2025. Construct Validity of an Assessment Instrument for Graduate Profile Dimensions in Deep Learning Based Mathematics Instruction. Riemann: Research of Mathematics and Mathematics Education. 7, 3 (Dec. 2025), 233–240. DOI:https://doi.org/10.38114/riemann.v7i3.124.