“…Yet, due to the lack of validity evidence using measures other than self-reports, it is difficult to determine if corrected scores are unequivocally more valid. For instance, when overclaiming in math familiarity was corrected for in the PISA data, the weak and nonsignificant correlation between math familiarity and math achievement became strong and significant in 64 countries (Vonkova, Papajoanu, et al, 2018). Additionally, after performing an anchoring vignette correction on the Classroom Management scale in the PISA data, it was revealed that there may be different implicit standards of self-assessment across countries, and this resulted in substantial change in correlations with students test scores and public expenditure per pupil (Vonkova, Zamarro, et al, 2018).…”