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Process data from students’ item-solving process could be used to measure examinees’ cognitive effort in testing. Utilizing Programme for International Student Assessment (PISA) 2018 data, structural equation modeling analyses found that self-reported effort mediated the relationship between learning attitudes, resilience and time-based effort as well as performance.