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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
virtually due to
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "virtually due to" is not standard in written English and may cause confusion.
It could be used when attempting to express that something is almost or nearly caused by something else, but it is better to use clearer alternatives. Example: "The project's success was virtually due to the team's hard work and dedication."
⚠ May contain grammatical issues
Science
News & Media
Formal & Business
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
Members meet based on their needs, with some joining meetings virtually due to their remote location.
As COD in the binary solution was virtually due to the presence of phenol and 4-CP, the process variables influenced the COD adsorption manifested the intermediary interaction characteristics of these phenolic compounds.
Science
It is important to note that the change in the estimated risk of AMI during drug use when using more specific criteria is virtually due to the exclusion of AMI cases identified by free-text search: with AMI50, cases identified by free text in IPCI were excluded while with AMI75 all cases identified by free text in IPCI and HSD were excluded.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
57 human-written examples
It's an allegorical fantasy about, again, a future where Earth has become virtually uninhabitable due to mankind's reckless ways.
News & Media
"The flow of asylum-seeker vessels into Australia has virtually ceased due to the turnback policy.
News & Media
In the United States at least, civil liability would be virtually impossible due to the immunity granted by law to the military and its contractors and the evidentiary obstacles to products liability suits".
News & Media
Calculations of metastable phase equilibria in these alloys are virtually nonexistent due to the lack of quantitative information on the thermodynamics of the precipitate phases.
Science
Groundwater is the only source of water in Yucatan, since surface water is virtually absent due to the karstic nature of the soil.
The optical gap of the BN tubule is virtually closed due to the effect of one Sb atom impurity per translational unit cell, in contrast to the weak indium-induced perturbation of the band structure of the BN nanotube.
It is also shown that for some combinations of cylinder array geometry and mass-damping parameter the theoretical stability boundary of a single flexible cylinder surrounded by rigid cylinders is sensibly the same as that for a full array of flexible cylinders, the instability mechanism for these cases being virtually entirely due to negative fluid damping.
Robust, Europe, and Prudent were virtually unmanageable due to damage to their sails and rigging.
Wiki
Expert writing Tips
Best practice
When expressing causality, prefer clear and direct phrases such as "because of", "as a result of", or "due to". Avoid using "virtually due to" as it can sound awkward and less precise.
Common error
Avoid using "virtually due to" in an attempt to sound more sophisticated. Directness often improves clarity. Instead of saying "The delay was virtually due to the weather", say "The delay was due to the weather" or "The weather caused the delay".
Source & Trust
81%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "virtually due to" functions as a causal connector, attempting to link an outcome with its cause. However, it introduces a degree of approximation, suggesting that the cause is not entirely responsible for the effect. As Ludwig indicates, the phrase is questionable and suggests better alternatives.
Frequent in
Science
67%
News & Media
22%
Wiki
11%
Less common in
Formal & Business
0%
Encyclopedias
0%
Reference
0%
Ludwig's WRAP-UP
In summary, the phrase "virtually due to" attempts to express a near or approximate causal relationship. However, according to Ludwig, its usage is not standard and is best avoided in favor of clearer alternatives such as "almost because of" or "nearly as a result of". While found in diverse sources, including science and news, its infrequent occurrence and grammatical awkwardness make it a less desirable choice for precise and effective communication. It's better to opt for more direct and unambiguous causal expressions to ensure clarity in writing.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
virtually caused by
Slightly rewords to emphasize a near-direct cause without needing "due to".
almost because of
Replaces "virtually" with "almost" for clearer expression of near causation.
nearly as a result of
Substitutes "virtually" with "nearly" and uses "as a result of" for a more formal causal link.
practically caused by
Emphasizes the practical effect of the cause, implying it's nearly a direct cause.
effectively attributed to
Formally attributes the effect, suggesting it's seen as caused by something.
tantamount to being caused by
Implies the effect is almost identical to being directly caused.
in effect due to
Uses "in effect" to soften the direct causal claim, indicating influence.
for all intents and purposes, caused by
Highlights that for practical considerations, the effect is caused by the specified factor.
in essence, because of
Highlights a fundamental causal relationship, framing it as an essential cause.
functionally caused by
Focuses on the functional relationship, implying the effect is nearly functionally caused.
FAQs
How can I rephrase "virtually due to" for better clarity?
Consider using alternatives such as "almost because of", "nearly as a result of", or simply "because of", depending on the intended nuance.
Is "virtually due to" grammatically correct?
While understandable, "virtually due to" is not considered standard English. It's better to use clearer and more direct causal phrases.
What does "virtually due to" imply?
It suggests something is almost entirely caused by something else, but not quite. It's often used when the causation isn't direct or fully complete.
Are there situations where "virtually due to" is appropriate?
In most cases, no. More precise phrasing is preferable. For example, instead of "The failure was virtually due to lack of funding," you could say "The failure was largely due to lack of funding" or "Lack of funding nearly caused the failure".
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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
81%
Authority and reliability
2.8/5
Expert rating
Real-world application tested