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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
variables contribute
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "variables contribute" is correct and usable in written English.
You can use it when discussing the role or impact of variables in a particular context, such as in scientific research, statistics, or programming. Example: "In this experiment, we need to analyze how different variables contribute to the overall outcome."
✓ Grammatically correct
Science
News & Media
Formal & Business
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
60 human-written examples
In summary, psychosocial variables contribute to pain variability (Table 5).
Science
We find that all our psychological variables contribute towards the explanation of contributions.
The two slow variables contribute as follows.
The slow variables contribute as follows.
Many variables contribute to these results.
Urban forest variables contribute up to 60% of comfort improvement.
Science
Nevertheless, when combined, the variables contribute to a plausible and transparent classification.
Science
This study observed that almost all the postulated biophysical/environmental variables contribute positively to household vulnerability.
Science
Theory suggests that proximal contextual variables contribute to women's underrepresentation in STEM fields.
Multivariate data analysis usually deals with 'non-selective' variables, which means that several different variables contribute simultaneously.
Just as many variables contribute to test anxiety, the solution in turn embodies a multifactorial toolkit for coping (Fig. 2).
Expert writing Tips
Best practice
When using "variables contribute", ensure the context clearly defines what the variables are contributing to. Be specific about the outcome or effect.
Common error
Avoid using "variables contribute" without specifying the variables. Always clearly identify the variables you are referring to, otherwise the sentence can be confusing.
Source & Trust
83%
Authority and reliability
4.6/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "variables contribute" primarily functions as a statement indicating that certain factors (variables) have an effect or play a role in producing a particular outcome. Ludwig examples showcase this usage across diverse scientific and academic contexts.
Frequent in
Science
96%
News & Media
2%
Formal & Business
2%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
The phrase "variables contribute" is a grammatically sound and frequently used expression, particularly within scientific and academic discourse. As Ludwig AI shows, this phrase effectively conveys the impact or influence that certain factors exert on specific outcomes. It is important to clearly define the variables in question to avoid ambiguity. While various alternatives exist, such as "factors influence" or "elements impact", the core meaning remains consistent: certain elements play a significant role.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
factors influence
This alternative replaces "contribute" with "influence", shifting the focus slightly to the act of affecting something.
elements impact
Using "elements" instead of "variables" broadens the scope, while "impact" emphasizes the effect.
determinants affect
"Determinants" highlights the causal nature, and "affect" focuses on the result of the influence.
components shape
"Components" suggests that the variables are parts of a larger whole, and "shape" emphasizes the formation of something.
aspects play a role
This phrase is less direct, softening the assertion of influence.
considerations factor in
"Considerations" highlights that these variables need to be taken into account.
influences bear on
Using "bear on" introduces a sense of relevance or connection.
inputs feed into
"Inputs" is often used in technical contexts, suggesting that these variables are part of a process.
dimensions are involved
This alternative is more general, indicating that these variables are part of the situation.
features have a hand in
This phrase is informal, implying that these variables are helping to bring about a certain outcome.
FAQs
How can I use "variables contribute" in a sentence?
You can use "variables contribute" to indicate that certain factors have an impact on a particular outcome. For example, "Environmental variables contribute to the distribution of species."
What are some alternatives to "variables contribute"?
You can use alternatives such as "factors influence", "elements impact", or "determinants affect" depending on the specific context.
Is it correct to say "variables contributes" instead of "variables contribute"?
No, it is grammatically incorrect. Since "variables" is plural, the verb should be in the plural form as well, so the correct phrase is "variables contribute".
In academic writing, is "variables contribute" considered formal enough?
Yes, "variables contribute" is suitable for academic writing. It's a neutral and clear way to express the influence of certain factors. However, depending on the nuances you want to convey, alternatives such as "determinants affect" or "components shape" might be more appropriate in specific cases.
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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
83%
Authority and reliability
4.6/5
Expert rating
Real-world application tested