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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
largely driven by
Grammar usage guide and real-world examplesUSAGE SUMMARY
"largely driven by" is correct and commonly used in written English.
It is typically used to describe a situation or factor that has a strong influence or impact on something else. Example: The success of the company's new product was largely driven by its innovative design and effective marketing strategy.
✓ Grammatically correct
News & Media
Academia
Science
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
Aldi's growth is largely driven by new stores.
News & Media
"Our gates are 25% up, that's largely driven by families.
News & Media
BLOCH Our designs are largely driven by the data.
News & Media
Growth was largely driven by the public sector.
News & Media
This annual transformation is largely driven by the calendar.
News & Media
Inter-GCM differences are largely driven by differences in precipitation.
Science
While today's AI technologies are largely driven by pattern recognition, human intelligence goes far beyond that.
Academia
This is largely driven by persistent traffic growth and higher conversion rates.
Academia
In my opinion, we live in a world largely driven by clichés and perceptions.
Academia
In Japan, modest gains in share prices since 2003 were largely driven by overseas investors.
News & Media
Joe: The success of our business has been largely driven by the people that we hire.
News & Media
Expert writing Tips
Best practice
Use "largely driven by" to emphasize the significant influence of a particular factor without completely dismissing other contributing elements.
Common error
Avoid using "largely driven by" when the effect is only partially influenced by the stated factor. Use more nuanced language if multiple factors contribute significantly.
Source & Trust
86%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "largely driven by" functions as a causal connector, indicating that a specific factor is a primary cause or influence behind a particular outcome. As Ludwig AI confirms, this phrase is a correct and commonly used way to express causation. Examples from Ludwig illustrate its use in various contexts, from economic growth to technological advancements.
Frequent in
News & Media
56%
Academia
23%
Science
21%
Less common in
Formal & Business
0%
Encyclopedias
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "largely driven by" is a commonly used and grammatically correct phrase that indicates a primary cause or influence. Ludwig AI confirms its validity and widespread use. It's most frequently found in news and media, academic, and scientific contexts, serving to explain outcomes by attributing them to their main drivers. While versatile, it's important to ensure that the attributed factor is indeed a significant contributor and not an overstatement of causation. Alternatives like "primarily caused by" or "significantly shaped by" can offer nuanced variations in meaning.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
primarily caused by
Focuses more directly on causation, suggesting a main cause.
mainly attributable to
Highlights the source or reason to which something can be credited.
largely influenced by
Emphasizes the effect of influence rather than direct causation.
mostly determined by
Suggests a strong controlling factor or determinant.
significantly shaped by
Implies a formative effect, often over time.
predominantly fueled by
Conveys a sense of energy or impetus behind the effect.
chiefly prompted by
Highlights the initial cause or instigation.
substantially impacted by
Focuses on the degree of impact or alteration.
greatly affected by
Similar to 'influenced', but can suggest a more direct impact.
heavily reliant on
Indicates dependence on a particular factor, shifting the focus slightly from causation to dependence.
FAQs
How can I use "largely driven by" in a sentence?
You can use "largely driven by" to indicate that a particular factor has a significant influence on an outcome. For example, "The company's growth was "largely driven by" its innovative marketing strategy."
What are some alternatives to "largely driven by"?
Alternatives include phrases like "primarily caused by", "mainly attributable to", or "significantly shaped by", depending on the nuance you want to convey. See more options "primarily caused by".
Is it correct to say "entirely driven by" instead of "largely driven by"?
While "entirely driven by" suggests a complete dependence on a single factor, "largely driven by" implies a significant, but not exclusive, influence. The choice depends on the accuracy of the statement in relation to the context.
What's the difference between "influenced by" and "largely driven by"?
"Largely driven by" suggests a more direct and powerful causal relationship than "influenced by", which can imply a more subtle or indirect effect.
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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
86%
Authority and reliability
4.5/5
Expert rating
Real-world application tested