parameters logit (RPL) model. The pretests are for the presence of random parameters. We study the Lagrange multiplier (LM …), likelihood ratio (LR), and Wald tests, using conditional logit as the restricted model. The LM test is the fastest test to … implement among these three test procedures since it only uses restricted, conditional logit, estimates. However, the LM …