Used and loved by millions
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
correlates positively with
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "correlates positively with" is correct and usable in written English.
It can be used in contexts where you are discussing the relationship between two variables, indicating that as one variable increases, the other also tends to increase. Example: "The study found that the amount of time spent studying correlates positively with exam scores."
✓ Grammatically correct
Science
News & Media
Academia
Alternative expressions(20)
is positively associated with
rises in conjunction with
is directly proportional to
exhibits a positive relationship with
is congruent with
is consistent with
aligns seamlessly with
complements ideally
ties in well with
integrates smoothly with
harmonizes effectively with
tying in well with
is in accordance with
functions effectively with
works well with
integrates seamlessly with
shows a positive correlation with
rises in proportion to
tends to increase with
increases in line with
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
Knowledge of lexical chunks correlates positively with L2 proficiency.
Science
Complication risk correlates positively with number of venous cannulation attempts.
First, we analyze the humans' strategies, showing that using compositionality and avoiding synonyms correlates positively with task performance.
Academia
Here DSGSD abundance correlates positively with the degree of valley incision and related relief.
Listen: A big data crunch found that aligning with partner country priorities correlates positively with the extent to which development partners influence government reforms.
News & Media
Bak, L. K. et al. Novel model of neuronal bioenergetics: postsynaptic utilization of Glucose but not lactate correlates positively with Ca2+ signalling in cultured mouse glutamatergic neurons.
Science & Research
Conclusions: The frequency of calls from children correlates positively with change in length of day (i.e., maximal in spring and fall), and the magnitude of the seasonal variation correlates positively with latitude and negatively with age.
Moreover, originality correlates positively with the number of unique combinations, and the extent to which the original shapes are restructured.
Science
We find that the percentage of cropland in a given region correlates positively with nitrate concentration in groundwater.
The results suggest that jay density correlates positively with forest cover and landscape heterogeneity variables, and negatively with shrubland cover.
Na+ correlates positively with Cl− albeit weakly (Table 5).
Science
Expert writing Tips
Best practice
When using "correlates positively with", ensure that the data or evidence supports a genuine positive relationship. Avoid implying causation unless it's explicitly proven.
Common error
Avoid assuming that because one variable "correlates positively with" another, it directly causes the increase. Correlation does not equal causation; other factors may be involved.
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "correlates positively with" functions as a relational expression, indicating a statistical relationship between two variables where an increase in one is associated with an increase in the other. Ludwig AI confirms its correct usage in numerous contexts.
Frequent in
Science
72%
News & Media
14%
Academia
12%
Less common in
Formal & Business
2%
Ludwig's WRAP-UP
In summary, the phrase "correlates positively with" is a grammatically correct and frequently used expression to indicate a positive statistical relationship between two variables. As Ludwig AI shows, it is most commonly found in scientific, academic, and journalistic contexts. When using this phrase, be mindful of the distinction between correlation and causation. Alternatives such as "is positively associated with" or "has a positive correlation with" may be suitable depending on the desired nuance. Be careful to not assume cause, as correlation doesn't necessarily mean one causes the other.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
is positively associated with
Focuses on the association between two elements rather than the direct correlation, implying a relationship without quantifying its strength.
has a positive correlation with
Directly states a positive statistical correlation, emphasizing the quantitative aspect of the relationship.
increases in tandem with
Highlights the concurrent increase of two elements, suggesting a synchronized upward trend.
rises in conjunction with
Similar to "increases in tandem with", but emphasizes the simultaneous occurrence of the increase.
is directly proportional to
Indicates a precise mathematical relationship where one variable increases at a constant rate relative to another.
is linked positively to
Emphasizes the connection between two elements, specifying that the link is positive, but less formal than correlation.
is favorably related to
Suggests a beneficial or advantageous relationship, implying a positive influence.
tracks positively with
Implies that the movement or change in one variable closely follows and aligns with the movement of another in a positive direction.
exhibits a positive relationship with
A more formal way of stating that a positive connection exists, often used in research or academic contexts.
demonstrates a direct link with
Highlights a clear and immediate connection, suggesting a cause-and-effect relationship that is also positive.
FAQs
How do I use "correlates positively with" in a sentence?
Use "correlates positively with" to indicate that as one variable increases, the other also tends to increase. For example: "Increased exercise "correlates positively with" improved cardiovascular health."
What are some alternatives to "correlates positively with"?
Alternatives include "is positively associated with", "has a positive correlation with", or "increases in tandem with", depending on the specific nuance you want to convey.
Is it grammatically correct to say "correlates positively to" instead of "correlates positively with"?
While "correlates positively with" is the standard and preferred usage, "correlates positively to" is less common and may be considered grammatically incorrect in formal writing. Stick to "correlates positively with" for clarity and acceptance.
What is the difference between "correlates positively with" and "causes"?
"Correlates positively with" indicates a statistical relationship where an increase in one variable is associated with an increase in another, but it doesn't necessarily mean one causes the other. "Causes" implies a direct causal relationship, where one variable directly influences the other. Be careful not to confuse correlation with causation.
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested