Recently, the researchers have proposed new methods for the estimation of parameters in the presence of auxiliary information which has the main advantage of a substantial gain in accuracy in comparison with traditional estimation techniques. One of these methods is the empirical verisimilitude method, which has been adapted to different sampling designs and has been applied in other scenarios.