Multivariate Analysis Projects

We can help you with all different kinds of different Multivariate Analysis projects.

The most commonly used Multivariate Analysis are MANOVA, MANCOVA and Repeated Measures ANOVA

Multivariate Analysis refers to any kind of analysis that involves multiple dependent variables (DV's). Lots of people think that multivariate analysis involves multiple independent variables (IV's), but technically in Statistics, multivariate analysis refers to multiple dependent variables.

Mutivariate Statistics are typically conducted using software such as SPSS or STATA (just to mention a few), but the difficulty lies on the fact that there a bunch of requirements (assumptions) that need to be verified so that results obtained can be safely interpreted and used (homogeneity of covariance matrices, etc.).

We can guide you with all the subtleties of multivariate analysis, with proper verification of assumptions and complete and meaningful interpretation of results.

How does multivariate data analysis help us?

Multivariate Analysis is a collection of advanced statistical tools that allows you to determine the effect of multiple predictors on one or more dependent variables, along with the interaction and covariance structure.

These tools are advanced because they rely on a deep mathematical foundation, and it relies heavily on some strict mathematical assumptions, as well as sophisticated corrections.

Unlikely basic descriptive and inferential statistics procedures, multivariate analysis project likely require the help of a trained statistical consultant to guide you through all the subtleties to be found.

Multivariate Analysis of Variance

ANOVA is perhaps the most population statistical procedure, and simpler versions such as the One-Way ANOVA are easy enough to conduct and interpret its results.

But more complicated Factorial ANOVA and MANOVA analyses will challenge you a lot more, due to the fact that more complex factors are involved, such as model design, interactions, order, etc.

It would be a safe bet for you to hire a statistics expert to guide you through the complexities presented by multivariate analysis.

Multivariate Regression

Multivariate regression is without a doubt one of the multivariate analysis strategies of choice. Regression has a reputation of being relatively easy, and simple statistical software like Excel can help you out with simpler cases.

But when it comes to Multivariate Regression, then the situation changes, because other elements come into play, such as model building, interactions, linear regression models assumptions and data transformations.

Did you know that it is very uncommon to see real-life models to fulfill the linear regression model assumptions, and likely you will need a suitable data transformation for the results to be valid? Our statistics consultants can help you with that.

Benefits of Using Expert Multivariate Analysis

Professional assistance from multivariate analysis experts can provide you with specialized knowledge, validity, and strategic direction to unlock greater meaning from complex data, where there are many drivers to your variable of interest.

• Enhanced Insights - Uncover deeper connections and patterns across complex data with multiple variables.
• Rigor - Experts apply appropriate advanced multivariate methods like MANOVA, Factor Analysis, Discriminant Analysis.
• Error Checking - Avoid issues like multicollinearity that distort/bias the validity of multivariate models.
• Strategic Value - Multivariate analysis translates complex data into actionable insights for forecasting, decision making.