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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 led to
Grammar usage guide and real-world examplesUSAGE SUMMARY
"that led to" is correct and usable in written English.
It is used to refer to something that was the cause or result of something else. For example, "His failure to complete the project on time led to his demotion."
✓ Grammatically correct
News & Media
Science
Academia
Alternative expressions(20)
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
That led to more research that led to more discoveries.
that led to.
News & Media
Complications that led to fatalities were assessed.
Science
That led to overbuilding.
News & Media
That led to chaos.
News & Media
That led to fourth down.
News & Media
That led to limited sanctions.
News & Media
That led to harsh austerity.
News & Media
That led to designing interiors.
News & Media
That led to his resignation.
News & Media
That led to 28 arrests.
News & Media
Expert writing Tips
Best practice
Use "that led to" to clearly establish a cause-and-effect relationship between two events or actions. Ensure the connection is logical and evident to the reader.
Common error
Avoid using "that led to" in excessively passive constructions, which can obscure the actor or agent responsible for the outcome. Instead, prioritize active voice to clarify who or what caused the result.
Source & Trust
89%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "that led to" functions as a causal connector, linking a preceding event or action to its subsequent result or consequence. Ludwig provides many examples to demonstrate this usage.
Frequent in
News & Media
65%
Science
20%
Academia
10%
Less common in
Encyclopedias
3%
Formal & Business
2%
Wiki
0%
Ludwig's WRAP-UP
In summary, "that led to" serves as a crucial causal connector, effectively linking events and actions with their consequences. As Ludwig AI confirms, its grammatical correctness and versatility render it suitable for diverse writing contexts, from news reporting to academic research. Predominantly found in News & Media, it also appears in scientific and academic writings, maintaining a neutral register across applications. When writing, it is important to use "that led to" to clearly show cause-and-effect relationships, and to avoid passive constructions to keep the writer responsible for the action. Alternatives like "that resulted in" can add nuance, but ultimately, "that led to" remains a reliable and widely understood phrase.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
that resulted in
Focuses more directly on the outcome or consequence.
that caused
Emphasizes the action that brought about the result.
that brought about
Highlights the process of causing something.
that gave rise to
Suggests a more gradual development or emergence.
that triggered
Implies a sudden or immediate cause-and-effect.
that prompted
Indicates a motivating factor behind the result.
that instigated
Implies initiating or setting something in motion.
that generated
Focuses on the creation or production of something.
that fostered
Implies nurturing or encouraging a particular outcome.
that contributed to
Suggests being one of several factors leading to the result.
FAQs
How can I use "that led to" in a sentence?
Use "that led to" to connect an action or event with its consequence. For instance, "The company's innovative marketing strategy "that led to" a significant increase in sales."
What are some alternatives to "that led to"?
Alternatives include phrases like "that resulted in", "that caused", or "that brought about", depending on the specific nuance you want to convey.
Is it grammatically correct to start a sentence with "That led to"?
While grammatically correct, starting a sentence with "That led to" might sound less formal. Consider rephrasing for a smoother flow in academic or professional writing.
What is the difference between "that led to" and "which led to"?
"That led to" usually introduces essential information, while "which led to" introduces non-essential, additional information. For example, "The experiment "that led to" the discovery was groundbreaking" (essential) versus "The experiment, "which led to" the discovery, was funded by the government" (additional information).
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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
89%
Authority and reliability
4.5/5
Expert rating
Real-world application tested