Drawing insights from observational data is difficult. With myriad factors influencing outcomes, establishing causality poses a daunting challenge. Association is not causality, and sometimes association is all we can get from observational data. Sometimes, conclusions based on associations contradict what we might infer through causal reasoning — (e.g. paradoxes in…