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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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a multivariate perspective

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "a multivariate perspective" is correct and usable in written English.
You can use it when discussing an approach or viewpoint that considers multiple variables or factors in a given context, such as research, analysis, or problem-solving. Example: "In our study, we adopted a multivariate perspective to better understand the complex interactions between various social, economic, and environmental factors."

✓ Grammatically correct

Science

News & Media

Academia

Human-verified examples from authoritative sources

Exact Expressions

10 human-written examples

Such an effect, which extends the documented N2pc effecto3 to a multivariate perspective, may originate from the increased specificity of exemplar targets.

Science & Research

Nature

It seeks to identify factors influencing this attitudes, using a multivariate perspective.

The association of these variables with distress scores from a multivariate perspective was also explored using multiple linear regression analyses.

This is beneficial from a multivariate perspective but it may be non-trivial to directly pinpoint the weather parameters that are predominantly influential for one particular microarray element.

The abovementioned studies mainly investigated bivariate relationships between demographics, physiological variables, symptoms, physical function, and subjective health status, but lack a multivariate perspective on subjective health status in COPD.

The risk factors have been extensively investigated [ 5- 7]; however, only a handful of studies have focused on the statistical associations between biochemical and clinical variables from a multivariate perspective [ 8- 10].

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Human-verified similar examples from authoritative sources

Similar Expressions

50 human-written examples

In the multivariate perspective, [ 2] propose Global Test, modelling differential gene expression by means of random-effects logistic regression models, while [ 7] propose ANCOVA Global Test, which is similar to Global Test but with phenotype and genes exchanged in regression models.

Hence, both the univariate and multivariate perspectives reveal a genomic variance in the ER-negative group that is (somewhat) greater than or comparable to that in the ER positives.

Indeed, intraspecific and interspecific body size frequency distributions have played important roles in the development of these fields, and particularly of macroecology, which regularly adopts univariate (i.e. frequency distribution-based), bivariate and then multivariate perspectives to understanding large-scale spatial and temporal variation in body size, range size and abundance [8].

Science

Plosone

Using a multivariate (incorporating all three perspectives), there was no significant overall time × group interaction effect, where "time" denotes the duration between testing at baseline and testing four months later.

From the perspectives of this study, a multivariate approach may be established using more conventional estimators (multivariate GARCH [ 73] and vector autoregression models [ 74]) or by newly described hierarchical/functional time series [ 75, 76].

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Expert writing Tips

Best practice

Use "a multivariate perspective" to introduce an analysis or discussion that considers numerous variables or factors, especially when contrasting it with a simpler, single-variable approach.

Common error

Avoid using "a multivariate perspective" when a simpler explanation suffices. If the analysis genuinely doesn't involve multiple variables, stick to more straightforward language.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

83%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "a multivariate perspective" functions as a noun phrase. It typically introduces a method or approach that considers multiple variables or factors in an analysis or assessment. As supported by Ludwig AI, it suggests a comprehensive rather than a simplistic view.

Expression frequency: Common

Frequent in

Science

56%

News & Media

27%

Academia

12%

Less common in

Formal & Business

2%

Wiki

1%

Encyclopedias

0%

Ludwig's WRAP-UP

In summary, "a multivariate perspective" is a phrase used to describe an approach that considers multiple variables or factors in an analysis. Ludwig AI confirms it is grammatically correct and commonly used, especially in scientific and academic contexts. When writing, use this phrase to emphasize the complexity and comprehensiveness of your analysis. While it is a useful expression, avoid overusing it in situations where simpler language would suffice. Alternatives like "a multidimensional perspective" or "a multifaceted viewpoint" can provide variety in your writing.

FAQs

How can I use "a multivariate perspective" in a sentence?

You can use "a multivariate perspective" to indicate that you are considering multiple factors or variables in your analysis. For example: "The study adopted "a multivariate perspective" to understand the complex relationships between socioeconomic factors and health outcomes."

What does "a multivariate perspective" mean?

The phrase "a multivariate perspective" refers to an approach or viewpoint that considers multiple variables or factors simultaneously, rather than focusing on a single variable in isolation.

Which is correct: "a multivariate perspective" or "a univariate perspective"?

Both phrases are correct, but they describe different approaches. "A multivariate perspective" considers multiple variables, while "a univariate perspective" focuses on a single variable. The choice depends on the complexity of the analysis.

What are some alternatives to "a multivariate perspective"?

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Source & Trust

83%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: