Data Science, Analytics, Causal Inference, Towards Data Science.
believe that loyalty is a confounding factor, perhaps the simplest thing we can do is to define two buckets, New Visitors and Returning Visitors, as an approximate measure of a visitor’s loyalty. Step 2: Calculate the numbers for each confounder bucket. We calculate the per-visitor spend numbers