highly significant correlation

USAGE SUMMARY

The phrase "highly significant correlation" is correct and usable in written English. You can use it when discussing statistical results that indicate a strong relationship between two variables. For example, "The study found a highly significant correlation between exercise frequency and overall health." Alternative expressions include "strong correlation" and "robust correlation."

✓ Grammatically correct

Science

Academia

Human-verified examples from authoritative sources

Exact Expressions

58 human-written examples

The two methods showed a positive and highly significant correlation.

Applied Clay Science

A highly significant correlation was found between the RNA-seq and real-time RT-PCR results (P = 0.001, R2 = 0.9114).

Nature

In 25 children they observed a highly significant correlation between the frequency of nocturnal asthma and the severity of GER.

Nature

Modelling the random effects at block level alone led to highly significant correlation among the residuals.

Forest Ecology and Management

For most microstructural parameters there was a highly significant correlation with ultrasonic parameters (r = 0.33 0.91).

Bone

The test retest reliability confirmed a highly significant correlation between the total scores for each domain.

European Journal of Obstetrics & Gynecology and Reproductive Biology

"Statistically speaking, we found a highly significant correlation between 'brilliance required' outlooks and women's representation across the totality of 30 disciplines," said Leslie.

Princeton University

Contingency analysis demonstrated a highly significant correlation between the results of the developed LAMP assay and the reference qPCR method.

Water Research

The detailed FDA communications revealed highly significant correlation of the loading dose delay and primary efficacy outcomes favoring prasugrel.

Cardiovascular Revascularization Medicine

Human-verified similar examples from authoritative sources

Similar Expressions

2 human-written examples

Excellent comparisons were achieved with a highly-significant correlation between estimates of mineral composition (Figure S1).

Nature

We found also a highly-significant correlation between field spiking activity and fEPSP plasticity.

Plosone

Expert writing Tips

Best practice

When reporting a "highly significant correlation", always include the statistical measures (e.g., p-value, r-value) to provide context and support your claim.

Common error

Avoid implying causation when reporting a "highly significant correlation". Correlation does not equal causation; further research is needed to establish a causal relationship.

Linguistic Context

The phrase "highly significant correlation" functions as a descriptor, typically used to characterize the strength and statistical importance of a relationship between two or more variables. As demonstrated by Ludwig, it is commonly used in scientific and academic contexts to convey the reliability of observed correlations.

Expression frequency: Very common

Frequent in

Science

89%

Academia

11%

News & Media

0%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "highly significant correlation" is a common and grammatically sound expression used primarily in scientific and academic writing to denote a statistically strong relationship between variables. According to Ludwig, the phrase follows standard grammar rules and is widely accepted. The phrase is most frequently found in Science and Academia. When using this phrase, it's crucial to provide supporting statistical measures and avoid implying causation without further evidence. Related phrases include "statistically significant association" and "substantial correlation". Therefore, be sure to clearly state your correlation in its statistical context.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

statistically significant association

Replaces "correlation" with "association", emphasizing a relationship but not necessarily a linear one.

noteworthy correlation

Substitutes "highly significant" with "noteworthy", indicating that the correlation is worth paying attention to.

substantial correlation

Uses "substantial" to highlight the magnitude or importance of the correlation.

strong statistical relationship

Rephrases the entire phrase to focus on the "relationship" and its statistical validity.

meaningful correlation

Indicates that the correlation has practical importance and is not just a statistical anomaly.

pronounced correlation

Suggests that the correlation is very noticeable or evident.

significant positive correlation

Specifies that correlation is positive. Omits the word "highly" to provide less emphasis.

demonstrates considerable correlation

Uses a more formal verb ("demonstrates") and adjective ("considerable") to describe the correlation.

remarkably significant correlation

Emphasizes the surprising or unexpected nature of the significant correlation.

appreciable correlation

Uses "appreciable" to denote that the correlation is large enough to be perceived or measured.

FAQs

What does "highly significant correlation" mean in statistics?

In statistics, a "highly significant correlation" indicates a strong statistical relationship between two variables, where the probability of the observed relationship occurring by chance is very low (typically, p < 0.01 or p < 0.001).

How do I report a "highly significant correlation" in a research paper?

When reporting a "highly significant correlation", include the correlation coefficient (r), the p-value, and the sample size (n). For example: "A highly significant correlation was found between variable X and variable Y (r = 0.85, p < 0.001, n = 100)."

What are some alternatives to "highly significant correlation"?

You can use alternatives like "statistically significant association", "substantial correlation", or "strong statistical relationship" depending on the context and desired emphasis.

Is a "highly significant correlation" always meaningful?

While a "highly significant correlation" indicates a statistically strong relationship, it doesn't necessarily imply practical significance or real-world importance. The magnitude of the correlation coefficient and the context of the research should also be considered.