Yet, even these sophisticated statistical techniques cannot adequately take into account the nature of the PISA sample for the system-level analyses because participating countries and economies are not randomly selected. The system-level correlations presented here are consistent with results from earlier PISA analyses, which used more sophisticated statistical techniques. Given that the limitations of a correlation analysis using PISA data are not completely overcome by using more sophisticated statistical tools, the simplest method was used.