Category Archives: Structured Testing

Things to consider for Fractional Revenue Attribution

Revenue attribution is the hottest topic these days.  Proliferation of online media, requires reshuffling marketing spend across many more spend categories.  Traditional funnel-engineering type work is good, but static, and doesn’t address a few key issues. 1) The transient nature of marketing spend effectiveness that comes and goes with changing keywords, banners offers 2) It [...]

Simpsons Paradox: Fundamental but common mistakes when analyzing multiple A/B tests

Most marketers test various concepts through simple AB testing or other more advanced structured testing approaches (fractional factorials, Taguchi methods etc.).  A common mistake that most analysts make involves calculating the lift on the overall gains, rather then individual tests.  In cases where the test/control sizes are similar proportions, they lead to the same answer, [...]

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