Better classroom evaluation may have positive effects on students' learning, according to research and practice
from the past ten years. United Arab Emirates (UAE) values the assessment of procedures used in teaching, as an integral part in the evaluation of their effectiveness. Through evaluation, the results realized, help in measuring
the effectiveness of curricula and methods used in teaching. This, therefore, affects stakeholders in education, the teachers, and most importantly, the students. This study aims at cross-examining students’ performance in mathematics, especially at the high school level, in the UAE. Also, this evaluation has a multi-criteria so the
concept of multi-criteria decision-making is used in this paper. But this process has vague and uncertain information, so the neutrosophic theory is used to solve this problem. The neutrosophic sets integrated with the MCDM methodology. The neutrosophic AHP method is used to compute the weights of criteria and evaluate the
classroom.