Just because you’ve stepped out of the world of observational studies to do an experiment you’re not off the hook with confounders.
In order for your comparison to be valid, your groups need to be the same. Otherwise, you’re comparing apples to oranges!
Confounding Up Close
Your results show your experimental group making more revenue. It could be because people spend more when the coffee cost less. But since the groups aren’t comparable, it could be for any number of other reasons. The weather could be keeping people on the east coast indoors. The economy could have taken off in the Pacific region. What happened? You’ll never know, because of confounders.
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