WordGarden.iomultivariate
C2Pronunciation
UK
- /ˌmʌl.tiˈvɛə.ri.ɪt/adjective
US
- /ˌməltiˈværiɪt/
Meanings
Adjective
involving more than one variable, especially in mathematics or statistics
Beyond the definition
Imagine trying to predict the success of a new movie. It's not just about having a good script! You need to consider many things—the director, the actors, the marketing budget, and even the time of year it's released. That's where "multivariate" comes in. It describes something involving multiple variables or characteristics that all influence each other.
Think of it like baking a cake: you don't just add flour! You need eggs, sugar, butter, and more—each ingredient (variable) plays a role in the final result. Multivariate analysis is often used in fields like statistics, psychology, and marketing to understand complex relationships where many different factors are at play. It's about seeing the whole picture, not just one piece.
"Multivariate" describes something that involves many variables—characteristics, factors, or measurements—considered together. It is most often used in technical fields like statistics, economics, and data science to describe situations where no single variable can fully explain the outcome.
Think of understanding customer behavior. It's not just about age or income; it's a multivariate problem involving demographics, purchase history, online activity, social media engagement, and countless other factors. Researchers use "multivariate analysis"—statistical techniques designed to analyze these multiple variables simultaneously—to uncover patterns and relationships that would be hidden if they looked at each variable in isolation.
The term is used mostly in academic, scientific, and professional settings. You might read about a multivariate model, a multivariate study, or a multivariate analysis, all of which involve looking at several variables at the same time rather than one by one. In broader writing, people may sometimes use it to describe a situation with several connected causes, but that is less common than the technical use.
While you won't often use "multivariate" in everyday conversation, understanding the concept is helpful for interpreting information in fields like science, business, or any area where complex systems are being analyzed. It's about recognizing that most real-world phenomena aren't simple; they're influenced by a multitude of interacting forces.
Examples
- 1
Voting study
The team used a multivariate model to study how age, income, and location affected voting behavior.
- 2
Data analysis
A simple chart was not enough, so the analyst ran a multivariate analysis.
- 3
Medical research
Multivariate regression helped the researchers compare patients while taking age and smoking into account.
- 4
Policy effects
In real life, the problem is multivariate, so changing one policy may affect several outcomes.
More examplesFewer examples
- 5
Business forecasting
The software creates multivariate forecasts for sales, prices, and customer demand together.
See also
Similar
- multiple-variable
- many-variable
Shades of meaning
- multidimensional
- multifactorial
- high-dimensional
Contrast
Do not confuse
- multivariable
Used with (collocations)
- multivariate analysis
- multivariate regression
- multivariate distribution
- multivariate data
Word family
- multi-
- variable
Explore
- correlation
- principal component analysis
Forms and spellings
1 form open this card.
Main spelling
- multivariateadjective