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Conversion Uplift

Variable Interaction

Definition

Variable interaction in multivariate testing is where the change in key metrics is influenced by the level of one or more other variables in the test experience. Identifying the compound effect of multiple variables is one of the main benefits of using full factorial multivariate testing. Fractional factorial design assumes there is no interaction between independent variables and can lead to sub-optimal experiences being rolled out.

Comparison of Full Factorial and Fractional Factorial Design

Image of table of comparison between full factorial and fractional factorial design

Resources:

Conversion marketing – Glossary of Conversion Marketing.

Over 300 tools reviewed – Digital Marketing Toolbox.

A/B testing software – Which A/B testing tools should you choose?

Types of A/B tests – How to optimise your website’s performance using A/B testing.

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https://www.flaticon.com/search?word=ab%20test

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Neal Cole

Neal Cole

Neal is the founder of Conversion Uplift and the author of the official GA4/GTM audit course for CXL. It's the course much of the industry trains on. He's spent over 20 years in digital analytics, including senior roles in online gaming and financial services, working out where businesses' numbers go wrong and what it costs them. His work now focuses on server-side tracking, GA4 and BigQuery: getting the data right, and being the person who's accountable for it when a decision depends on it.
Neal Cole

Neal Cole

Neal is the founder of Conversion Uplift and the author of the official GA4/GTM audit course for CXL. It's the course much of the industry trains on. He's spent over 20 years in digital analytics, including senior roles in online gaming and financial services, working out where businesses' numbers go wrong and what it costs them. His work now focuses on server-side tracking, GA4 and BigQuery: getting the data right, and being the person who's accountable for it when a decision depends on it.

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