Pitfalls of observational studies
Because observational studies rely on data collected in a nonexperimental setting,it is difficult to ensure that the control group forms a valid counterfactual.Even though the estimated regression coefficient provides a measure of the correlation between the independent and dependent variables,one cannot assume a causal relationship because outside factors could affect both of these variables.