Judea Pearl is tough going for me. I've never met him but he comes across as arrogant and condescending through his writing. I also find his writing very tough to follow. Even so, his Do-calculus is a valuable perspective on causal inference. Dawid is my go to source for clear exposition of causal concepts. Hard to find a clearer thinker and better writer in this area.