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I'm relatively new to JASP and Bayesian statistics. Is there a way to do Bayesian a hierarchical regression?
Depends on what you mean with "hierarchical regression". Usually this means that you can add predictors in batches, and assess whether the new batch of predictors ought to be included. And yes, our linear regression functionality allows this.