This course covers advanced topics of econometric and statistical theory that are not studied by the sufficient depth in the previous courses, providing key tools for the development of research in econometric methodology. Its contents are decided in agreement to the current importance of the topics and they will cover themes on non- and semi-parametric inference and identification, stochastic processes, inference based on empirical processes, bootstrap methods in Econometrics and specification tests.