Recently, Asimit et al. have used an EM algorithm to estimate the parameters of Marshall–Olkin bivariate Pareto distribution with location and scale. The distribution has seven parameters. We describe different other variations of the EM algorithm. Numerical simulation is performed to identify the best algorithm among them. A real-life data analysis is also shown for illustrative purposes.