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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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have led to

Grammar usage guide and real-world examples

USAGE SUMMARY

"have led to" is correct and usable in written English.
You can use it when you are describing the results of an action or series of actions. For example: "The changes to public transportation policies have led to an overall increase in ridership."

✓ Grammatically correct

News & Media

Science

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

have led to convictions.

News & Media

The New York Times

Some battles have led to big victories.

News & Media

The New York Times

Both paths have led to gridlock.

News & Media

The New York Times

Such uncertainties have led to confusion.

The talks have led to several deals.

News & Media

The Economist

Disagreements among experts have led to schism.

News & Media

The Economist

Smartphones have led to more distracted driving.

News & Media

The New York Times

Three characteristics have led to this success.

alone would have led to Finnerty's death.

Referendums have led to some policy debacles.

News & Media

The New York Times

Some blackouts have led to unrest, though.

News & Media

The New Yorker
Show more...

Expert writing Tips

Best practice

Use "have led to" when you want to clearly establish a cause-and-effect relationship between events or actions. Ensure that the connection is evident and logical to maintain clarity in your writing.

Common error

Avoid using "have led to" when the relationship between the cause and effect is weak or speculative. Instead, opt for phrases that suggest possibility or correlation, rather than direct causation.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

86%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "have led to" functions as a causal connector, linking an action or situation to its resulting outcome. As shown by Ludwig, this phrase effectively demonstrates the consequences of certain events, actions, or conditions.

Expression frequency: Very common

Frequent in

News & Media

40%

Science

40%

Formal & Business

20%

Less common in

Reference

0%

Social Media

0%

Encyclopedias

0%

Ludwig's WRAP-UP

In summary, the phrase "have led to" is a grammatically sound and versatile tool for expressing causation in written English. As Ludwig AI confirms, it is appropriate to describe results stemming from actions or events. It is most commonly found in news, scientific, and formal business contexts. While "have led to" is widely applicable, it is essential to ensure a clear and logical connection between the cause and effect to avoid misuse. Alternatives like "resulted in" or "caused" can offer nuanced variations depending on the specific context. The provided examples showcase its efficacy in diverse scenarios, affirming its value in precise and impactful communication.

FAQs

How can I use "have led to" in a sentence?

Use "have led to" to show a direct consequence or result of a particular action or situation. For example, "The new policies "have led to" significant improvements in efficiency."

What are some alternatives to "have led to"?

Alternatives include "resulted in", "caused", or "brought about". The best choice depends on the specific nuance you want to convey.

Is it correct to say "has led to" instead of "have led to"?

Yes, "has led to" is correct when the subject is singular. Use "have led to" with plural subjects. For example, "The policy has led to a decrease", versus "The policies "have led to" decreases."

What is the difference between "have led to" and "contributed to"?

"Have led to" implies a direct result, while "contributed to" suggests a partial influence. "New investments "have led to" economic growth" means investments directly caused growth. "New investments contributed to economic growth" means they were one factor among many.

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Source & Trust

86%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: