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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
which led towards
Grammar usage guide and real-world examplesUSAGE SUMMARY
"which led towards" is a correct and usable phrase in written English.
You can use it when you want to indicate that something caused or influenced the result of something else. For example: "The prisoner's unlawful actions sparked an investigation which led towards the uncovering of a larger criminal network."
✓ Grammatically correct
Wiki
Science
News & Media
Alternative expressions(2)
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
3 human-written examples
The circumstances which led towards her adoption are obscure and the fate of her birth parents/family is not even mentioned.
Wiki
A feature of central York is the Snickelways, narrow pedestrian routes, many of which led towards the former market-places in Pavement and St Sampson's Square.
Wiki
Participants were interviewed within one month of their trial consultation and asked to reflect on the steps which led towards their presentation in primary care.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
57 human-written examples
They get in the rut of consuming alcohol which leads towards domestic violence and other forms of violence".
News & Media
This corner of Assam, situated north of the Brahmaputra river, where India's plains rise up into the foothills of the Himalayan kingdom of Bhutan, has been embroiled in a decades-old struggle for statehood by Assam's largest tribe, the Bodo (pronounced Boro).A convoy of military vehicles drives along National Highway 52, which leads towards Udalguri from Guwahati.
News & Media
Extra message exchanges are required for cluster head election which leads towards battery consumption of mobile node.
You trigger a person's consumption decisions or build upon an existing customer's brand loyalty by exploiting the fan's emotional connection with NBA and MLB players in order to creatively connect a psychological bridge which leads towards greater brand awareness and brand equity for ABI products.
News & Media
Another coin was located by Trinity Path which leads towards the fort.
Wiki
In addition to the of office space, of retail space and 1,030 basement car-parking bays in the project at completion, the site also includes a landscaped park, which leads towards the intended focal point of the precinct, the restored Wesley Church on the opposite side of Hay Street.
Wiki
The speciation event which lead towards lecithotrophy or direct development in one of the two sister species may have happened quite recently, so that species pairs with one species with indirect and one (or a few) with direct development are now seen.
Science
Stay in the corridor which leads towards the drill area, fighting off the police.
Wiki
Expert writing Tips
Best practice
Use "which led towards" to clearly indicate a causal relationship, particularly when describing a sequence of events or a process where one action directly influences the next.
Common error
Avoid solely relying on "led to" as a replacement for "which led towards". "Which led towards" provides a smoother transition and integrates better within complex sentences, offering clarity in describing progressive outcomes.
Source & Trust
80%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "which led towards" functions as a relative clause introducing a causal connection. It connects a previous action or event to a subsequent outcome, indicating a directional influence. As Ludwig AI confirms, it is grammatically correct and used to show that something caused or influenced something else. The phrase builds upon a preceding clause to explain its impact.
Frequent in
News & Media
33%
Science
33%
Wiki
33%
Less common in
Formal & Business
0%
Encyclopedias
0%
Academia
0%
Ludwig's WRAP-UP
In summary, "which led towards" is a grammatically correct phrase used to establish causality and describe progression. As Ludwig AI confirms, it effectively indicates a connection between an action or event and its subsequent outcome. While categorized as rare in frequency, the phrase appears in diverse contexts, including News & Media, Science and Wiki. To enhance writing, consider alternatives like "that steered toward" or "that contributed to" to add nuance. Avoid overusing "led to" and remember that "which led towards" often implies a gradual, directional influence. The authoritative sources mentioning this term are mainly Wikipedia, BMC Family Practice and The Guardian.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
that contributed to
Highlights the action of playing a part in something.
that directed towards
Highlights a sense of control and intentionality in influencing a specific outcome.
that brought about
Suggests causation of an event.
that guided to
Suggests assistance and support in achieving a certain target or objective.
that steered toward
Emphasizes guidance and direction, suggesting a deliberate course.
that propelled forward
Implies strong momentum and advancement as a result of a preceding action.
that paved the way for
Indicates the creation of opportunities or prospects.
that was instrumental in
Stresses importance of something to achieving the result.
that influenced to
Focuses on the power of affecting or altering a particular decision or condition.
that had an impact on
Highlights influence and consequence on something.
FAQs
How can I use "which led towards" in a sentence?
Use "which led towards" to connect a preceding clause to a subsequent outcome or direction. For example, "The prisoner's unlawful actions sparked an investigation "which led towards" the uncovering of a larger criminal network".
What are some alternatives to using "which led towards"?
You can use alternatives such as "that steered toward", "that directed towards", or "that contributed to", depending on the specific nuance you want to convey.
Is it better to say "which led to" or "which led towards"?
While both are grammatically correct, "which led towards" often implies a gradual or directional progression, whereas "which led to" suggests a more direct and immediate consequence. Consider the context to choose the most fitting phrase.
Can "which led towards" be used in formal writing?
Yes, "which led towards" is appropriate for formal writing, especially when you need to describe a series of events or the direction of a process in a clear and concise manner.
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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
80%
Authority and reliability
4.1/5
Expert rating
Real-world application tested