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Construct self-efficacy to combat math anxiety: A systematic review
Corresponding Author(s) : Husna Fatwana
Journal of Educational Technology, Science and Mathematics,
Vol. 1 No. 1 (2024): May 2024 (In Progress)
Abstract
This study intends to investigate how self-efficacy can reduce the anxiety that students encounter when learning mathematics. A systematic Literature Review is being used in this study to assess data from gathered publications. The articles, which had 16 primary studies and involved 179,088 people, were chosen after going through an inclusion process. The publications examined are ones from the Elsevier, Sage, Springer Link, Taylor & Francis, and Wiley Online Library databases that were published between 2014 and September 2023. Based on the year of the research, the methodology, and the subjects used, all papers were gathered. The findings of this study suggested that elevating students' self-efficacy can help them feel less anxious about arithmetic. Further research is hoped for because this study's findings are fairly confined to observations in the realm of mathematics and one affective skill will examine other affective competencies.
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- Ahn, H. S., Usher, E. L., Butz, A., & Bong, M. (2016). Cultural differences in the understanding of modelling and feedback as sources of self-efficacy information. British Journal of Educational Psychology, 86(1), 112–136. https://doi.org/10.1111/bjep.12093
- Alves, M., Rodrigues, C. S., Rocha, A. M. A. C., & Coutinho, C. (2016). Self-efficacy, mathematics’ anxiety and perceived importance: An empirical study with Portuguese engineering students. European Journal of Engineering Education, 41(1), 105–121. https://doi.org/10.1080/03043797.2015.1095159
- Anggrarini, N. (2022). Strategi Guru dalam Meningkatkan Konsentrasi Belajar Siswa pada Pelajaran Matematika melalui Daring saat Pandemi Covid-19 Di SDN Mampang 3 Depok. Didaktik: Jurnal Ilmiah PGSD STKIP Subang, 8(1), 345–356. http://journal.stkipsubang.ac.id/index.php/didaktik/article/view/295
- Ashcraft, M. H., Kirk, E. P., & Hopko, D. (2022). On the cognitive consequences of mathematics anxiety. In The development of mathematical skills (pp. 174–196). Psychology Press. https://shorturl.at/clxR1
- Bano, M., Zowghi, D., Kearney, M., Schuck, S., & Aubusson, P. (2018). Mobile learning for science and mathematics school education: A systematic review of empirical evidence. Computers & Education, 121, 30–58. https://www.sciencedirect.com/science/article/abs/pii/S0360131518300381
- Bartley, S. R., & Ingram, N. (2018). Parental modelling of mathematical affect: Self-efficacy and emotional arousal. Mathematics Education Research Journal, 30(3), 277–297. https://doi.org/10.1007/s13394-017-0233-3
- Beilock, S. L., & Maloney, E. A. (2015). Math Anxiety: A Factor in Math Achievement Not to Be Ignored—Sian L. Beilock, Erin A. Maloney, 2015. https://journals.sagepub.com/doi/10.1177/2372732215601438
- Boaler, J. (2015). The elephant in the classroom: Helping children learn and love maths. Souvenir Press. https://shorturl.at/mxBH0
- Boaler, J., Williams, C., & Confer, A. (2015). Fluency without fear: Research evidence on the best ways to learn math facts. Reflections, 40(2), 7–12. https://fusecontent.education.vic.gov.au/800c5395-0cce-4775-8c57-2e8f52ef6956/Fluency-Without-Fear-1.28.15.pdf
- Brown, P. L., Concannon, J. P., Marx, D., Donaldson, C., & Black, A. (2016). An examination of middle school students’ STEM self-efficacy, interests and perceptions. Journal of STEM Education: Innovations and Research, 17(3). https://www.jstem.org/jstem/index.php/JSTEM/article/view/2137
- Bulut, P. (2017). The effect of primary school students’ writing attitudes and writing self-efficacy beliefs on their summary writing achievement. International Electronic Journal of Elementary Education,10(2),281-285.https://www.iejee.com/index.php/IEJEE/article/view/348
- Burić, I., & Kim, L. E. (2020). Teacher self-efficacy, instructional quality, and student motivational beliefs: An analysis using multilevel structural equation modeling. Learning and Instruction, 66, 101302.https://www.sciencedirect.com/science/article/pii/S0959475219300222
- Burns, M. K., Ysseldyke, J., Nelson, P. M., & Kanive, R. (2015). Number of repetitions required to retain single-digit multiplication math facts for elementary students. School Psychology Quarterly, 30(3), 398. https://psycnet.apa.org/record/2014-50648-001
- Butz, A. R., & Usher, E. L. (2015). Salient sources of early adolescents’ self-efficacy in two domains. Contemporary Educational Psychology, 42, 49–61. https://www.sciencedirect.com/science/article/pii/S0361476X15000132
- Căprioară, D. (2015). Problem solving-purpose and means of learning mathematics in school. Procedia-Social and Behavioral Sciences, 191, 1859–1864. https://www.sciencedirect.com/science/article/pii/S1877042815025926
- Carey, E., Hill, F., Devine, A., & Szücs, D. (2016). The chicken or the egg? The direction of the relationship between mathematics anxiety and mathematics performance. Frontiers in Psychology, 1987.https://www.frontiersin.org/articles/10.3389/fpsyg.2015.01987/full?fbclid=IwAR
- Cargnelutti, E., Tomasetto, C., & Passolunghi, M. C. (2017). How is anxiety related to math performance in young students? A longitudinal study of Grade 2 to Grade 3 children. Cognition and Emotion, 31(4), 755–764. https://doi.org/10.1080/02699931.2016.1147421
- Chan, M., & Liem, G. A. D. (2023). Achievement goal profiles and their associations with math achievement, self-efficacy, anxiety and instructional quality: A single and multilevel mixture study. British Journal of Educational Psychology, n/a(n/a), e12620. https://doi.org/10.1111/bjep.12620
- Chen, J. A., Tutwiler, M. S., Metcalf, S. J., Kamarainen, A., Grotzer, T., & Dede, C. (2016). A multi-user virtual environment to support students’ self-efficacy and interest in science: A latent growth model analysis. Learning and Instruction, 41,11–22. https://www.sciencedirect.com/science/article/abs/pii/S0959475215300311
- Clarke, B. A. (2021). The Role of Math Anxiety and Math Self-Efficacy Levels on High School Equivalency Student Math Performance [PhD Thesis, Gardner-Webb University]. https://search.proquest.com/openview/237bb0cc9cb1d7ad10fce75a28ac3adb/1?pq-origsite=gscholar&cbl=18750&diss=y
- Cook, D. A., & Artino, A. R. (2016). Motivation to learn: An overview of contemporary theories. Medical Education, 50(10), 997–1014. https://doi.org/10.1111/medu.13074
- Cribbs, J., Huang, X., & Piatek-Jimenez, K. (2021). Relations of mathematics mindset, mathematics anxiety, mathematics identity, and mathematics self-efficacy to STEM career choice: A structural equation modeling approach. School Science and Mathematics, 121(5), 275–287. https://doi.org/10.1111/ssm.12470
- de Quervain, D., Schwabe, L., & Roozendaal, B. (2017). Stress, glucocorticoids and memory: Implications for treating fear-related disorders. Nature Reviews Neuroscience, 18(1), 7–19. https://www.nature.com/articles/nrn.2016.155
- Demirel, M., & Akkoyunlu, B. (2017). Prospective Teachers’ Lifelong Learning Tendencies and Information Literacy Self-Efficacy. Educational Research and Reviews, 12(6), 329–337. http://journals.sagepub.com/doi/10.1177/0022487117702580
- Deng, L., Wu, S., Chen, Y., & Peng, Z. (2020). Digital game-based learning in a Shanghai primary-school mathematics class: A case study. Journal of Computer Assisted Learning, 36(5), 709–717. https://onlinelibrary.wiley.com/doi/abs/10.1111/jcal.12438
- Dowker, A., Sarkar, A., & Looi, C. Y. (2016). Mathematics anxiety: What have we learned in 60 years? Frontiers in Psychology, 7, 508. https://www.frontiersin.org/articles/10.3389/fpsyg.2016.00508/full
- Elshatarat, R. A., Yacoub, M. I., Khraim, F. M., Saleh, Z. T., & Afaneh, T. R. (2016). Self-efficacy in treating tobacco use: A review article. Proceedings of Singapore Healthcare, 25(4), 243–248. https://doi.org/10.1177/2010105816667137
- Engheta, N. (2020). Metamaterials with high degrees of freedom: Space, time, and more. Nanophotonics, 10(1), 639–642. https://doi.org/10.1515/nanoph-2020-0414
- Fadilah, N. N., & Munandar, D. R. (2020). Analisis tingkat kecemasan matematis siswa SMP. Prosiding Sesiomadika,2(1b).https://journal.unsika.ac.id/index.php/sesiomadika/article/view/2757
- Foley, A. E., Herts, J. B., Borgonovi, F., Guerriero, S., Levine, S. C., & Beilock, S. L. (2017). The math anxiety-performance link: A global phenomenon. Current Directions in Psychological Science, 26(1), 52–58. https://journals.sagepub.com/doi/abs/10.1177/0963721416672463
- Gabriel, F., Buckley, S., & Barthakur, A. (2020). The impact of mathematics anxiety on self-regulated learning and mathematical literacy. Australian Journal of Education, 64(3), 227–242. https://doi.org/10.1177/0004944120947881
- Garcia, P. R. J. M., Restubog, S. L. D., Bordia, P., Bordia, S., & Roxas, R. E. O. (2015). Career optimism: The roles of contextual support and career decision-making self-efficacy. Journal of Vocational Behavior, 88, 10–18. https://www.sciencedirect.com/science/article/pii/S0001879115000111
- Geist, E. (2015). Math anxiety and the “math gap”: How attitudes toward mathematics disadvantages students as early as preschool. Education, 135(3), 328–336. https://shorturl.at/gxCO9
- Gonzalez, A., Peters, M. L., Orange, A., & Grigsby, B. (2017). The influence of high-stakes testing on teacher self-efficacy and job-related stress. Cambridge Journal of Education, 47(4), 513–531. https://doi.org/10.1080/0305764X.2016.1214237
- Gonzalez-DeHass, A. R., Furner, J. M., Vásquez-Colina, M. D., & Morris, J. D. (2017). Pre-service elementary teachers’ achievement goals and their relationship to math anxiety. Learning and Individual Differences, 60, 40–45. https://doi.org/10.1016/j.lindif.2017.10.002
- Goreczny, A. J., Hamilton, D., Lubinski, L., & Pasquinelli, M. (2015). Exploration of Counselor Self-Efficacy Across Academic Training. The Clinical Supervisor, 34(1), 78–97. https://doi.org/10.1080/07325223.2015.1012916
- Gresham, G. (2018). Preservice to Inservice: Does Mathematics Anxiety Change With Teaching Experience? Journal of Teacher Education, 69(1), 90–107. https://doi.org/10.1177/0022487117702580
- Gresham, G., & Burleigh, C. (2019). Exploring early childhood preservice teachers’ mathematics anxiety and mathematics efficacy beliefs. Teaching Education, 30(2), 217–241. https://doi.org/10.1080/10476210.2018.1466875
- Gruber-Baldini, A. L., Velozo, C., Romero, S., & Shulman, L. M. (2017). Validation of the PROMIS® measures of self-efficacy for managing chronic conditions. Quality of Life Research, 26(7), 1915–1924. https://doi.org/10.1007/s11136-017-1527-3
- Guan, P., Capezio, A., Restubog, S. L. D., Read, S., Lajom, J. A. L., & Li, M. (2016). The role of traditionality in the relationships among parental support, career decision-making self-efficacy and career adaptability. Journal of Vocational Behavior,94,114–123. https://www.sciencedirect.com/science/article/pii/S0001879116300252
- Hadi, S., Retnawati, H., Munadi, S., Apino, E., & Wulandari, N. F. (2018). The difficulties of high school students in solving higher-order thinking skills problems. Problems of Education in the 21st Century, 76(4), 520. https://www.ceeol.com/search/article-detail?id=942113
- Handayani, I., & Asri, A. M. A. N. (2021). Peran Guru dan Orang Tua dalam Mengatasi Kesulitan Belajar Matematika Anak Slow Learner di Masa Pandemi Covid-19. Jurnal Pedagogi Dan Pembelajaran, 4(2), 202–210. https://ejournal.undiksha.ac.id/index.php/JP2/article/view/36014
- Haryanto, P. C., & Arty, I. S. (2019). The application of contextual teaching and learning in natural science to improve student’s HOTS and self-efficacy. Journal of Physics: Conference Series, 1233(1),012106. https://iopscience.iop.org/article/10.1088/1742-6596/1233/1/012106/meta
- Hendricks, K. S. (2016). The Sources of Self-Efficacy: Educational Research and Implications for Music. Update: Applications of Research in Music Education, 35(1), 32–38. https://doi.org/10.1177/8755123315576535
- Henslee, A., & Klein, B. (2017). Using brief guided imagery to reduce math anxiety and improve math performance: A pilot study. Journal of STEM Education, 18(4). https://www.learntechlib.org/p/181995/
- Hermita, M., & Thamrin, W. P. (2015). Metacognition toward academic self-efficacy among Indonesian private university scholarship students. Procedia-Social and Behavioral Sciences, 171, 1075–1080. https://www.sciencedirect.com/science/article/pii/S1877042815002980
- Herscovics, N. (2018). Cognitive obstacles encountered in the learning of algebra. Research Issues in the Learning and Teaching of Algebra, 60–86. https://shorturl.at/dkqzJ
- Hiller, S. E., Kitsantas, A., Cheema, J. E., & Poulou, M. (2022). Mathematics anxiety and self-efficacy as predictors of mathematics literacy. International Journal of Mathematical Education in Science and Technology, 53(8), 2133–2151. https://doi.org/10.1080/0020739X.2020.1868589
- Hopkins, R. F., Lyle, K. B., Hieb, J. L., & Ralston, P. A. S. (2016). Spaced Retrieval Practice Increases College Students’ Short- and Long-Term Retention of Mathematics Knowledge. Educational Psychology Review, 28(4), 853–873. https://doi.org/10.1007/s10648-015-9349-8
- Hudson, B., Henderson, S., & Hudson, A. (2015). Developing mathematical thinking in the primary classroom: Liberating students and teachers as learners of mathematics. Journal of Curriculum Studies, 47(3), 374–398. https://www.tandfonline.com/doi/full/10.1080/00220272.2014.979233
- Ikhsan, M. (2019). Pengaruh kecemasan matematis terhadap hasil belajar matematika. De Fermat: Jurnal Pendidikan Matematika, 2(1), 1–6. http://jurnal.pmat.uniba-bpn.ac.id/index.php/DEFERMAT/article/view/28
- Jameson, M. M. (2014). Contextual Factors Related to Math Anxiety in Second-Grade Children. The Journal of Experimental Education, 82(4), 518–536. https://doi.org/10.1080/00220973.2013.813367
- Juliyanti, A., & Pujiastuti, H. (2020). Pengaruh kecemasan matematis dan konsep diri terhadap hasil belajar matematika siswa. Prima: Jurnal Pendidikan Matematika, 4(2), 75–83. https://jurnal.umt.ac.id/index.php/prima/article/view/2591
- Justicia‐Galiano, M. J., Martín‐Puga, M. E., Linares, R., & Pelegrina, S. (2017). Math anxiety and math performance in children: The mediating roles of working memory and math self‐concept. British Journal of Educational Psychology, 87(4), 573–589. https://doi.org/10.1111/bjep.12165
- Kaput, J., Hegedus, S., & Lesh, R. (2020). Technology becoming infrastructural in mathematics education. In Foundations for the future in mathematics education (pp. 173–191). Routledge. https://shorturl.at/CDJQ4
- Kasalak, G., & Dagyar, M. (2020). The relationship between teacher self-efficacy and teacher job satisfaction: A meta-analysis of the teaching and learning international survey (TALIS). Educational Sciences: Theory and Practice, 20(3), 16–33. https://eric.ed.gov/?id=EJ1261816
- Kaskens, J., Segers, E., Goei, S. L., van Luit, J. E. H., & Verhoeven, L. (2020). Impact of Children’s math self-concept, math self-efficacy, math anxiety, and teacher competencies on math development. Teaching and Teacher Education, 94, 103096. https://doi.org/10.1016/j.tate.2020.103096
- Kelley, T. R., & Knowles, J. G. (2016). A conceptual framework for integrated STEM education. International Journal of STEM Education, 3, 1–11. https://stemeducationjournal.springeropen.com/articles/10.1186/s40594-016-0046-z
- Keskin, S. (2019). Factors affecting students’ preferences for online and blended learning: Motivational vs. cognitive. European Journal of Open, Distance and E-Learning (EURODL), 22(2), 72–86. https://stemeducationjournal.springeropen.com/articles/10.1186/s40594-016-0046-z
- Kinrade, N. P., Jackson, R. C., & Ashford, K. J. (2015). Reinvestment, task complexity and decision making under pressure in basketball. Psychology of Sport and Exercise, 20, 11–19. https://www.sciencedirect.com/science/article/pii/S1469029215000308
- Lee, C., & Johnston-Wilder, S. (2017). The construct of mathematical resilience. In Understanding emotions in mathematical thinking and learning (pp.269–291).Elsevier. https://www.sciencedirect.com/science/article/abs/pii/B9780128022184000108
- Leppma, M., & Darrah, M. (2022). Self-efficacy, mindfulness, and self-compassion as predictors of math anxiety in undergraduate students. International Journal of Mathematical Education in Science and Technology, 0(0), 1–16. https://doi.org/10.1080/0020739X.2022.2054740
- Luttenberger, S., Wimmer, S., & Paechter, M. (2018a). Spotlight on math anxiety. Psychology Research and Behavior Management, 311–322. https://www.dovepress.com/spotlight-on-math-anxiety-peer-reviewed-article-PRBM
- Luttenberger, S., Wimmer, S., & Paechter, M. (2018b). Spotlight on math anxiety. Psychology Research and Behavior Management, Volume 11, 311–322. https://doi.org/10.2147/PRBM.S141421
- Maddux, J. E. (2016). Self-efficacy. In Interpersonal and intrapersonal expectancies (pp. 41–46). Routledge. https://www.taylorfrancis.com/chapters/edit/10.4324/9781315652535-6/self-efficacy-james-maddux
- Malureanu, A., Panisoara, G., & Lazar, I. (2021). The relationship between self-confidence, self-efficacy, grit, usefulness, and ease of use of elearning platforms in corporate training during the COVID-19 pandemic. Sustainability, 13(12), 6633. https://www.mdpi.com/2071-1050/13/12/6633
- Mamolo, L. A., & Sugano, S. G. C. (2023). Digital interactive app and students’ mathematics self-efficacy, anxiety, and achievement in the “new normal.” E-Learning and Digital Media, 20427530231167646. https://doi.org/10.1177/20427530231167646
- Marschall, G. (2022). The role of teacher identity in teacher self-efficacy development: The case of Katie. Journal of Mathematics Teacher Education, 25(6), 725–747. https://doi.org/10.1007/s10857-021-09515-2
- Mazana, Y. M., Suero Montero, C., & Olifage, C. R. (2019). Investigating students’ attitude towards learning mathematics. https://erepo.uef.fi/handle/123456789/7398
- McKinney, J., Chang, M.-L., & Glassmeyer, D. (2021). Why Females Choose STEM Majors: Understanding the Relationships Between Major, Personality, Interests, Self-Efficacy, and Anxiety. Journal for STEM Education Research, 4(3), 278–300. https://doi.org/10.1007/s41979-021-00050-6
- Mutodi, P., & Ngirande, H. (2014). Exploring mathematics anxiety: Mathematics students’ experiences. Mediterranean Journal of Social Sciences, 5(1), 283. https://shorturl.at/ejCLP
- Namkung, J. M., Peng, P., & Lin, X. (2019). The relation between mathematics anxiety and mathematics performance among school-aged students: A meta-analysis. Review of Educational Research, 89(3), 459–496. https://journals.sagepub.com/doi/abs/10.3102/0034654319843494
- Neneh, B. N. (2022). Entrepreneurial passion and entrepreneurial intention: The role of social support and entrepreneurial self-efficacy. Studies in Higher Education, 47(3), 587–603. https://doi.org/10.1080/03075079.2020.1770716
- Newman, R. S. (2023). Adaptive help seeking: A strategy of self-regulated learning. In Self-regulation of learning and performance (pp. 283–301). Routledge. https://shorturl.at/mnAFM
- Nufus, H., & Mursalin, M. (2020). Improving Students’ Problem Solving Ability and Mathematical Communication through the Application of Problem Based Learning. Electronic Journal of Education, Social Economics and Technology, 1(1), 43–48. http://ejeset.saintispub.com/ejeset/article/view/8
- Nurhikmah, H., Farida, F., & Ervianti, E. (2021). The Impact of Computer-based Test and Students’ Ability in Computer Self-Efficacy on Mathematics Learning Outcomes. Journal of Education Technology, 5(4). https://rb.gy/bowl4
- Olango, M. (2016). Mathematics Anxiety Factors as Predictors of Mathematics Self-Efficacy and Achievement among Freshmen Science and Engineering Students. African Educational Research Journal, 4(3), 109–123. https://eric.ed.gov/?id=eJ1216175
- Özcan, Z. Ç., & Gümüş, A. E. (2019). A modeling study to explain mathematical problem-solving performance through metacognition, self-efficacy, motivation, and anxiety—Zeynep Çiğdem Özcan, Aynur Eren Gümüş, 2019. https://journals.sagepub.com/doi/full/10.1177/0004944119840073
- Öztürk, M., Akkan, Y., & Kaplan, A. (2020). Reading comprehension, Mathematics self-efficacy perception, and Mathematics attitude as correlates of students’ non-routine Mathematics problem-solving skills in Turkey. International Journal of Mathematical Education in Science and Technology, 51(7), 1042–1058. https://doi.org/10.1080/0020739X.2019.1648893
- Parungato, A. S., & Helmon, A. (2020). Hubungan Kecemasan Belajar dan Kemampuan Pemecahan Masalah Matematika Siswa Sekolah Dasar. Jurnal Literasi Pendidikan Dasar, 1(2), 58–63. http://jurnal.unikastpaulus.ac.id/index.php/jlpd/article/view/2183
- Passolunghi, M. C., Caviola, S., De Agostini, R., Perin, C., & Mammarella, I. C. (2016a). Mathematics anxiety, working memory, and mathematics performance in secondary-school children. Frontiers in Psychology, 7, 42. https://www.frontiersin.org/articles/10.3389/fpsyg.2016.00042/full
- Passolunghi, M. C., Caviola, S., De Agostini, R., Perin, C., & Mammarella, I. C. (2016b). Mathematics anxiety, working memory, and mathematics performance in secondary-school children. Frontiers in Psychology, 7, 42. https://www.frontiersin.org/articles/10.3389/fpsyg.2016.00042/full
- Penalba, M., Giorgi, G., & Ringwood, J. V. (2017). Mathematical modelling of wave energy converters: A review of nonlinear approaches. Renewable and Sustainable Energy Reviews, 78, 1188–1207. https://www.sciencedirect.com/science/article/abs/pii/S1364032116308784
- Peranginangin, S. A., Saragih, S., & Siagian, P. (2019). Development of learning materials through PBL with Karo culture context to improve students’ problem solving ability and self-efficacy. International Electronic Journal of Mathematics Education, 14(2), 265–274. https://www.iejme.com/article/development-of-learning-materials-through-pbl-with-karo-culture-context-to-improve-students-problem-5713
- Pisarik, C. T., Rowell, P. C., & Thompson, L. K. (2017). A Phenomenological Study of Career Anxiety Among College Students. The Career Development Quarterly, 65(4), 339–352. https://doi.org/10.1002/cdq.12112
- Ramirez, G., Hooper, S. Y., Kersting, N. B., Ferguson, R., & Yeager, D. (2018). Teacher Math Anxiety Relates to Adolescent Students’ Math Achievement. AERA Open, 4(1), 2332858418756052. https://doi.org/10.1177/2332858418756052
- Reyes, J. D. C. (2019). Mathematics anxiety and self-efficacy: A phenomenological dimension. International Journal of Humanities and Education Development (IJHED), 1(1), 22–34. https://mail.theshillonga.com/index.php/jhed/article/view/9
- Romiszowski, A. J. (2016). Designing instructional systems: Decision making in course planning and curriculum design. Routledge. https://rb.gy/8hjdb ge&f=false
- Roth, A., Ogrin, S., & Schmitz, B. (2016). Assessing self-regulated learning in higher education: A systematic literature review of self-report instruments. Educational Assessment, Evaluation and Accountability, 28(3), 225–250. https://doi.org/10.1007/s11092-015-9229-2
- Rozgonjuk, D., Kraav, T., Mikkor, K., Orav-Puurand, K., & Täht, K. (2020a). Mathematics anxiety among STEM and social sciences students: The roles of mathematics self-efficacy, and deep and surface approach to learning. International Journal of STEM Education, 7(1), 46. https://doi.org/10.1186/s40594-020-00246-z
- Rozgonjuk, D., Kraav, T., Mikkor, K., Orav-Puurand, K., & Täht, K. (2020b). Mathematics anxiety among STEM and social sciences students: The roles of mathematics self-efficacy, and deep and surface approach to learning. International Journal of STEM Education, 7(1), 46. https://doi.org/10.1186/s40594-020-00246-z
- Ryan, K., Cooper, J. M., & Bolick, C. M. (2015). Those who can, teach. Cengage Learning. https://rb.gy/v6hzg
- Saeid, N., & Eslaminejad, T. (2017). Relationship between Student’s Self-Directed-Learning Readiness and Academic Self-Efficacy and Achievement Motivation in Students. International Education Studies, 10(1), 225–232. https://eric.ed.gov/?id=EJ1124824
- Sahin, A., Cavlazoglu, B., & Zeytuncu, Y. E. (2015). Flipping a college calculus course: A case study. Journal of Educational Technology & Society, 18(3),142–152. https://www.jstor.org/stable/pdf/jeductechsoci.18.3.142.pdf
- Samuel, T. S., & Warner, J. (2021). “I Can Math!”: Reducing Math Anxiety and Increasing Math Self-Efficacy Using a Mindfulness and Growth Mindset-Based Intervention in First-Year Students. Community College Journal of Research and Practice, 45(3), 205–222. https://doi.org/10.1080/10668926.2019.1666063
- Santoso, E. (2021). Kecemasan Matematis: What and How? Indonesian Journal of Education and Humanity, 1(1), 1–8. http://ijoehm.rcipublisher.org/index.php/ijoehm/article/view/1
- Schunk, D. H. (2023). Self-regulation of self-efficacy and attributions in academic settings. In Self-regulation of learning and performance (pp. 75–99). Routledge. https://api.taylorfrancis.com/content/chapters/edit/download?identifierName=doi&identifierValue=10.4324/9780203763353-4&type=chapterpdf
- Sha, L., Schunn, C., Bathgate, M., & Ben-Eliyahu, A. (2016). Families support their children’s success in science learning by influencing interest and self-efficacy: From Family Support to Choices and Engagement. Journal of Research in Science Teaching, 53(3), 450–472. https://doi.org/10.1002/tea.21251
- Simamora, R. E., & Saragih, S. (2019). Improving Students’ Mathematical Problem Solving Ability and Self-Efficacy through Guided Discovery Learning in Local Culture Context. International Electronic Journal of Mathematics Education, 14(1), 61–72. https://eric.ed.gov/?id=EJ1227360
- Sun, F.-K., Long, A., Tseng, Y. S., Huang, H.-M., You, J.-H., & Chiang, C.-Y. (2016). Undergraduate student nurses’ lived experiences of anxiety during their first clinical practicum: A phenomenological study. Nurse Education Today, 37, 21–26. https://www.sciencedirect.com/science/article/pii/S026069171500458X
- Talsma, K., Robertson, K., Thomas, C., & Norris, K. (2021). COVID-19 beliefs, self-efficacy and academic performance in first-year university students: Cohort comparison and mediation analysis. Frontiers in Psychology, 12, 643408. https://www.frontiersin.org/articles/10.3389/fpsyg.2021.643408/full
- Tassell, J., Gerstenschlager, N. E., Syzmanski, T., & Denning, S. (2020). A study of factors impacting elementary mathematics preservice teachers: Improving mindfulness, anxiety, self-efficacy, and mindset. School Science and Mathematics, 120(6), 333–344. https://doi.org/10.1111/ssm.12425
- Teng, L. S., Sun, P. P., & Xu, L. (2018). Conceptualizing Writing Self‐Efficacy in English as a Foreign Language Contexts: Scale Validation Through Structural Equation Modeling. TESOL Quarterly, 52(4), 911–942. https://doi.org/10.1002/tesq.432
- Tomlinson, C. A. (2023). The parallel curriculum model: A design to develop potential & challenge high-ability learners. In Systems and models for developing programs for the gifted and talented (pp. 571–598). Routledge. https://rb.gy/i247y
- Unlu, M., Ertekin, E., & Dilmac, B. (2017). Predicting Relationships between Mathematics Anxiety, Mathematics Teaching Anxiety, Self-Efficacy Beliefs towards Mathematics and Mathematics Teaching. International Journal of Research in Education and Science, 3(2), 636–645. https://eric.ed.gov/?id=EJ1148432
- Vongkulluksn, V. W., Matewos, A. M., Sinatra, G. M., & Marsh, J. A. (2018). Motivational factors in makerspaces: A mixed methods study of elementary school students’ situational interest, self-efficacy, and achievement emotions. International Journal of STEM Education, 5(1), 43. https://doi.org/10.1186/s40594-018-0129-0
- Wang, Z., Lukowski, S. L., Hart, S. A., Lyons, I. M., Thompson, L. A., Kovas, Y., Mazzocco, M. M. M., Plomin, R., & Petrill, S. A. (2015). Is Math Anxiety Always Bad for Math Learning? The Role of Math Motivation. Psychological Science, 26(12), 1863–1876. https://doi.org/10.1177/0956797615602471
- Wei, H.-C., & Chou, C. (2020). Online learning performance and satisfaction: Do perceptions and readiness matter? Distance Education, 41(1), 48–69. https://doi.org/10.1080/01587919.2020.1724768
- Widodo, S. A. (2018). Selection of Learning Media Mathematics for Junior School Students. Turkish Online Journal of Educational Technology-TOJET, 17(1), 154–160. https://eric.ed.gov/?id=EJ1165728
- Williams, D. M., & Rhodes, R. E. (2016). The confounded self-efficacy construct: Conceptual analysis and recommendations for future research. Health Psychology Review, 10(2), 113–128. https://doi.org/10.1080/17437199.2014.941998
- Zhang, D., & Wang, C. (2020). The relationship between mathematics interest and mathematics achievement: Mediating roles of self-efficacy and mathematics anxiety. International Journal of Educational Research, 104, 101648. https://doi.org/10.1016/j.ijer.2020.101648
- Zhou, D., Du, X., Hau, K.-T., Luo, H., Feng, P., & Liu, J. (2020). Teacher-student relationship and mathematical problem-solving ability: Mediating roles of self-efficacy and mathematical anxiety. Educational Psychology, 40(4), 473–489. https://doi.org/10.1080/01443410.2019.1696947
- Zientek, L. R., Yetkiner, Z. E., & Thompson, B. (2010). Characterizing the Mathematics Anxiety Literature Using Confidence Intervals as a Literature Review Mechanism. The Journal of Educational Research, 103(6), 424–438. https://doi.org/10.1080/00220670903383093
References
Ahn, H. S., Usher, E. L., Butz, A., & Bong, M. (2016). Cultural differences in the understanding of modelling and feedback as sources of self-efficacy information. British Journal of Educational Psychology, 86(1), 112–136. https://doi.org/10.1111/bjep.12093
Alves, M., Rodrigues, C. S., Rocha, A. M. A. C., & Coutinho, C. (2016). Self-efficacy, mathematics’ anxiety and perceived importance: An empirical study with Portuguese engineering students. European Journal of Engineering Education, 41(1), 105–121. https://doi.org/10.1080/03043797.2015.1095159
Anggrarini, N. (2022). Strategi Guru dalam Meningkatkan Konsentrasi Belajar Siswa pada Pelajaran Matematika melalui Daring saat Pandemi Covid-19 Di SDN Mampang 3 Depok. Didaktik: Jurnal Ilmiah PGSD STKIP Subang, 8(1), 345–356. http://journal.stkipsubang.ac.id/index.php/didaktik/article/view/295
Ashcraft, M. H., Kirk, E. P., & Hopko, D. (2022). On the cognitive consequences of mathematics anxiety. In The development of mathematical skills (pp. 174–196). Psychology Press. https://shorturl.at/clxR1
Bano, M., Zowghi, D., Kearney, M., Schuck, S., & Aubusson, P. (2018). Mobile learning for science and mathematics school education: A systematic review of empirical evidence. Computers & Education, 121, 30–58. https://www.sciencedirect.com/science/article/abs/pii/S0360131518300381
Bartley, S. R., & Ingram, N. (2018). Parental modelling of mathematical affect: Self-efficacy and emotional arousal. Mathematics Education Research Journal, 30(3), 277–297. https://doi.org/10.1007/s13394-017-0233-3
Beilock, S. L., & Maloney, E. A. (2015). Math Anxiety: A Factor in Math Achievement Not to Be Ignored—Sian L. Beilock, Erin A. Maloney, 2015. https://journals.sagepub.com/doi/10.1177/2372732215601438
Boaler, J. (2015). The elephant in the classroom: Helping children learn and love maths. Souvenir Press. https://shorturl.at/mxBH0
Boaler, J., Williams, C., & Confer, A. (2015). Fluency without fear: Research evidence on the best ways to learn math facts. Reflections, 40(2), 7–12. https://fusecontent.education.vic.gov.au/800c5395-0cce-4775-8c57-2e8f52ef6956/Fluency-Without-Fear-1.28.15.pdf
Brown, P. L., Concannon, J. P., Marx, D., Donaldson, C., & Black, A. (2016). An examination of middle school students’ STEM self-efficacy, interests and perceptions. Journal of STEM Education: Innovations and Research, 17(3). https://www.jstem.org/jstem/index.php/JSTEM/article/view/2137
Bulut, P. (2017). The effect of primary school students’ writing attitudes and writing self-efficacy beliefs on their summary writing achievement. International Electronic Journal of Elementary Education,10(2),281-285.https://www.iejee.com/index.php/IEJEE/article/view/348
Burić, I., & Kim, L. E. (2020). Teacher self-efficacy, instructional quality, and student motivational beliefs: An analysis using multilevel structural equation modeling. Learning and Instruction, 66, 101302.https://www.sciencedirect.com/science/article/pii/S0959475219300222
Burns, M. K., Ysseldyke, J., Nelson, P. M., & Kanive, R. (2015). Number of repetitions required to retain single-digit multiplication math facts for elementary students. School Psychology Quarterly, 30(3), 398. https://psycnet.apa.org/record/2014-50648-001
Butz, A. R., & Usher, E. L. (2015). Salient sources of early adolescents’ self-efficacy in two domains. Contemporary Educational Psychology, 42, 49–61. https://www.sciencedirect.com/science/article/pii/S0361476X15000132
Căprioară, D. (2015). Problem solving-purpose and means of learning mathematics in school. Procedia-Social and Behavioral Sciences, 191, 1859–1864. https://www.sciencedirect.com/science/article/pii/S1877042815025926
Carey, E., Hill, F., Devine, A., & Szücs, D. (2016). The chicken or the egg? The direction of the relationship between mathematics anxiety and mathematics performance. Frontiers in Psychology, 1987.https://www.frontiersin.org/articles/10.3389/fpsyg.2015.01987/full?fbclid=IwAR
Cargnelutti, E., Tomasetto, C., & Passolunghi, M. C. (2017). How is anxiety related to math performance in young students? A longitudinal study of Grade 2 to Grade 3 children. Cognition and Emotion, 31(4), 755–764. https://doi.org/10.1080/02699931.2016.1147421
Chan, M., & Liem, G. A. D. (2023). Achievement goal profiles and their associations with math achievement, self-efficacy, anxiety and instructional quality: A single and multilevel mixture study. British Journal of Educational Psychology, n/a(n/a), e12620. https://doi.org/10.1111/bjep.12620
Chen, J. A., Tutwiler, M. S., Metcalf, S. J., Kamarainen, A., Grotzer, T., & Dede, C. (2016). A multi-user virtual environment to support students’ self-efficacy and interest in science: A latent growth model analysis. Learning and Instruction, 41,11–22. https://www.sciencedirect.com/science/article/abs/pii/S0959475215300311
Clarke, B. A. (2021). The Role of Math Anxiety and Math Self-Efficacy Levels on High School Equivalency Student Math Performance [PhD Thesis, Gardner-Webb University]. https://search.proquest.com/openview/237bb0cc9cb1d7ad10fce75a28ac3adb/1?pq-origsite=gscholar&cbl=18750&diss=y
Cook, D. A., & Artino, A. R. (2016). Motivation to learn: An overview of contemporary theories. Medical Education, 50(10), 997–1014. https://doi.org/10.1111/medu.13074
Cribbs, J., Huang, X., & Piatek-Jimenez, K. (2021). Relations of mathematics mindset, mathematics anxiety, mathematics identity, and mathematics self-efficacy to STEM career choice: A structural equation modeling approach. School Science and Mathematics, 121(5), 275–287. https://doi.org/10.1111/ssm.12470
de Quervain, D., Schwabe, L., & Roozendaal, B. (2017). Stress, glucocorticoids and memory: Implications for treating fear-related disorders. Nature Reviews Neuroscience, 18(1), 7–19. https://www.nature.com/articles/nrn.2016.155
Demirel, M., & Akkoyunlu, B. (2017). Prospective Teachers’ Lifelong Learning Tendencies and Information Literacy Self-Efficacy. Educational Research and Reviews, 12(6), 329–337. http://journals.sagepub.com/doi/10.1177/0022487117702580
Deng, L., Wu, S., Chen, Y., & Peng, Z. (2020). Digital game-based learning in a Shanghai primary-school mathematics class: A case study. Journal of Computer Assisted Learning, 36(5), 709–717. https://onlinelibrary.wiley.com/doi/abs/10.1111/jcal.12438
Dowker, A., Sarkar, A., & Looi, C. Y. (2016). Mathematics anxiety: What have we learned in 60 years? Frontiers in Psychology, 7, 508. https://www.frontiersin.org/articles/10.3389/fpsyg.2016.00508/full
Elshatarat, R. A., Yacoub, M. I., Khraim, F. M., Saleh, Z. T., & Afaneh, T. R. (2016). Self-efficacy in treating tobacco use: A review article. Proceedings of Singapore Healthcare, 25(4), 243–248. https://doi.org/10.1177/2010105816667137
Engheta, N. (2020). Metamaterials with high degrees of freedom: Space, time, and more. Nanophotonics, 10(1), 639–642. https://doi.org/10.1515/nanoph-2020-0414
Fadilah, N. N., & Munandar, D. R. (2020). Analisis tingkat kecemasan matematis siswa SMP. Prosiding Sesiomadika,2(1b).https://journal.unsika.ac.id/index.php/sesiomadika/article/view/2757
Foley, A. E., Herts, J. B., Borgonovi, F., Guerriero, S., Levine, S. C., & Beilock, S. L. (2017). The math anxiety-performance link: A global phenomenon. Current Directions in Psychological Science, 26(1), 52–58. https://journals.sagepub.com/doi/abs/10.1177/0963721416672463
Gabriel, F., Buckley, S., & Barthakur, A. (2020). The impact of mathematics anxiety on self-regulated learning and mathematical literacy. Australian Journal of Education, 64(3), 227–242. https://doi.org/10.1177/0004944120947881
Garcia, P. R. J. M., Restubog, S. L. D., Bordia, P., Bordia, S., & Roxas, R. E. O. (2015). Career optimism: The roles of contextual support and career decision-making self-efficacy. Journal of Vocational Behavior, 88, 10–18. https://www.sciencedirect.com/science/article/pii/S0001879115000111
Geist, E. (2015). Math anxiety and the “math gap”: How attitudes toward mathematics disadvantages students as early as preschool. Education, 135(3), 328–336. https://shorturl.at/gxCO9
Gonzalez, A., Peters, M. L., Orange, A., & Grigsby, B. (2017). The influence of high-stakes testing on teacher self-efficacy and job-related stress. Cambridge Journal of Education, 47(4), 513–531. https://doi.org/10.1080/0305764X.2016.1214237
Gonzalez-DeHass, A. R., Furner, J. M., Vásquez-Colina, M. D., & Morris, J. D. (2017). Pre-service elementary teachers’ achievement goals and their relationship to math anxiety. Learning and Individual Differences, 60, 40–45. https://doi.org/10.1016/j.lindif.2017.10.002
Goreczny, A. J., Hamilton, D., Lubinski, L., & Pasquinelli, M. (2015). Exploration of Counselor Self-Efficacy Across Academic Training. The Clinical Supervisor, 34(1), 78–97. https://doi.org/10.1080/07325223.2015.1012916
Gresham, G. (2018). Preservice to Inservice: Does Mathematics Anxiety Change With Teaching Experience? Journal of Teacher Education, 69(1), 90–107. https://doi.org/10.1177/0022487117702580
Gresham, G., & Burleigh, C. (2019). Exploring early childhood preservice teachers’ mathematics anxiety and mathematics efficacy beliefs. Teaching Education, 30(2), 217–241. https://doi.org/10.1080/10476210.2018.1466875
Gruber-Baldini, A. L., Velozo, C., Romero, S., & Shulman, L. M. (2017). Validation of the PROMIS® measures of self-efficacy for managing chronic conditions. Quality of Life Research, 26(7), 1915–1924. https://doi.org/10.1007/s11136-017-1527-3
Guan, P., Capezio, A., Restubog, S. L. D., Read, S., Lajom, J. A. L., & Li, M. (2016). The role of traditionality in the relationships among parental support, career decision-making self-efficacy and career adaptability. Journal of Vocational Behavior,94,114–123. https://www.sciencedirect.com/science/article/pii/S0001879116300252
Hadi, S., Retnawati, H., Munadi, S., Apino, E., & Wulandari, N. F. (2018). The difficulties of high school students in solving higher-order thinking skills problems. Problems of Education in the 21st Century, 76(4), 520. https://www.ceeol.com/search/article-detail?id=942113
Handayani, I., & Asri, A. M. A. N. (2021). Peran Guru dan Orang Tua dalam Mengatasi Kesulitan Belajar Matematika Anak Slow Learner di Masa Pandemi Covid-19. Jurnal Pedagogi Dan Pembelajaran, 4(2), 202–210. https://ejournal.undiksha.ac.id/index.php/JP2/article/view/36014
Haryanto, P. C., & Arty, I. S. (2019). The application of contextual teaching and learning in natural science to improve student’s HOTS and self-efficacy. Journal of Physics: Conference Series, 1233(1),012106. https://iopscience.iop.org/article/10.1088/1742-6596/1233/1/012106/meta
Hendricks, K. S. (2016). The Sources of Self-Efficacy: Educational Research and Implications for Music. Update: Applications of Research in Music Education, 35(1), 32–38. https://doi.org/10.1177/8755123315576535
Henslee, A., & Klein, B. (2017). Using brief guided imagery to reduce math anxiety and improve math performance: A pilot study. Journal of STEM Education, 18(4). https://www.learntechlib.org/p/181995/
Hermita, M., & Thamrin, W. P. (2015). Metacognition toward academic self-efficacy among Indonesian private university scholarship students. Procedia-Social and Behavioral Sciences, 171, 1075–1080. https://www.sciencedirect.com/science/article/pii/S1877042815002980
Herscovics, N. (2018). Cognitive obstacles encountered in the learning of algebra. Research Issues in the Learning and Teaching of Algebra, 60–86. https://shorturl.at/dkqzJ
Hiller, S. E., Kitsantas, A., Cheema, J. E., & Poulou, M. (2022). Mathematics anxiety and self-efficacy as predictors of mathematics literacy. International Journal of Mathematical Education in Science and Technology, 53(8), 2133–2151. https://doi.org/10.1080/0020739X.2020.1868589
Hopkins, R. F., Lyle, K. B., Hieb, J. L., & Ralston, P. A. S. (2016). Spaced Retrieval Practice Increases College Students’ Short- and Long-Term Retention of Mathematics Knowledge. Educational Psychology Review, 28(4), 853–873. https://doi.org/10.1007/s10648-015-9349-8
Hudson, B., Henderson, S., & Hudson, A. (2015). Developing mathematical thinking in the primary classroom: Liberating students and teachers as learners of mathematics. Journal of Curriculum Studies, 47(3), 374–398. https://www.tandfonline.com/doi/full/10.1080/00220272.2014.979233
Ikhsan, M. (2019). Pengaruh kecemasan matematis terhadap hasil belajar matematika. De Fermat: Jurnal Pendidikan Matematika, 2(1), 1–6. http://jurnal.pmat.uniba-bpn.ac.id/index.php/DEFERMAT/article/view/28
Jameson, M. M. (2014). Contextual Factors Related to Math Anxiety in Second-Grade Children. The Journal of Experimental Education, 82(4), 518–536. https://doi.org/10.1080/00220973.2013.813367
Juliyanti, A., & Pujiastuti, H. (2020). Pengaruh kecemasan matematis dan konsep diri terhadap hasil belajar matematika siswa. Prima: Jurnal Pendidikan Matematika, 4(2), 75–83. https://jurnal.umt.ac.id/index.php/prima/article/view/2591
Justicia‐Galiano, M. J., Martín‐Puga, M. E., Linares, R., & Pelegrina, S. (2017). Math anxiety and math performance in children: The mediating roles of working memory and math self‐concept. British Journal of Educational Psychology, 87(4), 573–589. https://doi.org/10.1111/bjep.12165
Kaput, J., Hegedus, S., & Lesh, R. (2020). Technology becoming infrastructural in mathematics education. In Foundations for the future in mathematics education (pp. 173–191). Routledge. https://shorturl.at/CDJQ4
Kasalak, G., & Dagyar, M. (2020). The relationship between teacher self-efficacy and teacher job satisfaction: A meta-analysis of the teaching and learning international survey (TALIS). Educational Sciences: Theory and Practice, 20(3), 16–33. https://eric.ed.gov/?id=EJ1261816
Kaskens, J., Segers, E., Goei, S. L., van Luit, J. E. H., & Verhoeven, L. (2020). Impact of Children’s math self-concept, math self-efficacy, math anxiety, and teacher competencies on math development. Teaching and Teacher Education, 94, 103096. https://doi.org/10.1016/j.tate.2020.103096
Kelley, T. R., & Knowles, J. G. (2016). A conceptual framework for integrated STEM education. International Journal of STEM Education, 3, 1–11. https://stemeducationjournal.springeropen.com/articles/10.1186/s40594-016-0046-z
Keskin, S. (2019). Factors affecting students’ preferences for online and blended learning: Motivational vs. cognitive. European Journal of Open, Distance and E-Learning (EURODL), 22(2), 72–86. https://stemeducationjournal.springeropen.com/articles/10.1186/s40594-016-0046-z
Kinrade, N. P., Jackson, R. C., & Ashford, K. J. (2015). Reinvestment, task complexity and decision making under pressure in basketball. Psychology of Sport and Exercise, 20, 11–19. https://www.sciencedirect.com/science/article/pii/S1469029215000308
Lee, C., & Johnston-Wilder, S. (2017). The construct of mathematical resilience. In Understanding emotions in mathematical thinking and learning (pp.269–291).Elsevier. https://www.sciencedirect.com/science/article/abs/pii/B9780128022184000108
Leppma, M., & Darrah, M. (2022). Self-efficacy, mindfulness, and self-compassion as predictors of math anxiety in undergraduate students. International Journal of Mathematical Education in Science and Technology, 0(0), 1–16. https://doi.org/10.1080/0020739X.2022.2054740
Luttenberger, S., Wimmer, S., & Paechter, M. (2018a). Spotlight on math anxiety. Psychology Research and Behavior Management, 311–322. https://www.dovepress.com/spotlight-on-math-anxiety-peer-reviewed-article-PRBM
Luttenberger, S., Wimmer, S., & Paechter, M. (2018b). Spotlight on math anxiety. Psychology Research and Behavior Management, Volume 11, 311–322. https://doi.org/10.2147/PRBM.S141421
Maddux, J. E. (2016). Self-efficacy. In Interpersonal and intrapersonal expectancies (pp. 41–46). Routledge. https://www.taylorfrancis.com/chapters/edit/10.4324/9781315652535-6/self-efficacy-james-maddux
Malureanu, A., Panisoara, G., & Lazar, I. (2021). The relationship between self-confidence, self-efficacy, grit, usefulness, and ease of use of elearning platforms in corporate training during the COVID-19 pandemic. Sustainability, 13(12), 6633. https://www.mdpi.com/2071-1050/13/12/6633
Mamolo, L. A., & Sugano, S. G. C. (2023). Digital interactive app and students’ mathematics self-efficacy, anxiety, and achievement in the “new normal.” E-Learning and Digital Media, 20427530231167646. https://doi.org/10.1177/20427530231167646
Marschall, G. (2022). The role of teacher identity in teacher self-efficacy development: The case of Katie. Journal of Mathematics Teacher Education, 25(6), 725–747. https://doi.org/10.1007/s10857-021-09515-2
Mazana, Y. M., Suero Montero, C., & Olifage, C. R. (2019). Investigating students’ attitude towards learning mathematics. https://erepo.uef.fi/handle/123456789/7398
McKinney, J., Chang, M.-L., & Glassmeyer, D. (2021). Why Females Choose STEM Majors: Understanding the Relationships Between Major, Personality, Interests, Self-Efficacy, and Anxiety. Journal for STEM Education Research, 4(3), 278–300. https://doi.org/10.1007/s41979-021-00050-6
Mutodi, P., & Ngirande, H. (2014). Exploring mathematics anxiety: Mathematics students’ experiences. Mediterranean Journal of Social Sciences, 5(1), 283. https://shorturl.at/ejCLP
Namkung, J. M., Peng, P., & Lin, X. (2019). The relation between mathematics anxiety and mathematics performance among school-aged students: A meta-analysis. Review of Educational Research, 89(3), 459–496. https://journals.sagepub.com/doi/abs/10.3102/0034654319843494
Neneh, B. N. (2022). Entrepreneurial passion and entrepreneurial intention: The role of social support and entrepreneurial self-efficacy. Studies in Higher Education, 47(3), 587–603. https://doi.org/10.1080/03075079.2020.1770716
Newman, R. S. (2023). Adaptive help seeking: A strategy of self-regulated learning. In Self-regulation of learning and performance (pp. 283–301). Routledge. https://shorturl.at/mnAFM
Nufus, H., & Mursalin, M. (2020). Improving Students’ Problem Solving Ability and Mathematical Communication through the Application of Problem Based Learning. Electronic Journal of Education, Social Economics and Technology, 1(1), 43–48. http://ejeset.saintispub.com/ejeset/article/view/8
Nurhikmah, H., Farida, F., & Ervianti, E. (2021). The Impact of Computer-based Test and Students’ Ability in Computer Self-Efficacy on Mathematics Learning Outcomes. Journal of Education Technology, 5(4). https://rb.gy/bowl4
Olango, M. (2016). Mathematics Anxiety Factors as Predictors of Mathematics Self-Efficacy and Achievement among Freshmen Science and Engineering Students. African Educational Research Journal, 4(3), 109–123. https://eric.ed.gov/?id=eJ1216175
Özcan, Z. Ç., & Gümüş, A. E. (2019). A modeling study to explain mathematical problem-solving performance through metacognition, self-efficacy, motivation, and anxiety—Zeynep Çiğdem Özcan, Aynur Eren Gümüş, 2019. https://journals.sagepub.com/doi/full/10.1177/0004944119840073
Öztürk, M., Akkan, Y., & Kaplan, A. (2020). Reading comprehension, Mathematics self-efficacy perception, and Mathematics attitude as correlates of students’ non-routine Mathematics problem-solving skills in Turkey. International Journal of Mathematical Education in Science and Technology, 51(7), 1042–1058. https://doi.org/10.1080/0020739X.2019.1648893
Parungato, A. S., & Helmon, A. (2020). Hubungan Kecemasan Belajar dan Kemampuan Pemecahan Masalah Matematika Siswa Sekolah Dasar. Jurnal Literasi Pendidikan Dasar, 1(2), 58–63. http://jurnal.unikastpaulus.ac.id/index.php/jlpd/article/view/2183
Passolunghi, M. C., Caviola, S., De Agostini, R., Perin, C., & Mammarella, I. C. (2016a). Mathematics anxiety, working memory, and mathematics performance in secondary-school children. Frontiers in Psychology, 7, 42. https://www.frontiersin.org/articles/10.3389/fpsyg.2016.00042/full
Passolunghi, M. C., Caviola, S., De Agostini, R., Perin, C., & Mammarella, I. C. (2016b). Mathematics anxiety, working memory, and mathematics performance in secondary-school children. Frontiers in Psychology, 7, 42. https://www.frontiersin.org/articles/10.3389/fpsyg.2016.00042/full
Penalba, M., Giorgi, G., & Ringwood, J. V. (2017). Mathematical modelling of wave energy converters: A review of nonlinear approaches. Renewable and Sustainable Energy Reviews, 78, 1188–1207. https://www.sciencedirect.com/science/article/abs/pii/S1364032116308784
Peranginangin, S. A., Saragih, S., & Siagian, P. (2019). Development of learning materials through PBL with Karo culture context to improve students’ problem solving ability and self-efficacy. International Electronic Journal of Mathematics Education, 14(2), 265–274. https://www.iejme.com/article/development-of-learning-materials-through-pbl-with-karo-culture-context-to-improve-students-problem-5713
Pisarik, C. T., Rowell, P. C., & Thompson, L. K. (2017). A Phenomenological Study of Career Anxiety Among College Students. The Career Development Quarterly, 65(4), 339–352. https://doi.org/10.1002/cdq.12112
Ramirez, G., Hooper, S. Y., Kersting, N. B., Ferguson, R., & Yeager, D. (2018). Teacher Math Anxiety Relates to Adolescent Students’ Math Achievement. AERA Open, 4(1), 2332858418756052. https://doi.org/10.1177/2332858418756052
Reyes, J. D. C. (2019). Mathematics anxiety and self-efficacy: A phenomenological dimension. International Journal of Humanities and Education Development (IJHED), 1(1), 22–34. https://mail.theshillonga.com/index.php/jhed/article/view/9
Romiszowski, A. J. (2016). Designing instructional systems: Decision making in course planning and curriculum design. Routledge. https://rb.gy/8hjdb ge&f=false
Roth, A., Ogrin, S., & Schmitz, B. (2016). Assessing self-regulated learning in higher education: A systematic literature review of self-report instruments. Educational Assessment, Evaluation and Accountability, 28(3), 225–250. https://doi.org/10.1007/s11092-015-9229-2
Rozgonjuk, D., Kraav, T., Mikkor, K., Orav-Puurand, K., & Täht, K. (2020a). Mathematics anxiety among STEM and social sciences students: The roles of mathematics self-efficacy, and deep and surface approach to learning. International Journal of STEM Education, 7(1), 46. https://doi.org/10.1186/s40594-020-00246-z
Rozgonjuk, D., Kraav, T., Mikkor, K., Orav-Puurand, K., & Täht, K. (2020b). Mathematics anxiety among STEM and social sciences students: The roles of mathematics self-efficacy, and deep and surface approach to learning. International Journal of STEM Education, 7(1), 46. https://doi.org/10.1186/s40594-020-00246-z
Ryan, K., Cooper, J. M., & Bolick, C. M. (2015). Those who can, teach. Cengage Learning. https://rb.gy/v6hzg
Saeid, N., & Eslaminejad, T. (2017). Relationship between Student’s Self-Directed-Learning Readiness and Academic Self-Efficacy and Achievement Motivation in Students. International Education Studies, 10(1), 225–232. https://eric.ed.gov/?id=EJ1124824
Sahin, A., Cavlazoglu, B., & Zeytuncu, Y. E. (2015). Flipping a college calculus course: A case study. Journal of Educational Technology & Society, 18(3),142–152. https://www.jstor.org/stable/pdf/jeductechsoci.18.3.142.pdf
Samuel, T. S., & Warner, J. (2021). “I Can Math!”: Reducing Math Anxiety and Increasing Math Self-Efficacy Using a Mindfulness and Growth Mindset-Based Intervention in First-Year Students. Community College Journal of Research and Practice, 45(3), 205–222. https://doi.org/10.1080/10668926.2019.1666063
Santoso, E. (2021). Kecemasan Matematis: What and How? Indonesian Journal of Education and Humanity, 1(1), 1–8. http://ijoehm.rcipublisher.org/index.php/ijoehm/article/view/1
Schunk, D. H. (2023). Self-regulation of self-efficacy and attributions in academic settings. In Self-regulation of learning and performance (pp. 75–99). Routledge. https://api.taylorfrancis.com/content/chapters/edit/download?identifierName=doi&identifierValue=10.4324/9780203763353-4&type=chapterpdf
Sha, L., Schunn, C., Bathgate, M., & Ben-Eliyahu, A. (2016). Families support their children’s success in science learning by influencing interest and self-efficacy: From Family Support to Choices and Engagement. Journal of Research in Science Teaching, 53(3), 450–472. https://doi.org/10.1002/tea.21251
Simamora, R. E., & Saragih, S. (2019). Improving Students’ Mathematical Problem Solving Ability and Self-Efficacy through Guided Discovery Learning in Local Culture Context. International Electronic Journal of Mathematics Education, 14(1), 61–72. https://eric.ed.gov/?id=EJ1227360
Sun, F.-K., Long, A., Tseng, Y. S., Huang, H.-M., You, J.-H., & Chiang, C.-Y. (2016). Undergraduate student nurses’ lived experiences of anxiety during their first clinical practicum: A phenomenological study. Nurse Education Today, 37, 21–26. https://www.sciencedirect.com/science/article/pii/S026069171500458X
Talsma, K., Robertson, K., Thomas, C., & Norris, K. (2021). COVID-19 beliefs, self-efficacy and academic performance in first-year university students: Cohort comparison and mediation analysis. Frontiers in Psychology, 12, 643408. https://www.frontiersin.org/articles/10.3389/fpsyg.2021.643408/full
Tassell, J., Gerstenschlager, N. E., Syzmanski, T., & Denning, S. (2020). A study of factors impacting elementary mathematics preservice teachers: Improving mindfulness, anxiety, self-efficacy, and mindset. School Science and Mathematics, 120(6), 333–344. https://doi.org/10.1111/ssm.12425
Teng, L. S., Sun, P. P., & Xu, L. (2018). Conceptualizing Writing Self‐Efficacy in English as a Foreign Language Contexts: Scale Validation Through Structural Equation Modeling. TESOL Quarterly, 52(4), 911–942. https://doi.org/10.1002/tesq.432
Tomlinson, C. A. (2023). The parallel curriculum model: A design to develop potential & challenge high-ability learners. In Systems and models for developing programs for the gifted and talented (pp. 571–598). Routledge. https://rb.gy/i247y
Unlu, M., Ertekin, E., & Dilmac, B. (2017). Predicting Relationships between Mathematics Anxiety, Mathematics Teaching Anxiety, Self-Efficacy Beliefs towards Mathematics and Mathematics Teaching. International Journal of Research in Education and Science, 3(2), 636–645. https://eric.ed.gov/?id=EJ1148432
Vongkulluksn, V. W., Matewos, A. M., Sinatra, G. M., & Marsh, J. A. (2018). Motivational factors in makerspaces: A mixed methods study of elementary school students’ situational interest, self-efficacy, and achievement emotions. International Journal of STEM Education, 5(1), 43. https://doi.org/10.1186/s40594-018-0129-0
Wang, Z., Lukowski, S. L., Hart, S. A., Lyons, I. M., Thompson, L. A., Kovas, Y., Mazzocco, M. M. M., Plomin, R., & Petrill, S. A. (2015). Is Math Anxiety Always Bad for Math Learning? The Role of Math Motivation. Psychological Science, 26(12), 1863–1876. https://doi.org/10.1177/0956797615602471
Wei, H.-C., & Chou, C. (2020). Online learning performance and satisfaction: Do perceptions and readiness matter? Distance Education, 41(1), 48–69. https://doi.org/10.1080/01587919.2020.1724768
Widodo, S. A. (2018). Selection of Learning Media Mathematics for Junior School Students. Turkish Online Journal of Educational Technology-TOJET, 17(1), 154–160. https://eric.ed.gov/?id=EJ1165728
Williams, D. M., & Rhodes, R. E. (2016). The confounded self-efficacy construct: Conceptual analysis and recommendations for future research. Health Psychology Review, 10(2), 113–128. https://doi.org/10.1080/17437199.2014.941998
Zhang, D., & Wang, C. (2020). The relationship between mathematics interest and mathematics achievement: Mediating roles of self-efficacy and mathematics anxiety. International Journal of Educational Research, 104, 101648. https://doi.org/10.1016/j.ijer.2020.101648
Zhou, D., Du, X., Hau, K.-T., Luo, H., Feng, P., & Liu, J. (2020). Teacher-student relationship and mathematical problem-solving ability: Mediating roles of self-efficacy and mathematical anxiety. Educational Psychology, 40(4), 473–489. https://doi.org/10.1080/01443410.2019.1696947
Zientek, L. R., Yetkiner, Z. E., & Thompson, B. (2010). Characterizing the Mathematics Anxiety Literature Using Confidence Intervals as a Literature Review Mechanism. The Journal of Educational Research, 103(6), 424–438. https://doi.org/10.1080/00220670903383093