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The study linked NAEP and TIMSS scale scores to compare US states with TIMSS countries. Building upon existing linking techniques, we enhanced the techniques by employing a Taylor series approach. This refinement enables us to make comparisons between US states and TIMSS countries, rendering the analyses feasible and replicable.