Data Science, Causal Inference, Statistics, Artificial Intelligence, Data.
and easiest way to isolate causal effects is to just run an AB test where we randomly assign a group of learners a particular experience and another group a different experience (which is typically the current version). The experience a learner sees is uncorrelated with any potential confounders