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multivariate
This term is primarily used in technical, academic, and scientific registers, specifically within statistics, mathematics, and data science. It describes a scenario where multiple dependent or independent variables are analyzed simultaneously to understand complex interactions, rather than looking at a single variable in isolation.
In a practical research context, it is often contrasted with univariate (one variable) or bivariate (two variables) analysis. Using this word in a casual conversation would be considered overly formal or jargon-heavy; it is strictly reserved for methodological descriptions and quantitative reporting.
Meanings
Examples
The researcher used a multivariate analysis to examine the relationship between several different factors.
The researcher used a multivariate analysis to examine the relationship between several different factors.
We need to apply a multivariate model to account for all these variables simultaneously.
Is this a univariate or a multivariate dataset?
The study employs multivariate regression to predict housing prices based on size, location, and age.
The study employs multivariate regression to predict housing prices based on size, location, and age.
I wonder if a multivariate approach would yield more accurate results for this experiment.
The complexity of the multivariate distribution makes it difficult to visualize in three dimensions.
The complexity of the multivariate distribution makes it difficult to visualize in three dimensions.
Our team is implementing a multivariate test to optimize the landing page conversion rate.
The professor explained how multivariate statistics differ from basic linear regression.
The professor explained how multivariate statistics differ from basic linear regression.
A multivariate perspective is essential when analyzing the impact of climate change on biodiversity.
A multivariate perspective is essential when analyzing the impact of climate change on biodiversity.