This lecture introduces the concept of testing non-nested hypotheses in choice models, focusing on comparing two models that are not restrictions of each other. The likelihood ratio test is explained, along with examples and the Cox test for nested hypotheses. The instructor demonstrates how to generate a composite model to compare the non-nested models and draws conclusions based on the test results.