indicate significant correlation

USAGE SUMMARY

The phrase "indicate significant correlation" is correct and usable in written English. You can use it in contexts where you are discussing statistical relationships between variables. For example, "The results of the study indicate significant correlation between exercise and mental health." Alternative expressions include "show a strong relationship" and "demonstrate notable association."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

8 human-written examples

These data indicate significant correlation of the trans8_eQTL signature with a number of the traits at this locus.

Plosone

Italicized letters and numbers indicate significant correlation.

Clinical Epigenetics

Unshared letters indicate significant correlation at P < 0.05.

BioMed Research International

Bold values indicate significant correlation with p < 0.01.

BMC Pulmonary Medicine

Correlation values higher than 0.5 where takes to indicate significant correlation.

BMC Veterinary Research

Statistical analysis indicate significant correlation between the extent of PDGFR α staining and severity of fibrosis.

Cell Death and Disease

Human-verified similar examples from authoritative sources

Similar Expressions

52 human-written examples

Our analysis between tree-ring δ18O in northeastern Japan and the NPGO indicate significant correlations with the +MA and +MJ NPGO index before the North Pacific climate transition in the late 1980s.

Geoscience Letters

Although there were only weak statistical differences in amino acid composition between the lines, explorative data analyses (RDA) indicate significant correlations between different maize lines and the concentrations of individual amino acids.

Plosone

Bold numbers indicate significant correlations.

Arthritis Research and Therapy

Edges between the intramodular hub genes indicate significant correlations.

BMC Genomics

Blue edges indicate significant correlations (at a user-supplied threshold) and a LEO.NB.OCA score is added to each edges whose LEO.NB.OCA score passes a user-supplied threshold.

BMC Systems Biology

Expert writing Tips

Best practice

When using "indicate significant correlation", always specify the statistical test used (e.g., Pearson's r, Spearman's rho) and the corresponding p-value to provide context and support the claim of significance.

Common error

Avoid implying causation when only correlation has been demonstrated. "Indicate significant correlation" only suggests a relationship; further research is needed to establish causality. Be careful not to write, 'Because A and B are correlated, A causes B' without proper evidence.

Linguistic Context

The phrase "indicate significant correlation" primarily functions as a descriptive statement in research and analysis. It reports a statistical finding, asserting that a notable relationship exists between two or more variables. The phrase is typically found in the results or discussion sections of scientific papers as shown in Ludwig.

Expression frequency: Uncommon

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Encyclopedias

0%

Ludwig's WRAP-UP

The phrase "indicate significant correlation" is a common expression in scientific and research contexts, used to report statistically significant relationships between variables. As Ludwig AI confirms, it is grammatically correct and widely used in various scientific publications. While the phrase itself is straightforward, it's important to remember that correlation does not equal causation, a point emphasized in the writing guidance. Alternatives like "correlate significantly with" or "suggest a notable relationship" can be used to convey similar meanings with slight nuances. Understanding the proper use and interpretation of this phrase is crucial for accurate scientific communication.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

correlate significantly with

This is a more direct and concise way to express the correlation.

suggest a notable relationship

This alternative uses "suggest" which implies a less definitive connection than "indicate".

show a significant degree of association

This alternative emphasizes the degree or extent of the association.

reveal a substantial association

Using "reveal" and "association" shifts the focus to the discovery of a connection rather than a statistical measure.

demonstrate a meaningful link

This phrase emphasizes the "meaningful" nature of the link, highlighting its importance.

point to a strong connection

Using "point to" is less formal and implies a directional relationship.

establish a relevant relationship

This alternative highlights the establishment and relevance of the relationship.

highlight a considerable dependency

This option focuses on the dependency between variables, indicating how one relies on the other.

exhibit a marked covariance

This alternative uses a more technical term ("covariance") to describe the relationship.

imply a statistically significant association

Using "imply" softens the statement, suggesting a correlation without explicitly stating it.

FAQs

How do I properly use "indicate significant correlation" in a sentence?

Ensure you specify what is correlated with what and the statistical measure used. For example, "Statistical analysis "indicate significant correlation" between the extent of PDGFR α staining and severity of fibrosis."

What does it mean when results "indicate significant correlation"?

It means that a statistical test has shown a relationship between two variables that is unlikely to have occurred by chance, based on a predefined significance level (alpha). However, it doesn't prove causation.

What are some alternatives to saying "indicate significant correlation"?

You can use alternatives like "correlate significantly with", "suggest a notable relationship", or "reveal a substantial association" depending on the nuance you want to convey.

Is there a difference between ""indicate significant correlation"" and "suggest significant correlation"?

"Indicate" implies a more direct and statistically supported relationship, while "suggest" implies a weaker, less conclusive relationship. The choice depends on the strength of the evidence.