highly correlated

USAGE SUMMARY

"highly correlated" is a perfectly correct and usable phrase in written English.
It is used to describe a relationship between two variables that have a strong correlation to one another. For example: "The data suggest that there is a highly correlated relationship between economic growth and increased employment."

✓ Grammatically correct

Academia

News & Media

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Hosie follows up, pointing out that output growth in Scotland is highly correlated with the rest of the UK -- so is being highly correlated beneficial to creating a successful currency union?

The Guardian - Business

"It's highly correlated with age".

The New York Times

are highly correlated.

Harvard University

Why are markets so highly correlated?

The New York Times

"Historically, wage moves are most highly correlated with inflation.

The Guardian - Money

These increases are highly correlated.

European Economic Review

"Rising inequality is highly correlated to unequal access to education.

Massachusetts Institute of Technology

Thus, fair play and reproductive fitness may be highly correlated.

University of California, Berkeley

RESULTS Total and HMW adiponectin were highly correlated (r = 0.94).

Harvard University

Their primary home (one would assume), is highly correlated with RE in Sac.

The New York Times

Mutations in the gene are highly correlated with schizophrenia in about 15percentt of Icelandic patients.

The New York Times

Expert writing Tips

Best practice

When using "highly correlated", ensure you specify the variables being correlated and, if possible, the direction and strength of the correlation (e.g., positive, negative, strong, weak).

Common error

Avoid assuming that because two variables are "highly correlated", one causes the other. Correlation does not equal causation; there may be other underlying factors influencing both variables.

Linguistic Context

The phrase "highly correlated" functions as an adjective phrase, modifying a noun to indicate a strong statistical relationship between two or more variables. As Ludwig AI indicates, it is considered grammatically correct. Examples from Ludwig show its use across various domains.

Expression frequency: Very common

Frequent in

Science

48%

News & Media

31%

Academia

21%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "highly correlated" is a common and grammatically correct adjective phrase used to describe a strong statistical relationship between variables. Ludwig AI confirms its validity. Predominantly used in scientific, academic, and news contexts, it signifies a notable association but does not necessarily imply causation. Alternatives include "strongly associated" or "closely linked". When employing this phrase, clarify the variables involved and avoid the common error of assuming causation from correlation.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

strongly associated

Emphasizes the strength of the association rather than the statistical correlation.

closely linked

Highlights the connection or interdependence between the variables.

tightly bound

Suggests a very strong and inseparable relationship.

intimately connected

Implies a deep and significant relationship.

significantly related

Focuses on the statistical significance of the relationship.

strongly interrelated

Highlights the mutual relationship and influence between variables.

heavily dependent

Emphasizes the reliance of one variable on another.

inseparable

Indicates that the two things cannot be considered apart.

directly proportional

Suggests that as one variable increases, the other increases at a constant rate.

commensurate

Implies that two things are in proportion or correspond in degree.

FAQs

What does it mean when two variables are "highly correlated"?

It means that the two variables have a strong statistical relationship, tending to move together. However, "correlation" doesn't necessarily imply causation.

How can I use "highly correlated" in a sentence?

You can say, for example, "The study found that income level and educational attainment are "highly correlated"" or "Changes in interest rates are "highly correlated" with fluctuations in the housing market".

What are some alternatives to saying "highly correlated"?

Depending on the context, you could use alternatives like "strongly associated", "closely linked", or "significantly related".

Is it appropriate to use "highly correlated" in formal writing?

Yes, "highly correlated" is appropriate for formal writing, particularly in academic, scientific, and business contexts. It is a precise term for describing statistical relationships.