{"references": ["[1]\tAl Demerdash, F. S. (2020). Self-efficacy as a predictor of academic achievement among middle school students. International Journal of Psycho-Educational Sciences, 9(1), 112-116.", "[2]\tAshcraft, M. H. (2002). Math anxiety: Personal educational, and cognitive consequences. Current Directions in Psychological Science, 11(5), 181-185.", "[3]\tAzar, H. K., Lavasani, M. G., Malahmadi, E., & Amani, J. (2010). The role of self- efficacy, task value, and achievement goals in predicting learning approaches and mathematics achievement. Procedia-Social and Behavioral Sciences, 5, 942-947.", "[4]\tBandura, A. (1977). Self-efficacy: Toward a unifying theory of behavioral change. Psychological Review, 84(2), 191-215.", "[5]\tBandura, A. (1997). Self-efficacy: The exercise of control. https://www.uky.edu/~eushe2/Pajares/effbook1.html", "[6]\tBandura, A. (2012). On the functional properties of perceived self-efficacy revisited. Journal of Management, 38(1), 9-44.", "[7]\tChen, P. P. (2003). Exploring the accuracy and predictability of the self-efficacy beliefs of seventh-grade mathematics students. Learning and Individual Differences, 14(1), 77-90.", "[8]\tChen, Y., & Geng, L. (2002). Shuxue jiaolv yanjiu de renzhi quxiang [An approach of cognition in the research of mathematical anxiety]. Xinli Kexue, 25(6), 653-655.", "[9]\tHembree, R. (1990). The nature, effects, and relief of mathematics anxiety. Journal for Research in Mathematics Education, 21(1), 33-46.", "[10]\tHuang, D. (2006). Gaozhongsheng de shuxue jiaolv yu shuxue ziwo xiaonenggan dui shuxue chengji de yingxiang [Research on the effects of mathematics anxiety and its self-efficacy on mathematics achievement of senior high school students] [Unpublished master's thesis]. Heibei University, Baoding, China.", "[11]\tLuo, X., Wang, F., & Luo, Z. (2009). Investigation and analysis of mathematics anxiety in middle school students. Journal of Mathematics Education, 2(2), 12-19.", "[12]\tMay, D. K. (2009). Mathematics Self-Efficacy and Anxiety Questionnaire [Unpublished doctoral dissertation]. The University of Georgia, Athens, Georgia, United States.", "[13]\tPajares, F., & Graham, L. (1999). Self-efficacy, motivation constructs, and mathematics performance of entering middle school students. Contemporary Educational Psychology, 24(2), 124-139.", "[14]\tSheng, Y. (2018). Chuzhongsheng shuxue ziwo xiaonenggan dui shuxue chengji de yingxiang yanjiu [A study on the effect of junior high school students' self-efficacy in mathematics on their mathematics performances] [Unpublished master's thesis]. Nanjing Normal University, Nanjing, China.", "[15]\tZhou, S., Han, C., & Chen, Y. (2014). Shuxue jiaolv yingxiang shuxue xueye chengjiu de zuoyong jizhi \u2013 Shuxue yuanrenzhi de zhongjie zuoyong [Mediating role of pupils' metacognitive ability in math between mathematics anxiety and math academic achievement]. Journal of Mathematics Education, 23(5), 14-18.", "[16]\tZuo, B., & Tan, Y. (2002). Chuzhongsheng xueye ziwo xiaoneng xuexi dongji yu xueye chengji de guanxi [The relationship between academic self-efficacy and motivation with academic performance of junior high school students]. Yingyong Xinlixue, 8(4), 24-27."]}

Abstract: This study aimed to determine whether there was a significant relationship of mathematics self-efficacy and anxiety with mathematics academic achievement of Grade 12 students at a public high school in Yunnan, China. A quantitative correlational research design was chosen to examine the relationship between these three research variables. The participants were 106 students conveniently sampled from the Grade 12 Science Program at the target school, during the academic year 2021-2022. The Mathematics Self-Efficacy and Anxiety Questionnaire (MSEAQ; May, 2009) was adopted and used to measure the levels of the participants’ mathematics self-efficacy and mathematics anxiety. The mathematics final exam scores were collected from the participants to measure their mathematics academic achievement. From the data analysis, it was found that the overall level of mathematics self-efficacy held by Grade 12 students at the target school was moderate, their overall level of mathematics anxiety was low, and there was a significant, positive and moderately strong relationship between their mathematics self-efficacy and mathematics academic achievement. Moreover, a significant, negative and moderately strong relationship between mathematics anxiety and mathematics academic achievement of Grade 12 students at the target public high school was found, and a significant, moderately strong multiple correlation among participants’ mathematics self-efficacy, mathematics anxiety and mathematics academic achievement was obtained. Recommendations are provided for students, teachers, school principal and administrators, and future researchers, based on the research findings obtained from this study. Keywords: Mathematics Self-Efficacy, Mathematics Anxiety, Academic Achievement, Mathematics Education, High School Education. Title: A CORRELATIONAL STUDY OF MATHEMATICS SELF-EFFICACY AND ANXIETY WITH MATHEMATICS ACADEMIC ACHIEVEMENT OF GRADE 12 STUDENTS AT A PUBLIC HIGH SCHOOL IN YUNNAN, CHINA Author: Zixin Zhang, Orlando González International Journal of Recent Research in Social Sciences and Humanities (IJRRSSH) ISSN 2349-7831 Vol. 9, Issue 2, April 2022 - June 2022 Page No: 156-164 Paper Publications Website: www.paperpublications.org Published date: 17-May-2022 DOI: https://doi.org/10.5281/zenodo.6556396 Paper Download Link (Source): https://www.paperpublications.org/upload/book/A%20CORRELATIONAL%20STUDY-17052022-2.pdf

International Journal of Recent Research in Social Sciences and Humanities (IJRRSSH), ISSN 2349-7831, Paper Publications, Website: www.paperpublications.org