3a Clustered Data
Readings: Snijders and Bosker (2012, Ch. 2 & 3.1.-3.4).
Clustered data violate an important assumption of OLS regression: To the degree that observations in a cluster share similarities, their residuals are correlated. As a result OLS statistical inference can be overoptimistic, so that we falsely report results that are simple chance-findings.
References
Snijders, Tom A. B., and Roel J. Bosker. 2012. Multilevel Analysis: An Introduction to Basic and Advanced Multilevel Modeling. London: Sage.