While linked administrative data reduced missing data for the outcomes, it also introduced selection bias, as those participants without administrative data were excluded.
Limited sample size, despite imputation
The limited sample size, even with imputation, limits the generalizability of findings and may reduce statistical power, especially for subgroup analysis.
Self-reported menstrual symptoms
Menstrual symptoms were self-reported, which can be subject to recall bias and social desirability bias, especially about sensitive topics like heavy bleeding.
Limited detail in measurement of menstrual symptoms
The study did not collect detailed data on the frequency and severity of pain and bleeding which could have important implications for school functioning.
Limited considerations of other important factors
This study doesn't fully consider the influence of social factors, access to products, support from schools, or management strategies, which may impact attendance/attainment.