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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
all of which contributes
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "all of which contributes" is correct and usable in written English.
It can be used when referring to multiple elements or factors that collectively have a positive impact or effect on a particular outcome. Example: "The various training programs, workshops, and mentorship opportunities, all of which contributes to employee development, have been well received."
✓ Grammatically correct
News & Media
Science
Academia
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
17 human-written examples
All of which contributes to how much we sit.
News & Media
She holds a sense of apathy she cannot kick, she says, all of which contributes to depression.
News & Media
All of which contributes just so much more to her amazing fitness as a guide to the amenities of living.
News & Media
All of which contributes to the sense that we are seeing ghost towns – or ghost streets – in the process of formation.
News & Media
Mutants ΔsigDΔlytEΔlytD and ΔsigDΔlytEΔlytCΔlytD also showed an increased tolerance to high osmotic pressure of sodium chloride, allowing unsterile fermentation, all of which contributes to reduced processing cost.
Science
All of which contributes to the spatula-wielding contradiction that is the star of "Bitchin' Kitchen": On one hand she talks like a biker.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
43 human-written examples
By improving mindfulness, it simultaneously helps to boost compassion, gratitude, and "flow" states, all of which contribute to greater happiness.
Academia
In fact, Canada boasts 10 native maple species, all of which contribute to the beautiful leaf displays seen in autumn.
Encyclopedias
Weisberg sees George Bush's life and presidency as products of a series of relationships with other people, all of which contributed to his failures.
News & Media
There are interactions between hundreds of different compounds, all of which contribute towards the ultimate flavour, aroma and structure of the drink.
News & Media
Fact: No, they see it as one among many useful sources, all of which contribute to the scientific understanding of climate trends and causes.
News & Media
Expert writing Tips
Best practice
When using "all of which contributes", ensure that the preceding clause clearly lists multiple factors or elements that collectively lead to the described effect. This maintains clarity and logical flow.
Common error
Avoid using "all of which contributes" when the antecedent is a singular noun or concept. The phrase implies multiple contributing factors; a singular antecedent creates a grammatical mismatch.
Source & Trust
86%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "all of which contributes" functions as a linking phrase within a sentence. It connects a preceding clause (listing multiple factors) to a subsequent explanation of their collective impact. Ludwig AI confirms its correct usage in various contexts.
Frequent in
News & Media
40%
Science
35%
Academia
25%
Less common in
Encyclopedias
0%
Formal & Business
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "all of which contributes" is a useful phrase to link multiple factors to a shared outcome. Ludwig AI validates its grammatical correctness and prevalent use across different sources. It commonly appears in News & Media, Science, and Academic writing. Be mindful to use it after referencing a list of elements, and consider alternatives such as "all of which adds to" or "all of which leads to" to better express different nuances and meanings. The phrase is deemed suitable in both formal and informal contexts.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
all of which adds to
Replaces "contributes" with "adds to", emphasizing accumulation or augmentation.
all of which leads to
Focuses on the consequential aspect, suggesting a direct path to a result.
all of which results in
Highlights the outcome or effect of the preceding factors.
all of which is conducive to
Indicates a supportive or favorable environment for something to occur.
all of which fosters
Emphasizes the nurturing or promoting aspect of the contributing factors.
all of which promotes
Highlights the idea of advancement or encouragement toward a specific goal.
all of which facilitates
Stresses the ease or assistance provided by the contributing elements.
all of which plays a part in
Suggests a collaborative effort where each element has a role.
all of which has an impact on
Emphasizes the influence or effect exerted by the mentioned elements.
all of which is instrumental in
Highlights the crucial or essential nature of the contributing factors.
FAQs
How can I use "all of which contributes" in a sentence?
Use "all of which contributes" to connect a list of items to an outcome they collectively influence. For instance, "Improved training, better resources, and increased support, all of which contributes to higher employee satisfaction."
What are some alternatives to "all of which contributes"?
Alternatives include "all of which adds to", "all of which leads to", or "all of which plays a part in", depending on the specific nuance you want to convey.
Is it better to use "all of which contribute" or "all of which contributes"?
"All of which contribute" is grammatically correct when referring to a plural antecedent implied by "all of which". "All of which contributes" is appropriate if the emphasis is on the collective effect rather than individual contributions.
What's the difference between "all of which contributes" and "all of which results in"?
"All of which contributes" emphasizes the input or contributing factors, while "all of which results in" highlights the outcome or consequence. The choice depends on whether you want to focus on the cause or the 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