Mandatory before the start of the course:
Kline, R. B. (2015). Principles and Practice of Structural Equation Modeling. New York: The Guilford Press. (Earlier editions are fine as well.)
Luke, D. A. (2004). Multilevel Modeling. Thousand Oaks, CA: Sage Publications.
Mandatory for the course:
Bosancianu, Littvay, Silva (unpublished) Manuscript in progress. (Whatever is ready will be made available.)
Heck, R. H., & Thomas, S. L. (2015). An Introduction to Multilevel Modeling Techniques: MLM and SEM Approaches Using Mplus. New York: Routledge.
Hox, J. J. (2010). Multilevel Analysis: Techniques and Applications. Second edition. London: Routledge.
Mehta, P.D. & Neale, M.C. (2005) People Are Variables Too: Multilevel Structural Equations Modeling. Psychological Methods 10(3):259-284.
Stapleton, L. M. (2006). Using Multilevel Structural Equation Modeling Techniques with Complex Sample Data. In G. R. Hancock & R. O. Mueller (Eds.), Structural Equation Modeling: A Second Course (pp. 345–383). Charlotte, NC: Information Age Publishing.
Byrne, B. M. (2011). Structural Equation Modeling with Mplus: Basic Concepts, Applications, and Programming. London: Routledge. (Especially the last chapter).