I would start with more basic questions and try to test hypothesis before attempting any regression model.
Formulate your hypothesis in a frequentist or Bayesian setting (Julia is awesome for that) and then you will have more evidence to guide your next steps. Keep in mind that it is not always possible to build a predictive model, and that these kinds of tests can really help you gain insight about the problem at hand.