Mathematics Self-Perception as a Predictor of Mathematics Achievement Among Grade 6 Learners in Bislig Central Elementary School, Bisig City Division: A Predictive-Correlational Design
Ivy Cayetuna | Rio Consigna
Discipline: Education
Abstract:
This study examined the Mathematics self-perception of Grade 6 learners at Bislig Central Elementary School during
School Year 2025–2026 and its predictive relationship with academic achievement. Utilizing a predictivecorrelational research design, the study integrated correlation analysis and regression modeling to determine whether
self-perception significantly predicts mathematics achievement. A stratified random sample of 86 learners from a
population of 170 across five heterogeneous sections participated. Data were collected using a validated Mathematics
Self-Perception Questionnaire and learners’ final mathematics grades from official records. Descriptive statistics
revealed consistently high levels of self-perception across four dimensions. Pearson’s correlation indicated a positive
and significant relationship between self-perception and achievement, while regression analysis confirmed that
mathematics self-perception is a significant predictor of learners’ academic achievement. Findings highlight that
Grade 6 learners exhibit strong motivation, enjoyment, and recognition of mathematics’ academic value, alongside
developing confidence and situational anxiety in public performance contexts. The study concludes that fostering selfefficacy, emotional resilience, and supportive classroom environments is essential to translate learners’ positive
motivational foundations into sustained mathematical proficiency and long-term academic success
References:
- Abdi, H. (2022). Predictive Discriminant Analysis. The SAGE Encyclopedia of Research Design. https://doi.org/10.4135/9781071812082.n460
- Acido, J. V., & Caballes, D. G. (2024). Assessing educational progress: A comparative analysis of PISA results (2018 vs. 2022) and HDI correlation in the Philippines. World Journal Of Advanced Research and Reviews. https://doi.org/10.30574/wjarr.2024.21.1.0020
- Akendita, P. A., Obeng, B. A., Abil, M., & Ahenkorah, M. (2024). Investigating the effect of socio-constructivist mathematics teaching on students’ mathematics achievement: The mediating role of mathematics self-efficacy. 1(2), e110. https://doi.org/10.71176/edup/15662
- Alford, S., & Teater, B. (2025). Quantitative research. 156–171. https://doi.org/10.4337/9781035310173.00023
- Alic, S., Demszky, D., Mancenido, Z., Liu, J., Hill, H., & Jurafsky, D. (2022). Computationally identifying funneling and focusing questions in classroom discourse. arXiv preprint arXiv:2208.04715. https://doi.org/10.48550/arXiv.2208.04715
- Alinsunurin, J. P. (2021). Unpacking Underperformance: Learning Mindsets and the Challenge of Academic Achievement Among Filipino Students. Social Science Research Network. https://doi.org/10.2139/SSRN.3867956
- Alipio, M. (2020). Predicting Academic Performance of College Freshmen in the Philippines using Psychological Variables and Expectancy-Value Beliefs to Outcomes-Based Education: A Path Analysis. https://doi.org/10.35542/osf.io/pra6z
- Amanda, F., Nisa, S., & Suriani, A. (2024). Analisis Kesulitan Dalam Pembelajaran Matematika Pada Siswa Sekolah Dasar Ditinjau Dari Berbagai Faktor. Dewantara, 3(2), 282–293. https://doi.org/10.30640/dewantara.v3i2.2652
- Amsari, D., Wahyuni, E. S., & Fadhilaturrahmi, F. (2024). The Social Learning Theory: Albert Bandura for Elementary School Students. Journal Basicedu, 8(2), 1654–1662. https://doi.org/10.31004/basicedu.v8i2.7247
- Amsden, A., Douglas, H., LeFevre, J., & Mussio, C. (2024). Comparison of Measures of Mathematical Achievement: EMA@School and Star Math Assessment. 3(1). https://doi.org/10.22215/cujs.v3i1.4881
- Andersen, I. G., & Smith, E. (2022). Social Contexts and Gender Disparities in Students’ Competence Beliefs: The Role of Gender-Stereotypical Beliefs and Achievement Patterns in the Classroom for Students’ Self-Concept in Gender-Stereotypical Subjects. Frontiers in Education, 7. https://doi.org/10.3389/feduc.2022.840618
- Asaba, M., Santos, M., Jara-Ettinger, J., & Leonard, J. A. (2025). Adolescents Report Being Most Motivated by Encouragement from People Who Know Their Abilities and the Domain. https://doi.org/10.1037/dev0001920
- Ashkenazi, S., & Velner, H. (2023). The Interplay between Math Performances, Spatial Abilities, and Affective Factors: The Role of Task. Trends in Neuroscience and Education. https://doi.org/10.1016/j.tine.2023.100211
- Asika, M. O. (2021). Self-Concept, Self-Efficacy, and Self-Esteem As Predictors of Academic Performance in Mathematics among Junior Secondary School Students in Edo State. 41, 15–22. https://doi.org/10.47752/SJELL.41.15.22
- Basarkod, G., & Marsh, H. W. (2023). Academic self-concept: A central motivational construct. In M. Bong, J. Reeve, & S.-i. Kim (Eds.), Motivation science: Controversies and insights (Chapter 10). Oxford University Press. https://doi.org/10.1093/oso/9780197662359.003.0010
- Beatson, N. J., Berg, D. A. G., & Smith, J. K. (2020). The influence of self‐efficacy beliefs and prior learning on performance. Accounting and Finance, 60(2), 1271–1294. https://doi.org/10.1111/ACFI.12440
- Beck, K. (2024). Study population (pp. 97–100). Elsevier BV. https://doi.org/10.1016/b978-0-323-85663-8.00066-0
- Bell, E., Bryman, A., & Harley, B. (2022). The Nature of Quantitative Research. Oxford University Press. https://doi.org/10.1093/hebz/9780198869443.003.0019
- Bernardo, A. B. I., Cordel, M. O., Lapinid, M. R. C., Teves, J. M. M., Yap, S. A., & Chua, U. (2022). Contrasting Profiles of Low-Performing Mathematics Students in Public and Private Schools in the Philippines: Insights from Machine Learning. Journal of Intelligence, 10(3), 61. https://doi.org/10.3390/jintelligence10030061
- Blazanin, B., Radišić, J., & Krstić, K. (2025). Toward becoming a “math-person”: Relationship between achievement emotions, personal beliefs, and mathematics identity. Psihologija. https://doi.org/10.2298/psi221109021b
- Boaler, J. (2025). A mathematical mindset approach to student learning. Open Access Government, 45(1), 288–289. https://doi.org/10.56367/oag-045-11834
- Bognar, B., Mužar Horvat, S., & Jukić Matić, L. (2025). Characteristics of Effective Elementary Mathematics Instruction: A Scoping Review of Experimental Studies. Education Sciences, 15(1), 76. https://doi.org/10.3390/educsci15010076
- Bohrnstedt, G. W., Zhang, J., Park, B. J., Ikoma, S., Broer, M., & Ogut, B. (2020). Mathematics Identity, Self-efficacy, and Interest and Their Relationships to Mathematics Achievement: A Longitudinal Analysis (pp. 169–210). Springer, Cham. https://doi.org/10.1007/978-3-030-41231-9_7
- Bozdağ, Ş., & Aktan, S. (2024). A research on academic self-perception and academic achievement of secondary school students. The Literacy Trek: Refereed Journal of Literacy and Language Studies. https://doi.org/10.47216/literacytrek.1527038
- Branaghan, R. J., O’Brien, J. S., Hildebrand, E. A., & Foster, L. B. (2021). Quantitative Human Factors Research (pp. 49–67). Springer, Cham. https://doi.org/10.1007/978-3-030-64433-8_3
- Byiringiro, E. (2024). The Effect of Students’ Self-Confidence on Mathematics Achievement in High School in Korea. East African Journal of Education Studies, 7(1), 231–239. https://doi.org/10.37284/eajes.7.1.1765
- Cahoon, A., Şimşek, E., Gilmore, C., & Simms, V. (2024). The Cognitive and Numerical Predictors of Early Mathematical Achievement: A Latent Growth Curve Analysis. Journal of Cognition and Development, 1–21. https://doi.org/10.1080/15248372.2024.2434036
- Cai, Y., Zhu, L., & Yang, Y. (2024). The double‐edged sword effect of reading self‐concept on math achievement: Additional insights for making dimensional comparisons. https://doi.org/10.1002/pits.23342
- Carabeo, J. N., & Tado, P. P. (2024). Students’ self-esteem and self-control as predictors of academic achievement in mathematics. EPRA International Journal of Research & Development, 149–155. https://doi.org/10.36713/epra17796
- Carroll, J. M., Yeager, D. S., Buontempo, J., Hecht, C. A., Cimpian, A., Mhatre, P. C., Muller, C., & Crosnoe, R. (2023). Mindset×Context: Schools, Classrooms, and the Unequal Translation of Expectations into Math Achievement. Monographs of The Society for Research in Child Development, 88(2), 7–109. https://doi.org/10.1111/mono.12471
- Cerezci, B. (2020). Measuring the Quality of Early Mathematics Instruction: A Review of Six Measures. Early Childhood Education Journal, 48(4), 507–520. https://doi.org/10.1007/S10643-019-01013-8
- Chan, C. T., Eu, L. K., & Zulnaidi, H. (2022). Measurement Model and Adaptation of Self-Efficacy toward Mathematics Reasoning among University Students. Asian Social Science and Humanities Research Journal, 4(1), 37–43. https://doi.org/10.37698/ashrej.v4i1.114
- Chavez, V. L. A. (2024). Exploring Latent Class Profiles of Mathematics Performance among Filipino Students: Insights from PISA 2022 Using Growth Mindset Indicators and Group Comparison Analysis. https://doi.org/10.21203/rs.3.rs-4617174/v1
- Chavez, V. L. A. (2025). Exploring Latent Class Profiles of Mathematics Performance: Insights from PISA 2022 Using Growth Mindset Indicators and Group Comparison Analysis. Journal Evaluation in Education, 6(1), 150–158. https://doi.org/10.37251/jee.v6i1.1193
- Corcaci, G. (2023). Growth Mindset versus Stagnation Mindset. Journal of Intercultural Management and Ethics. https://doi.org/10.35478/jime.2023.4.05
- Cullano, J. C. (2024). Factors Influencing Mathematics Anxiety and Mathematics Performance: A Scoping Review towards Learning Optimization Directives. International Journal of Research and Innovation in Social Science, VIII(IIIS), 4544–4573. https://doi.org/10.47772/ijriss.2024.803332s
- Cvencek, D., Paz-Albo, J., Master, A., Master, A., Herranz Llácer, C. V., Hervás-Escobar, A., & Meltzoff, A. N. (2020). Math Is for Me: A Field Intervention to Strengthen Math Self-Concepts in Spanish-Speaking 3rd Grade Children. Frontiers in Psychology, 11, 593995. https://doi.org/10.3389/FPSYG.2020.593995
- Dalal, S., & Riya. (2023). A study on self-perception in relation to the academic achievement of adolescents. International Journal for Multidisciplinary Research, 5(3). https://doi.org/10.36948/ijfmr.2023.v05i03.3151
- Dangur‐Levy, S. (2025). Examining Mathematics Self-Efficacy as a Mediator and a Moderator of the Gender Gap in STEM Education. The Journal of Higher Education, 1–24. https://doi.org/10.1080/00221546.2024.2446013
- Das, B.K., Jha, D.N., Sahu, S.K., Yadav, A.K., Raman, R.K., Kartikeyan, M. (2023). Concept of Sampling Methodologies and Their Applications. In: Concept Building in Fisheries Data Analysis. Springer, Singapore. https://doi.org/10.1007/978-981-19-4411-6_2
- Deeba, F., Hafeez, S., & Noureen, S. (2021). AN INVESTIGATION OF 10th GRADE STUDENTS’ SELF-EFFICACY BELIEFS IN MATHEMATICS. 4(1). https://doi.org/10.52337/PJER.V4I1.145
- Dela Cruz, R. Z., & Hernandez, G. D. (2023). Challenges of public-school elementary mathematics teaching in the new normal. Indonesian Journal of Social Sciences, 15(1), 8–20. https://doi.org/10.20473/ijss.v15i1.40340
- Department of Education. (2015). Policy guidelines on classroom assessment for the K to 12 basic education program (DepEd Order No. 8, s. 2015) [PDF file]. Republic of the Philippines. Retrieved from https://www.deped.gov.ph/wp-content/uploads/2015/04/DO_s2015_08.pdf
- Department of Education. (2019). Policy guidelines on the K to 12 basic education program (DepEd Order No. 21, s. 2019) [PDF file]. Republic of the Philippines. Retrieved from https://www.deped.gov.ph/wp-content/uploads/2019/08/DO_s2019_021.pdf
- Dhakal, B. P. (2022). Students’ Empowerment in Mathematics Classroom: Perception, Strategies, and States. 1(1), 141–150. https://doi.org/10.3126/irj.v1i1.51823
- Dian, F. T. (2022). Self-efficacy dalam Pembelajaran Online Matematika. https://doi.org/10.31932/j-pimat.v4i2.2024
- Dierkx, V., van de Rijt, B., Hessen, D., van Luit, H., & van Viersen, S. (2024). Early Numeracy Development as a Foundation of Mathematics Achievement in Primary Education. https://doi.org/10.31219/osf.io/qn3a5
- Domanais, M. G., & Deri, R. A. (2022). Improving the least mastered competencies in number and number sense of grade 7 learners. International Journal of Advanced Research, 10(10), 127–139. https://doi.org/10.21474/ijar01/15471
- Emon, M. M. H. (2024). Research Approach: A Comparative Analysis of Quantitative and Qualitative Methodologies in Social Science Research. https://doi.org/10.20944/preprints202412.1128.v1
- Fernández-Cézar, R., Solano-Pinto, N., & Garrido, D. (2021). Can mathematics achievement be predicted? The Role of cognitive–behavioral–emotional variables. 9(14), 1591. https://doi.org/10.3390/MATH9141591
- Filiz, A., & Gür, H. (2020). Matemati̇kte özyeterli̇k algilar, moti̇vasyonlar, kaygilar ve tutumlar arasinda i̇li̇şki̇. 23(44), 783–804. https://doi.org/10.31795/BAUNSOBED.704334
- Forthmann, B., & Szardenings, C. (2021). Predicted Correlation. https://doi.org/10.1080/09737766.2021.1989988
- Gadosey, C. K., Turhan, D., Wenker, T., Kegel, L. S., Bobe, J., Thomas, L., Buhlmann, U., Fries, S., & Grunschel, C. (2024). Relationship between the intraindividual interplay of negative and positive exam-related emotions and the behavioral-emotional dimensions of academic procrastination. Current Psychology. https://doi.org/10.1007/s12144-024-06719-6
- Garner, E., & Bagnall, C. (2024). Transitions from primary to secondary school in Greater Manchester: A qualitative exploration of the perspectives of Year 6 children who receive pupil premium funding. British Educational Research Journal. https://doi.org/10.1002/berj.4045
- Gavin, M. K. (2024). Curriculum Considerations for Developing Mathematical Talent in Elementary Students. Education Sciences, 14(7), 796. https://doi.org/10.3390/educsci14070796
- Gavira-Durón, N., Ramírez-Culebro, C. M., Moreda González-Ortega, C., & García-Ruiz, R. S. (2023). Influencing factors on mathematics academic achievement of mexican elementary school students. ICERI Proceedings. https://doi.org/10.21125/iceri.2023.0350
- Granello, F., Cuder, A., Doz, E., Pellizzoni, S., & Passolunghi, M. C. (2025). Improving math self-efficacy and math self-concept in middle school: a narrative systematic review. European Journal of Psychology of Education, 40(1). https://doi.org/10.1007/s10212-025-00939-5
- Hadi, F. S., Arlinwibowo, J., & Fatima, G. N. (2023). A meta-analysis of the relationship between self-assessment and Mathematics learning achievement. Jurnal Penelitian Dan Evaluasi Pendidikan. https://doi.org/10.21831/pep.v27i1.60617
- Hecht, C. A., Latham, A. G., Buskirk, R. E., Hansen, D. R., & Yeager, D. S. (2022). Peer-Modeled Mindsets: An Approach to Customizing Life Sciences Studying Interventions. CBE- Life Sciences Education, 21(4). https://doi.org/10.1187/cbe.22-07-0143
- Irshad, M. (2024). Enhancing Mathematical Literacy in School Students: Strategies for Effective Instruction in Basic Math Concepts. Scholars Journal of Physics, Mathematics and Statistics. https://doi.org/10.36347/sjpms.2024.v11i01.001
- Jiang, Y., Liu, H., Yao, Y., Li, Q., & Li, Y. (2023). The Positive Effects of Growth Mindset on Students’ Intention toward Self-Regulated Learning during the COVID-19 Pandemic: A PLS-SEM Approach. Sustainability, 15(3), 2180. https://doi.org/10.3390/su15032180
- Karakayali, N. (2021). Self-Concept. In The Blackwell Encyclopedia of Sociology, G. Ritzer (Ed.). https://doi.org/10.1002/9781405165518.wbeoss069.pub2
- Keller, L., Preckel, F., & Brunner, M. (2021). Nonlinear Relations Between Achievement and Academic Self-Concepts in Elementary and Secondary School: An Integrative Data Analysis Across 13 Countries. Journal of Educational Psychology, 113(3), 585–604. https://doi.org/10.1037/EDU0000533
- Khadka, C. (2024). Social Learning Theory and the Development of Aggression. Deleted Journal, 7(1), 79–92. https://doi.org/10.3126/medha.v7i1.73897
- Kirkham, J., & Chapman, E. (2020). Gendered Decision-Making About Mathematics Courses: Contributions of Self-Perceptions, Domain-Perceptions, and Sociocultural Factors. Journal of Educational and Developmental Psychology, 10(1), 43. https://doi.org/10.5539/JEDP.V10N1P43
- Kuzle, A. (2022). Elementary school children’s perceptions of geometry classroom as a psychosocial learning environment: an analysis of participant-produced drawings. Learning Environments Research, 26(2), 379–399. https://doi.org/10.1007/s10984-022-09430-0
- Layar, J. O., Emperador, E. A., Amarga, B. S., Lumactad, D. K. A., & Coronado, W. A. (2024). Mathematics Education in the Time of Crisis: Challenges Faced by Grade 10 Students in Mindanao, Philippines During Covid-19. International Journal of Science and Management Studies, 301–307. https://doi.org/10.51386/25815946/ijsms-v7i3p121
- Lee, G.-S., Hong, K. H., Kim, S.-H., & Son, C.-K. (2025). Estimation for Two Sensitive Variables Using Randomization Response Model Under Stratified Random Sampling. Mathematics, 13(2), 297. https://doi.org/10.3390/math13020297
- Lee, K. M. (2022). Academic Self-Concept. https://doi.org/10.4324/9780367198459-reprw166-1
- Likhanov, M., Evgenia, A., Bloniewski, T., Zhou, X., & Kovas, Y. (2024). Anxiety and performance in high-achieving adolescents: associations among eight general and specific anxiety measures and 13 school grades. https://doi.org/10.31234/osf.io/cr7yb
- Lin, P. P. H., & Chekal, L. (2024). Self-efficacy in educational contexts: a comparative analysis of global perspectives. Gumanìtarnì Studìï: Pedagogìka, Psihologìâ, Fìlosofìâ. https://doi.org/10.31548/hspedagog15(1).2024.180-187
- Lin, S., Bun, M., Gaboardi, M., Kolaczyk, E. D., & Smith, A. (2024). Differentially private confidence intervals for proportions under stratified random sampling. Electronic Journal of Statistics, 18(1), 1455–1494. https://doi.org/10.1214/24-EJS2234
- Lindner, J., Makarova, E., Bernhard, D., & Brovelli, D. (2022). Toward Gender Equality in Education—Teachers’ Beliefs about Gender and Math. Education Sciences, 12(6), 373. https://doi.org/10.3390/educsci12060373
- Liu, Y., Wang, Y., Liu, R. D., Ding, Y., Wang, J., & Mu, X. (2022). How classroom environment influences academic enjoyment in mathematics among Chinese middle school students: Moderated mediation effect of academic self-concept and academic achievement. Psychology Research and Behavior Management, 15, 2035–2048. https://doi.org/10.2147/PRBM.S371092
- Lu, L., Vasilyeva, M., & Laski, E. V. (2025). Home math environment as a mediator of socioeconomic differences in early math skills: A study of Chinese families from disparate backgrounds. Developmental Psychology. https://doi.org/10.1037/dev0001918
- Lumoto, H. Q. A., Decolas, C. C., Cabalquinto, K. E., & Miranda, A. T. (2024). Exploring Students’ Mathematics Performance through Self-regulated Learning. Asian Journal of Education and Social Studies. https://doi.org/10.9734/ajess/2024/v50i81525
- Luzano, J. F. (2024). Estruturas multifacetadas da educação matemática nas Filipinas: uma análise de caso. Diversitas Journal, 9(3). https://doi.org/10.48017/dj.v9i3.3062
- Ma, J., Shang, T., Yang, J., & Zhao, J. (2021). Support Vector Regression Prediction Method of Text Data Based on Correlation Analysis (pp. 595–601). Springer, Singapore. https://doi.org/10.1007/978-981-16-1726-3_74
- Ma, Y. (2024). Empirical Analysis of the Impact of Math-Gender Stereotypes on Girls’ Self-Efficacy. Journal of Education, Humanities and Social Sciences, 46, 16–20. https://doi.org/10.54097/cdhnyv20
- Marsh, H. W., Basarkod, G., Pekrun, R., Dicke, T., Parker, P. D., & Guo, J. (2024). Academic Self-Concept Formation. Oxford University Press. https://doi.org/10.1093/oxfordhb/9780199841332.013.37
- McMahon, P. (2023). Making the Connection (pp. 290–313). IGI Global. https://doi.org/10.4018/978-1-6684-8908-6.ch015
- Mejía-Rodríguez, A. M., Mejía-Rodríguez, A. M., Luyten, H., & Meelissen, M. R. M. (2021). Gender Differences in Mathematics Self-concept Across the World: an Exploration of Student and Parent Data of TIMSS 2015. International Journal of Science and Mathematics Education, 19(6), 1–22. https://doi.org/10.1007/S10763-020-10100-X
- Menezes, S. da S., & Huanca, R. R. H. (2025). O ensino da álgebra nos anos iniciais: estimulando o pensamento algébrico no contexto do letramento matemático. Revista Fisio&terapia., 29(142), 47–48. https://doi.org/10.69849/revistaft/ar10202501091347
- Moussa, N. M. (2023). Promoting Academic Achievement: The Role of Self-efficacy in Predicting Students’ Success in Higher Education Settings. Psychological Science and Education. https://doi.org/10.17759/pse.2023280202
- Mucke, H. (2023). Investigating Latent Interactions between Students’ Affective Cognition and Learning Performance: Meta-Analysis of Affective and Cognitive Factors. Behavioral Sciences, 13(7), 555. https://doi.org/10.3390/bs13070555
- Muthukrishnan, P., Loo, F. L., Hariharasudan, A., & Swamy, P. D. (2024). The Role of Growth Mindset on the Relationships between Students’ Perceptions of English Language Teachers’ Feedback and Their ESL Learning Performance. Education Sciences, 14(10), 1073. https://doi.org/10.3390/educsci14101073
- Myrick, J. G. and Yang, Y. (2023). Social Cognitive Theory. In The International Encyclopedia of Health Communication (eds E. Y. Ho, C. L. Bylund, J. C. M. van Weert, I. Basnyat, N. Bol and M. Dean). https://doi.org/10.1002/9781119678816.iehc0666
- Negrão, F. da C., Morhy, P. E. D., Blanco, B., FachínTerán, A., Junior, E. F. de M., Silva, F. S. da, Pereira, F. F., Doneze, I. S., Dalto, J. O., Silva, J. B. da, Mendonça, J. P. S. N., Santos, J. S. dos, Júnior, J. A. D., Silva, M. J. L. da, Blanco, M. B., Sanchez, S. L., & Souza, S. A. de. (2020). Saberes e práticas no ensino de ciências e matemática. Editora Inovar. https://doi.org/10.36926/EDITORAINOVAR-978-65-86212-29-7
- Norouzi, H. (2023). Predicting Academic Self-Efficacy Based on Self-Regulation and Academic Emotions in High School Students in Shiraz. 3(4), 31–41. https://doi.org/10.61838/jsied.3.4.4
- Nugroho, K. U. Z., Izwanto, E., Widada, W., Alias, N., Anggoro, A., Herawaty, D., Jumri, R., & Anggoro, S. D. T. (2023). Relationship among Self-Efficacy, Mathematical Concepts Understanding, Creative Thinking Skills, Mathematical Problem-Solving Skills, and Mathematics Learning Outcomes. https://doi.org/10.32939/ejrpm.v6i2.3169
- Nwabuko, O. (2024). An Overview of Research Study Designs in Quantitative Research Methodology. American Journal of Medical and Clinical Research & Reviews, 03(05), 01–06. https://doi.org/10.58372/2835-6276.1169
- Olaguro, M. (2024). A motivational account of achievement differences in mathematics using TIMSS data: an African focus. https://doi.org/10.21203/rs.3.rs-4835055/v2
- Ormonoy, T. (2022). The Importance of Solving Math Problems in Elementary School. Indonesian Journal of Education Methods Development, 20. https://doi.org/10.21070/ijemd.v20i.628
- Ouda, J. B., Runhare, T., Mudzielwana, N., Cassim, H., & Mulovhedzi, S. A. (2021). An examination of the correlation between South African grade 12 students’ mathematics self-concept and their academic achievement. International Journal of Learning, Teaching and Educational Research, 20(12), 127-138. https://doi.org/10.26803/ijlter.20.12.8
- Özdemir, Ş. N., & Pesen, C. (2024). An investigation into the relationships between 8th-grade students’ mathematics self-efficacy perceptions and their motivation and anxiety levels. European Journal of Education Studies. https://doi.org/10.46827/ejes.v11i5.5305
- Pandey, P., Madhusudhan, M., & Singh, B. (2023). Quantitative Research Approach and Its Applications in Library and Information Science Research. Access: An International Journal of Nepal Library Association, 2(01), 77–90. https://doi.org/10.3126/access.v2i01.58895
- Park, S.-Y. (2024). Analysis of the Relationship Between Adult Learners’ Growth Mindset, Self-directed Learning Ability, and Learning Outcomes. Korean Association For Learner-Centered Curriculum And Instruction, 24(20), 793–807. https://doi.org/10.22251/jlcci.2024.24.20.793
- Partridge, C. (2023). Mathematics Learning and Intellectual Development of Elementary School Students (pp. 195–232). https://doi.org/10.1007/978-981-19-8757-1_8
- Peiffer, H., Ellwart, T., & Preckel, F. (2020). Ability self-concept and self-efficacy in higher education: An empirical differentiation based on their factorial structure. PLOS ONE, 15(7). https://doi.org/10.1371/JOURNAL.PONE.0234604
- Pendeza, V. B. (2024). The Development Of Learners’ Self-Concept As A Function Of Education Quality In Secondary Schools In The DRC. IOSR Journal of Business and Management, 26(10), 06–11. https://doi.org/10.9790/487x-2610060611
- Pentang, J. T., Chua, C. C., Mancera, A., Solis, Y. J., & Bautista, R. M. (2022). Preservice teachers’ self-concept, self-efficacy, and attitude: its implications to mathematics achievement. 1(1), 1–13. https://doi.org/10.55687/ste.v1i1.22
- Perry, L. B., Malpique, A., & Ide, T. (2023). Factors predicting mathematics achievement in PISA: a systematic review. Large-Scale Assessments in Education, 11(1), 1–42. https://doi.org/10.1186/s40536-023-00174-8
- Pitria, N., & Kurnia, L. (2022). Pengaruh Self-Concept dan Self-Confidence Terhadap Kemampuan Berfikir Kreatif Matematis Siswa. Edusainstika: Jurnal Pembelajaran MIPA, 2(1), 6. https://doi.org/10.31958/je.v2i1.4502
- Posicelskaya, M. A., Rudchenko, Т. А., & Semenov, A. L. (2023). Mathematical elements of elementary education. Доклады Российской Академии Наук. Математика, Информатика, Процессы Управления, 511(1), 21–53. https://doi.org/10.31857/s2686954323700170
- Pratama, Y. A., Rumangkit, S., Darmawan, A., & Mousadecq, A. (2023). Faktor Yang Mempengaruhi Calon Mahasiswa Dalam Memilih Perguruan Tinggi Di Provinsi Lampung. Journal Humanipreneur, 2(2), 1–9. https://doi.org/10.53091/hum.v2i2.37
- Prieler, M. (2020). Social cognitive theory. In The SAGE International Encyclopedia of mass media and society (Vol. 5, pp. 1592-1593). SAGE Publications, Inc., https://doi.org/10.4135/9781483375519.n616
- Puhazholi, S., & Francis, F. S. (2024). CDLasso: Combating Effects of Predictors Correlations in Regression. https://doi.org/10.1109/aiiot58432.2024.10574712
- Radišić, J., Nortvedt, G. A., & Runde, R. K. (2023). Relationships Between Mathematics Self-Beliefs, Exposure to ICT In School, and Achievement on PISA 2012 Paper- and Computer-Based Mathematics Assessments. In C. Martin, B. Miller, & D. Polly (Eds.), Technology Integration and Transformation in STEM Classrooms (pp. 223-246). IGI Global Scientific Publishing. https://doi.org/10.4018/978-1-6684-5920-1.ch012
- Rafeeq, K., Sarwar, M. A., & Mirza, A. (2024). Role of Verbal Encouraging Phrases (VEP) on Students’ Academic Achievement at Secondary School Level. Journal of Education and Social Studies, 5(3), 117–126. https://doi.org/10.52223/jess.2024.5314
- Rahmah, H., Turmudi, T., & Ghifari, M. T. (2024). Systematic literature review: Kepercayaan diri dalam pembelajaran matematika. JPMI (Jurnal Pembelajaran Matematika Inovatif). https://doi.org/10.22460/jpmi.v7i1.21632
- Rauteda, K. R. (2025). Quantitative Research in Education: Philosophy, Uses and Limitations. Deleted Journal, 2(1), 1–11. https://doi.org/10.56916/jmrd.v2i1.993
- Reschke, K., Steinmayr, R., & Spinath, B. (2023). Predicting students’ math self-concepts to explain gender differences through teachers’ judgments and students’ perceived teachers’ judgments. Frontiers in Education, 8. https://doi.org/10.3389/feduc.2023.1096148
- Rhoads, M. C. (2022). Observational Learning. https://doi.org/10.4324/9780367198459-reprw29-1
- Říčan, J., Chytrý, V., & Medová, J. (2022). Aspects of self-regulated learning and their influence on the mathematics achievement of fifth graders in the context of four different proclaimed curricula. Frontiers in Psychology, 13. https://doi.org/10.3389/fpsyg.2022.963151
- Robinson, J. M., & Aldridge, J. M. (2022). Environment–attitude relationships: girls in inquiry-based mathematics classrooms in the United Arab Emirates. Learning Environments Research, 25(3), 619–640. https://doi.org/10.1007/s10984-022-09409-x
- Rodríguez-Rey, R., & Cantero-García, M. (2020). Albert Bandura: Impacto en la educación de la teoría cognitiva social del aprendizaje. 384, 72–76. https://doi.org/10.14422/PYM.I384.Y2020.011
- Roick, T. (2006). Kognitive Determinanten unterschiedlicher Rechenleistungen in der Primarstufe: Arbeitsgedächtnismerkmale und Aufmerksamkeitsaspekte. Georg-August-Universität Goettingen (Germany). https://doi.org/10.53846/goediss-218
- Rudd, M. (2022). Predicting Grade Outcomes in EFL: Self-Efficacy versus Past Performance. Academia Lasalliana Journal of Education and Humanities, 4(1), 53–63. https://doi.org/10.55902/artq9700
- Ruswandi, R., & Arief, M. (2024). Inspiring Through Interaction: The Impact of Teachers’ Verbal and Non-Verbal Communication in EFL Classes. VELES (Voices of English Language Education Society). https://doi.org/10.29408/veles.v8i2.26821
- Sa’di, D. R., Firdaus, N. P. N., Sinaga, R. D. H., & Yonvitra, N. H. (2023). Kemampuan Siswa SMP dalam Menyelesaikan Persoalan Matematika Dasar. Jurnal Pendidikan Matematika. https://doi.org/10.47134/ppm.v1i2.232
- Salih, S. A., Omar, A. M., Atrous, M. H., Ali, T. S. A. M., Hamad, M. M., Bashir, W. A. H., Sagiron, E. I., Elbashir, A. A., & Khalid, M. K. H. (2024). The Relationship of University Students’ Academic Achievement with Emotional Intelligence and Self-esteem: A Descriptive Correlation Study Design at Jouf University, Saudi Arabia 2023. Sudan Journal of Medical Sciences. https://doi.org/10.18502/sjms.v19i3.13167
- Saliha, S., & Samia, S. (n.d.). Understanding Self-Efficacy: The Foundation for Personal and Academic Success. https://doi.org/10.60632/ziglobitha.n009.07.2024.vol3
- Salsabila, A., Hasanah, R. U., Syahdani Br Sitepu, D. F., & Hasanah, S. Z. H. (2024). Studi Literatur Review: Analisis Kesulitan Belajar Mahasiswa Pendidikan Matematika. Journal Arjuna, 2(3), 19–27. https://doi.org/10.61132/arjuna.v2i3.777
- Samuel, T. S., Buttet, S., & Warner, J. (2022). “I Can Math, Too!”: Reducing Math Anxiety in STEM-Related Courses Using a Combined Mindfulness and Growth Mindset Approach (MAGMA) in the Classroom. Community College Journal of Research and Practice, 1–14. https://doi.org/10.1080/10668926.2022.2050843
- Sánchez, J., & Guo, J. (2023). Self-efficacy (pp. 117–124). Elsevier eBooks. https://doi.org/10.1016/b978-0-323-91497-0.00085-0
- Sapkota, M. (2024). Implications and Critiques of Quantitative Research: A Systematic Review. Journal of Learning Theory and Methodology, 5(3), 153–159. https://doi.org/10.17309/jltm.2024.5.3.09
- Schunk, D. H., & DiBenedetto, M. K. (2020). Social Cognitive Theory, Self-Efficacy, and Students with Disabilities: Implications for Students with Learning Disabilities, Reading Disabilities, and Attention-Deficit/Hyperactivity Disorder (pp. 243–261). Routledge. https://doi.org/10.4324/9781315100654-13
- Schunk, D. H., & DiBenedetto, M. K. (2022). Academic Self-Efficacy (pp. 268–282). https://doi.org/10.4324/9781003013778-21
- Schunk, D. H., & Hanson, A. R. (1985). Peer Models : Influence on Children’s Self-Efficacy and Achievement. Journal of Educational Psychology, 77(3), 313–322. https://doi.org/10.1037/0022-0663.77.3.313
- Sciberras, M. & Dingli, A. (2023). Quantitative Research. In: Investigating AI Readiness in the Maltese Public Administration. Lecture Notes in Networks and Systems, vol 568. Springer, Cham. https://doi.org/10.1007/978-3-031-19900-4_11
- Scott, C. (2024). A Correlational Predictive Study of Core Self-Evaluations, Grit, and Success Expectancy. https://doi.org/10.21203/rs.3.rs-3895266/v1
- Scott, W. D., Cervone, D., & Ebiringah, O. U. (2024). The social‐cognitive clinician: On the implications of social cognitive theory for psychotherapy and assessment. International Journal of Psychology. https://doi.org/10.1002/ijop.13125
- Seferian, D. T., Auman, C. M., & Martínez, J. A. H. (2021). Teaching to Self-Regulate in Mathematics: A Quasi-Experimental Study with Low-Achieving Elementary School Students. Revista Electrónica de Investigación Educativa, 23(23), 1–13. https://doi.org/10.24320/REDIE.2021.23.E02.2945
- Sekar, D., & Bhuvaneswari, M. (2024). The Art of Numbers. Advances in Library and Information Science (ALIS) Book Series, 249–270. https://doi.org/10.4018/979-8-3693-1135-6.ch012
- Setiawan, A. R. (2022). Mathematical Literacy Based on PISA 2022 Framework. https://doi.org/10.31237/osf.io/5mc3k
- Setyadi, D. (2024). Dimensions of Self-Concept in Adolescents: An In-depth Analysis Among Junior High School Students. Jurnal Bimbingan Dan Konseling Terapan. https://doi.org/10.30598/jbkt.v8i1.1847
- Shah, C. (2023). Defining the study population (pp. 107–108). Elsevier BV. https://doi.org/10.1016/b978-0-323-88423-5.00023-6
- Shone, E. T., Weldemeskel, F. M., & Worku, B. N. (2023). Strategies for enhancing students’ mathematics perception and self-efficacy to improve their mathematics achievement. Cogent Education, 10. https://doi.org/10.1080/2331186x.2023.2285642
- Shone, E. T., Weldemeskel, F. M., & Worku, B. N. (2023). The role of students’ mathematics perception and self‐efficacy toward their mathematics achievement. Psychology in the Schools, 61(1), 103–122. https://doi.org/10.1002/pits.23033
- Sihotang, M., Utari, U., & Sihotang, T. (2022). The Impact of Evaluation Methods on Students’ Learning Achievement in Primary School Mathematics Education: A Mixed-Methods Study. Jurnal Ilmu Pendidikan Dan Humaniora, 11(1), 1–17. https://doi.org/10.35335/jiph.v11i1.12
- Sinaga, J. A. (2024). Membangun Lingkungan Belajar Menyenangkan untuk Mengatasi Kecemasan Matematika dan Meningkatkan Keterlibatan Siswa Kelas I SD Sekolah XYZ Jakarta. Journal of Syntax Admiration, 5(2), 535–547. https://doi.org/10.46799/jsa.v5i2.1039
- Situmorang, K. (2022). Improving the Academic English Achievement through Developing Students’ Self-Efficacy of Verbal Persuasions: A Classroom Action Research. Journal of Languages and Language Teaching, 10(3), 403. https://doi.org/10.33394/jollt.v10i3.5534
- Slater, P., & Hasson, F. (2024). Quantitative Research Designs, Hierarchy of Evidence and Validity. Journal of Psychiatric and Mental Health Nursing. https://doi.org/10.1111/jpm.13135
- Sorjonen, K., Ingre, M., Melin, B., & Nilsonne, G. (2024). Questioning the Reciprocal Effects Model of Academic Self-Concept and Achievement: A Reanalysis of a Meta-Analysis of Longitudinal Studies and a Simulation. SAGE Open, 14(4). https://doi.org/10.1177/21582440241292826
- Stelzer, F., Vernucci, S., Aydmune, Y., del Valle, M. V., Andrés, M. L., & Introzzi, I. (2023). Mathematics achievement in the last year of primary school. Longitudinal relationship with general cognitive skills and prior mathematics knowledge. European Journal of Psychology of Education, 1–17. https://doi.org/10.1007/s10212-023-00700-w
- Suarez, C. A. H., Rincón Álvarez, G. A., & Fernández Cézar, R. (2023). Factores subyacentes en las actitudes de los estudiantes hacia las matemáticas: un análisis factorial y sus implicaciones educativas. Perspectiva, 8(2), 69–84. https://doi.org/10.22463/25909215.4363
- Suciati, I., & Manaf, A. (2020). Self Concept & Mathematics Achievement: A Meta-analysis. Universal Journal of Educational Research, 8, 7676–7681. https://doi.org/10.13189/UJER.2020.082554
- Sujecka-Zając, J. (2024). Poczucie własnej skuteczności studentów w rozwijaniu sprawności pisania w języku obcym. Neofilolog. https://doi.org/10.14746/n.2024.62.1.3
- Sukmawati, R. K., Yusritawati, I., Salsabila, S., Dewi, M. F., & Wulandari, I. F. (2023). Analisis Self Efficacy Siswa dalam Pembelajaran Matematika: Studi Kasus di SMA Negeri 1 Cigugur dengan Kurikulum Merdeka. Indo-MathEdu Intellectuals Journal. https://doi.org/10.54373/imeij.v4i3.444
- Sulastri, T., Suryana, Y., & Hidayat, S. (2021). Pengaruh kecerdasan emosional terhadap prestasi belajar matematika siswa kelas V Sekolah Dasar Negeri 1 Manonjaya. Pedadidaktika: Jurnal Ilmiah Pendidikan Guru Sekolah Dasar, 8(1), 156-165. https://doi.org/10.17509/abmas.v21i1.35467
- Supriadi, N., Sari, A. L., & Jl, A. R. (2023). Analisis Hubungan Self-Efficacy dan Representasi Matematis terhadap Pemecahan Masalah Matematis. https://doi.org/10.21831/pythagoras.v18i2.64588
- Susanta, A. (2020). Peningkatan Kemampuan Kompetensi Matematika Pendidikan Dasar melalui Pendekatan Investigasi Berbantuan Manipulatif. Jurnal Pembelajaran Dan Pengajaran Pendidikan Dasar, 4(1), 126–133. https://doi.org/10.33369/dikdas.v4i1.13874
- Tafuzie, I., & Kismiantini. (2023). Mathematics achievement based on student self-efficacy, parental support, ability grouping, and school status on PISA 2018 in Indonesia. In AIP Conference Proceedings (Vol. 2556, No. 1, p. 050011). AIP Publishing LLC. https://doi.org/10.1063/5.0110253
- Tapola, A., Rawlings, A. M., Mononen, R., Tähti, P., & Korhonen, J. (2025). The interplay of cognition and affect in fourth graders’ math performance: Role of working memory in mediating the effects of math anxiety and math interest on arithmetic fluency. https://doi.org/10.1080/02699931.2025.2516660
- Tazkiya, F. (2023). The importance of mastering mathematical concepts in solving mathematical problems in elementary schools. EZRA Science Bulletin, 1(1), 11–17. https://doi.org/10.58526/ez-sci-bin.v1i1.3
- The Psychodynamic Formulation Collective (2022). Self. In Psychodynamic Formulation, (Ed.). https://doi.org/10.1002/9781119909804.ch6
- Tirri, K. (2021). Growth mindset in learning as teachers’ professional ethos (pp. 325–334). Springer, Cham. https://doi.org/10.1007/978-3-030-73644-6_19
- Ughasoro, J. I., & Anyamane, A. N. (2023). Self-esteem and Locus of Control as Correlates of Academic Achievement among Secondary School Students in Anambra State, Nigeria. Asian Journal of Education and Social Studies, 47(1), 63–72. https://doi.org/10.9734/ajess/2023/v47i11016
- Usher, E. L., & Pajares, F. (2008). Sources of Self-Efficacy in School: Critical Review of the Literature and Future Directions. Review of Educational Research, 78(4), 751–796. https://doi.org/10.3102/0034654308321456
- Usher, E. L., Butz, A. R., Chen, X., Ford, C. J., Han, J., Mamaril, N. A., Morris, D. B., Peura, P., & Piercey, R. R. (2023). Supporting self-efficacy development from primary school to the professions: A guide for educators. Theory Into Practice, 1–13. https://doi.org/10.1080/00405841.2023.2226559
- Usher, E., & Ford, C.J. (2022). Social Cognitive Theory and Personal Agency. Routledge. https://doi.org/10.4324/9781138609877-REE48-1
- Ustabaşı, K. N. (2024). The Impacts of Anxiety on Highly Intellectual Students. 8(1), 95. https://doi.org/10.62802/z273yq04
- Valle, L. (2024). Reimagining mathematics education: Identifying training needs and challenges among public elementary school teachers post-pandemic. International Journal of Education and Practice. https://doi.org/10.18488/61.v12i3.3723
- Van der Ven, S. H. G., Prast, E. J., & van de Weijer-Bergsma, E. (2023). Towards an Integrative Model of Math Cognition: Interactions between Working Memory and Emotions in Explaining Children’s Math Performance. Journal of Intelligence. https://doi.org/10.3390/jintelligence11070136
- Vaughan-Johnston, T. I., & Jacobson, J. A. (2020). Self-efficacy theory. In B. J. Carducci & C. S. Nave (Eds.), The Wiley encyclopedia of personality and individual differences (Chapter 62). Wiley. https://doi.org/10.1002/9781118970843.ch62
- Wahyuni, F., Siagian, M. D., & Fatimah, A. E. (2023). Kemampuan pemecahan masalah matematis ditinjau dari self-efficacy: Studi korelasional. Journal of Didactic Mathematics, 4(2), 98–105. https://doi.org/10.34007/jdm.v4i2.1902
- Waskitoningtyas, R. S., & Ismiyati, N. (2022). Hubungan self-efficacy dan emotional intelligence dengan prestasi belajar matematika siswa sma negeri 6 balikpapan. 3(2), 147–156. https://doi.org/10.24127/emteka.v3i2.1897
- Wolff, F. (2021). How Classmates’ Gender Stereotypes Affect Students’ Math Self-Concepts: A Multilevel Analysis. Frontiers in Psychology, 12, 599199. https://doi.org/10.3389/FPSYG.2021.599199
- Wolff, F. (2021). How Classmates’ Gender Stereotypes Affect Students’ Math Self-Concepts: A Multilevel Analysis. Frontiers in Psychology, 12, 599199. https://doi.org/10.3389/FPSYG.2021.599199
- Wu, S. J., & Cai, X. (2023). Adding Up Peer Beliefs: Experimental and Field Evidence on the Effect of Peer Influence on Math Performance. Psychology Science, 9567976231180881. https://doi.org/10.1177/09567976231180881
- Wu, T. Y., & An, F. (2024). Forecasting the dynamics of correlations in complex systems. https://doi.org/10.1016/j.chaos.2023.114332
- Xu, K. M., Koorn, P., de Koning, B. B., Skuballa, I. T., Lin, L., Henderikx, M., Marsh, H. W., Sweller, J., & Paas, F. (2021). A growth mindset lowers perceived cognitive load and improves learning: Integrating motivation to cognitive load. Journal of Educational Psychology, 113(6), 1177–1191. https://doi.org/10.1037/EDU0000631
- Xu, X., Broadbent, J., & Zhang, Q. (2025). Cultivating mathematical mindset via online video interventions: a mixed-methods investigation in Chinese higher education. Frontiers in Psychology, 15. https://doi.org/10.3389/fpsyg.2024.1494702
- Yang, K. (2023). Predictive Quality. 161–197. https://doi.org/10.1002/9781119932475.ch5
- Yang, Y., Maeda, Y., & Gentry, M. (2024). The relationship between mathematics self-efficacy and mathematics achievement: multilevel analysis with NAEP 2019. Large-Scale Assessments in Education, 12, 1–29. https://doi.org/10.1186/s40536-024-00204-z
- Yeh, C. Y. C., Yang, J. C. Y., & Chan, T.-W. (2023). Design and implement an achievement system for enhancing students’ interest and self-efficacy in mathematics. 703–704. https://doi.org/10.1109/iiai-aai59060.2023.00142
- Yousuf, I., & Rajeswari, D. (2024). Relationship between Mathematics Self-efficacy and Mathematics Achievement. International Journal of Emerging Knowledge Studies, 03(10), 797–802. https://doi.org/10.70333/ijeks-03-10-011
- Yuan, Q. (2022). Academic Stress Predicts Negative Emotions and Academic Performances: The Role of Mindset in the Moderation Process. Advances in Social Science, Education, and Humanities Research. https://doi.org/10.2991/assehr.k.220704.016
- Zakariya, Y. F. (2022). Improving students’ mathematics self-efficacy: A systematic review of intervention studies. Frontiers in Psychology, 13. https://doi.org/10.3389/fpsyg.2022.986622
- Zanardi, T., & La Rosa, S. (2023). Learning from a social cognitive theory perspective (pp. 22–35). Elsevier eBooks. https://doi.org/10.1016/b978-0-12-818630-5.14004-7
- Zeeb, H., Ostertag, J., & Renkl, A. (2020). Towards a Growth Mindset Culture in the Classroom: Implementation of a Lesson-Integrated Mindset Training. Education Research International, 2020, 1–13. https://doi.org/10.1155/2020/8067619
- Zhao, H., Xiong, J., Zhang, Z., & Qi, C. (2021). Growth Mindset and College Students’ Learning Engagement During the COVID-19 Pandemic: A Serial Mediation Model. Frontiers in Psychology, 12, 621094. https://doi.org/10.3389/FPSYG.2021.621094
- Zulfaizir. (2024). Efforts to enhance self-confidence and its impact on mathematics learning: A systematic literature review. Journal of Professional Learning and Sustainable Education, 1(1), 53–59. https://doi.org/10.62568/jplse.v1i1.117.
- Zuo, R., Othman, T., Nasuha binti Burhanuddin, N. A., & Liao, W. (2022). The Effect of Math Self-Concept and Self-Efficacy on the Math Achievement of Sixth-Grade Primary School Students: The Mediating Role of Math Anxiety. International Journal of Academic Research in Progressive Education and Development, 11(3). https://doi.org/10.6007/ijarped/v11-i3/14721