct result or outcome of the contribution.
that has helped to bring about
Emphasizes the role of facilitating or enabling the outcome.
that has influenced
Highlights the effect of one thing on another without explicitly stating a contribution.
that has fostered
Suggests a nurturing or supportive role in the development of something.
that has promoted
Implies an active role in advancing or encouraging something.
that has furthered
Suggests progress or advancement as a result of the contribution.
FAQs
How can I use "that has contributed to" in a sentence?
Use "that has contributed to" to link a factor or element to a result or outcome. For example, "The new policy is one factor "that has contributed to" the company's growth".
What are some alternatives to "that has contributed to"?
Alternatives include phrases such as "that has led to", "that has played a part in", or "that has been instrumental in", depending on the nuance you want to convey.
Is there a difference between "that has contributed to" and "that led to"?
While both phrases indicate causation, "that has contributed to" suggests a partial influence, whereas "that led to" implies a more direct and primary cause.
Which is correct, "that has contributed to" or "which has contributed to"?
"That has contributed to" is used in restrictive clauses that are essential to the meaning of the sentence, while "which has contributed to" is used in non-restrictive clauses that add extra information but are not essential. For example, "The policy "that has contributed to" growth will be continued" versus "The old policy, which has contributed to some legacy issues, has now been changed.
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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
4.6/5
Expert rating
Real-world application tested