This study investigates the intricate interplay between self-concept, self-confidence, and academic achievement among aspiring mathematics and biology teachers. Through a quantitative research approach and survey design, we explore the relationships among these psychological factors and their potential influence on the educational paths of future educators in these distinct disciplines. Seventy-six prospective biology education teachers and 115 prospective mathematics education teachers voluntarily participated as respondents in filling out the provided survey. Utilizing standardized self-concept and self-efficacy assessments in conjunction with academic performance records, we gather comprehensive data to analyze these dynamics by inferential statistics, independent t-tests, and Pearson's correlation. Our findings show that there is a significant difference in the self-concept of prospective biology education teachers and mathematics education teachers when studying mathematics or statistics material, highlighting significant correlations between self-concept, self-efficacy, and academic achievement. However, the nature of these relationships varies between mathematics and biology domains, suggesting the need for tailored strategies in each field. While a positive self-concept and self-efficacy foster academic success, their impact differs based on the subject matter. The findings from these analyses can shed light on how self-concept and self-efficacy in mathematical understanding and problem-solving contribute to the academic achievement of prospective teachers in mathematics and biology. This information has implications for teacher training programs and educational strategies aimed at enhancing both self-perception and teaching efficacy in mathematics-related subjects.
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