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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 lead to
Grammar usage guide and real-world examplesUSAGE SUMMARY
"that lead to" can be used in written English.
It is used to refer to the result of something. For example, "The decisions he made that lead to this outcome were questionable."
✓ Grammatically correct
News & Media
Science
Wiki
Alternative expressions(20)
thus generating
that cause
which lead to
that give rise to
which outcome in
which has led to
consequently causing
that determine
which achievement in
which leads to
which outcomes in
that produce
which performance in
that leadership to
which success in
that contribute to
that generate
that cable to
with the effect of
because of
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
"It's just mental, different breakdowns that lead to big plays".
News & Media
"It's about getting qualifications that lead to work wherever possible.
News & Media
He lists four main premises that lead to their success.
News & Media
It's not just catastrophic situations that lead to progress.
News & Media
"It is controls that lead to capital flight," he says.
News & Media
Open access to programs that lead to full, recognized qualifications.
But what are the reasons that lead to obesity pathogenesis?
The characteristics that lead to fraud can be intuitively captured.
Science
The possible mechanisms that lead to this enhancement were discussed.
Science
Forcing parameters that lead to chaotic response are identified.
Slow shear, however, induces droplet collisions that lead to coalescence.
Science
Expert writing Tips
Best practice
When using "that lead to", ensure the cause-and-effect relationship is clear and logical to enhance clarity in your writing. Avoid ambiguity by explicitly stating both the cause and the effect.
Common error
Be careful not to reverse the cause and effect. "That lead to" should connect a cause to its resulting outcome, not the other way around. Make sure the sentence structure reflects the correct order.
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "that lead to" functions as a causal connector, linking a preceding element (cause) to a subsequent outcome or result. It introduces the effect or consequence of an action, event, or situation. Ludwig AI confirms its validity.
Frequent in
News & Media
32%
Science
56%
Wiki
12%
Less common in
Formal & Business
0%
Academia
0%
Encyclopedias
0%
Ludwig's WRAP-UP
In summary, "that lead to" is a versatile causal connector frequently used to establish cause-and-effect relationships across various domains. Ludwig AI confirms its grammatical correctness and suitability for written English. It's prevalent in news, science, and wiki contexts, demonstrating its broad applicability. When using it, ensure the cause and effect are clear and logically connected. For alternatives, consider "that result in", "that contribute to", or "that give rise to" to add nuance. Avoid reversing the direction of causation for clarity. In conclusion, "that lead to" is a reliable phrase for expressing causality in both formal and informal settings.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
that result in
Focuses more on the outcome or consequence of the action.
that contribute to
Highlights the contributing factors rather than the direct result.
that give rise to
Suggests the creation or emergence of something new.
that bring about
Emphasizes the action of causing something to happen.
that trigger
Implies a rapid or sudden initiation of a process or event.
that are responsible for
Attributes accountability or causation to specific factors.
that produce
Highlights the generation or creation of something.
that foster
Suggests nurturing or promoting the growth of something.
that instigate
Implies initiating or provoking an action or event.
that determine
Focuses on the power to control or decide an outcome.
FAQs
How can I use "that lead to" in a sentence?
Use "that lead to" to connect a cause with its effect. For example, "Poor communication skills "that lead to" misunderstandings can damage relationships."
What are some alternatives to "that lead to"?
You can use alternatives such as "that result in", "that contribute to", or "that give rise to" depending on the specific nuance you want to convey.
Is there a difference between "that lead to" and "that resulted in"?
While both express cause and effect, "that lead to" implies a process or sequence of events, while "that resulted in" focuses more on the final outcome. The choice depends on whether you want to emphasize the process or the result.
Can "that lead to" be used in formal writing?
Yes, "that lead to" is suitable for formal writing. It is grammatically correct and widely used in academic, business, and journalistic contexts to express cause-and-effect relationships clearly and concisely.
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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
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested