Instrumental variables are used in statistical analysis to estimate causal relationships when controlled experiments are not feasible, addressing the issue of endogeneity by providing a source of variation that is correlated with the explanatory variable but uncorrelated with the error term. This method helps to isolate the causal impact of a variable by using a third variable, the instrument, which allows for consistent estimation of the parameter of interest.