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In this theory project, we argue that forgoing measurement invariance assumptions to focus on optimal representation of participant attributes (e.g., students’ attitudes, educators’ perceptions) by the survey items in a comparative international education study may produce better measurement within countries, and more trustworthy comparisons of explanatory model results across countries.