To develop the Government-Funded Normal University Students’ Identity Scale (GNUSIS) and assess its reliability and validity, we created an initial scale through interviews and by reviewing relevant measurement tools from both domestic and international sources. The scale was administered to government-funded normal university students. Based on item analysis, exploratory factor analysis, and confirmatory factor analysis, the scale was refined. The final version of the GNUSIS consisted of three dimensions, that is, student, teacher, and promisor. Reliability testing showed strong internal consistency, split-half reliability, and test-retest reliability. Multi-group confirmatory factor analysis was conducted to evaluate measurement invariance, with results supporting invariance across gender at the configural, metric, scalar, and error variance levels. The GNUSIS meets psychometric criteria and can be effectively used to assess the identity of government-funded normal university students.