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
have contributed to
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase 'have contributed to' is correct and usable in written English.
You can use it when you want to discuss how different people or things were involved in achieving a particular outcome. For example, "Many researchers have contributed to the development of this new technology."
✓ Grammatically correct
Science
News & Media
Academia
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
58 human-written examples
Local politics have contributed to shortages.
News & Media
Several factors have contributed to this downturn.
Encyclopedias
Several factors have contributed to their decline.
Encyclopedias
theses that have contributed to the concept.
Several factors have contributed to the success.
News & Media
Injuries have contributed to their recent troubles.
News & Media
Thinktanks have contributed to this dysfunction.
News & Media
Bush — the data have contributed to defeat.
News & Media
Several factors have contributed to this upturn.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
2 human-written examples
Two issues have contributed to this difficulty.
Academia
Some of these performances could have contributed to gynecological drawings.
News & Media
Expert writing Tips
Best practice
When using "have contributed to", ensure that the subject clearly identifies who or what made the contribution. Be specific about the nature and extent of the contribution to provide clarity and impact.
Common error
Avoid using overly general subjects with "have contributed to". Instead of saying "efforts have contributed to", specify whose efforts and what specific actions were involved.
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "have contributed to" primarily functions as a verb phrase indicating that someone or something has played a role in bringing about a particular result or outcome. Ludwig AI confirms this common usage. Examples show it connecting subjects to effects or developments.
Frequent in
Science
37%
News & Media
34%
Academia
14%
Less common in
Formal & Business
8%
Encyclopedias
3%
Reference
0%
Ludwig's WRAP-UP
In summary, "have contributed to" is a versatile verb phrase used to indicate that something or someone has played a role in causing a particular result or outcome. Ludwig AI confirms its correctness and widespread use. Predominantly found in scientific, news, and academic contexts, this phrase is suitable for formal and neutral communication. While alternatives exist, such as "have played a role in" or "have been instrumental in", the key is to ensure clarity by specifying the subject and nature of the contribution. Avoiding vague subjects will further enhance the precision and impact of your writing.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
have played a role in
Focuses on the part someone or something had in an event, without specifying how significant.
have been instrumental in
Highlights a crucial contribution, suggesting the outcome heavily depended on it.
have aided in
Implies providing assistance or support toward a specific result.
have assisted with
Similar to 'aided in' but can suggest a more subordinate or supportive role.
have helped to advance
Suggests making progress or improving something.
have fostered
Emphasizes nurturing or promoting the growth of something.
have been a factor in
Indicates that something was one of several elements influencing an outcome.
have supported
Suggests providing backing or resources to achieve something.
have lent itself to
Shows how something was suitable or adaptable for a particular purpose or effect.
have given rise to
Emphasizes the creation or start of something due to the contribution.
FAQs
How can I use "have contributed to" in a sentence?
Use "have contributed to" to indicate that someone or something has played a part in bringing about a particular result or outcome. For example, "Many factors "have contributed to" the success of this project".
What are some alternatives to "have contributed to"?
You can use alternatives like "have played a role in", "have been instrumental in", or "have aided in" depending on the specific context and the nuance you wish to convey.
Is it correct to say "has contributed to" instead of "have contributed to"?
Yes, the correct form depends on the subject. Use "has contributed to" with singular subjects (e.g., "The new policy has contributed to the improvement"), and "have contributed to" with plural subjects (e.g., "Several factors "have contributed to" the problem").
What's the difference between "have contributed to" and "have resulted in"?
"Have contributed to" means to have played a part in causing something, while "have resulted in" means to have directly caused something to happen. "Have contributed to" implies a partial or indirect influence, while "have resulted in" suggests a direct consequence.
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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