A B Testing, Data Visualization, Data Science, Analytics, Towards Data Science.
data I have only spans one month, I go for the latter option. If you do have data that spans further, I would encourage you to compare real data results to the Markov model output to see if the transition probabilities do stay fixed over the months, and adjust accordingly. The results I get are