Cross-construct Optimization of TIMSS Mathematics Affective Scales
Using TIMSS 2023 data from over 230,000 students across 44 countries, this study demonstrates that a compact seven-item instrument, centered on mathematics value beliefs, can efficiently and accurately screen students' interest, confidence, and perceived value in mathematics, reducing the original 26-item survey burden by 73% while maintaining high predictive validity across diverse educational contexts.