Liu Liu

Explainable AI for predicting and interpreting mathematics achievement: a cross-national analysis of PISA 2018

Abstract This study applies a survey-weighted, plausible-value-aware explainable machine-learning workflow to PISA 2018 mathematics data from 74,235 students in ten purposively selected education systems. The analysis examines cross-national stability and country-specific variati...