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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
is a primary driver of
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "is a primary driver of" is correct and usable in written English. You can use it when discussing the main factors or influences behind a particular outcome or phenomenon. For example: "Economic growth is a primary driver of job creation." Alternative expressions include "is a key factor in," "is a major contributor to," and "is a significant influence on."
✓ Grammatically correct
Science
News & Media
Formal & Business
Alternative expressions(20)
is a key factor in
plays a central role in
is a significant influence on
plays a vital role in
is instrumental to
is central to
is fundamental to
is paramount for
is critical for
contributes significantly to
is a major factor in
plays a dominating role in
plays a main role in
has a big influence
significantly affects
plays a major role
exerts considerable impact
play a limited role in
play a major role in
have a substantial impact on
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
35 human-written examples
We recognize that the growing competitiveness of getting into top-tier institutions is a primary driver of student burnout, and for that reason it is even more important to convey this note to parents: Let your children enjoy their youth.
News & Media
Agriculture is a primary driver of landscape change (Houghton 1994).
Science
Remodeling epithelia is a primary driver of morphogenesis.
Science
Cities have an unequal distribution of resources which is a primary driver of travel.
News & Media
First, the consumer culture of holiday gift-giving is a primary driver of retail shopping.
News & Media
The trucking industry is a primary driver of the U.S. economy.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
25 human-written examples
But this ignores the fact the government is the largest purchaser of health care and that Medicare policies are a primary driver of health care inflation.
News & Media
The city has been particularly hard hit by the shrinking of the financial services industry, which, much like in Midtown Manhattan, had been a primary driver of growth.
News & Media
The appetite in those markets for Japanese exports has been a primary driver of economic growth here over the last several quarters, but in the third quarter, imports exceeded exports, a rare occurrence in Japan.
News & Media
Medical bills are a primary driver of bankruptcy for middle-class families; the law removes the lifetime benefit limit, ends denial of coverage for pre-existing conditions and contains other rules that might help reduce the number of bankruptcies.
News & Media
Historically, our user growth has been a primary driver of growth in our revenue.
News & Media
Expert writing Tips
Best practice
Ensure that the noun following 'of' is a process, outcome or condition that can be logically 'driven' by an external factor.
Common error
Avoid using "is a primary driver of" if you have already listed several other factors as being equally important. The word 'primary' literally means 'of first importance' or 'principal'—using it for multiple conflicting factors weakens your argument.
Source & Trust
85%
Authority and reliability
4.9/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "is a primary driver of" functions as a complex verbal predicate that establishes a strong causal or correlative link between a subject and an outcome. According to Ludwig, it allows writers to foreground a specific variable as the principal agent of change within a sentence structure.
Frequent in
Science
55%
News & Media
30%
Formal & Business
15%
Less common in
Social Media
5%
Wiki
3%
Reference
2%
Ludwig's WRAP-UP
In conclusion, "is a primary driver of" is a robust and grammatically sound phrase that excels in professional and academic settings. Data from Ludwig AI indicates that it is most frequently utilized in scientific literature and high-quality journalism to pinpoint the most influential factor in a sequence of events. While it is synonymous with phrases like "is a major contributor to", it carries a more decisive tone. Writers should use it when they want to emphasize that a specific factor is the principal reason for an outcome, ensuring they do not dilute its meaning by applying it to secondary or tertiary factors.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
is a major contributor to
Slightly less definitive than primary, suggesting one of several strong factors
is a key factor in
More general and less technical, suitable for various registers
plays a central role in
Emphasizes the function or agency of the subject rather than just causality
is a significant influence on
Softer tone, indicating impact without necessarily being the sole driver
stands as a leading cause of
Stronger focus on direct cause-and-effect relationships
acts as a fundamental catalyst for
Suggests the factor accelerates or initiates a change
represents a critical determinant of
Highly formal and academic, often used in statistical contexts
is a main source of
Focuses on the origin of a problem or phenomenon
functions as a vital element of
Highlights the structural necessity of the factor within a system
serves as a core engine for
Uses a mechanical metaphor to describe driving force
FAQs
How to use "is a primary driver of" in a sentence?
You can use it to link a cause to an effect, such as: "Rising global demand for energy "is a primary driver of" infrastructure investment."
What can I say instead of "is a primary driver of"?
Depending on your context, you can use alternatives like "is a major contributor to", "is a key factor in" or "represents a critical determinant of".
Is "is a primary driver of" appropriate for academic writing?
Yes, it is highly appropriate. Ludwig AI shows that this phrase is frequently used in scientific journals like PlosOne and the Journal of Hydrology to describe causal relationships.
What is the difference between "is a primary driver of" and "is a leading cause of"?
While similar, "is a leading cause of" is more common in medical or negative contexts, whereas "is a primary driver of" is often used in economic, environmental and technical contexts to describe forces behind growth or change.
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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
85%
Authority and reliability
4.9/5
Expert rating
Real-world application tested