Because observational studies rely on data collected in a non experimental setting, it is difficult to ensure that the control group forms a valid counter factual. While 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.