Determinants of Achievement Level in Mathematics in the Modern World among College Students

Authors

  • Endocal, Kenth Harold R. Tangub City Global College, Philippines
  • Baraquia, Lee G. Department of DepED, Saint Columban College, Philippines

DOI:

https://doi.org/10.54536/ajmri.v4i6.6166

Keywords:

Attitude, Comprehension Skill, Computation Skill, Logical Skill, Mathematics Achievement, Multiple Regression Analysis, Self-Efficacy

Abstract

Various factors can influence students’ mathematics achievement. This study examined the factors profile and skills, that could affect students’ mathematics achievement. Using a descriptive-correlational design, the study involved a sample of 285 students enrolled in the Mathematics in the Modern World course during the first semester of AY 2023-2024 at Tangub City Global College, selected through cluster sampling. Attitude and self-efficacy scales to measure profile, skills tests computation, comprehension, and logic and validated midterm examination to measure achievement level were used as instruments to collect data. Descriptive statistics, Pearson Correlation Test, and Multiple Regression Analysis served as the main statistical tools. Findings revealed that students generally hold negative attitudes, low self-efficacy and computation skills, with average comprehension, logical skills, and mathematics achievement. Attitude, computation, comprehension, and logical skills significantly predicted achievement, while self-efficacy, though correlated, was not a predictor. It was concluded that students' mathematics achievement is significantly influenced by attitude, comprehension, computation, and logical skills, leading to the development of Learning Activity Sheets to enhance performance. It was recommended that this inquiry be extended by examining identity, knowledge, fixed, and context factors affecting mathematics achievement, as this study is focused solely on profile and skill factors.

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References

Abad, M. (2020). Comparative assessment of academic performance in mathematics of college freshman civil engineering students: inputs to numeracy enhancement extension project. Indian Journal of Science and Technology, 13(33), 3377-3386. https://doi.org/10.17485/ijst/v13i33.866.

Agah, J. J., & Lamido, S. (2015). Determinants of students’ logical reasoning and mathematics achievement. Journal of Literature, Languages and Linguistics, 5, 40, 43.

Alotaibi, A., & Alyahya, D. (2019). Computational thinking skills and its impact on TIMSS achievement: An Instructional Design Approach. Issues and Trends in Educational Technology, 7(1). https://doi.org/10.2458/azu_itet_v7i1_alyahya.

Angateeah, K. (2017). An investigation of students’ difficulties in solving non-routine word problem at lower secondary. International Journal of Learning and Teaching, 3(1), 46-50.

Anjum, S. (2015). Gender Difference in Mathematics Achievement and Its Relation with Reading Comprehension of Children at Upper Primary Stage. Journal of Education and Practice, https://eric.ed.gov/?id=EJ1079951.

Apple, D., Ellis, W., & Hintze, D. (2016). Performance Model. International Journal of Process Education, 8(1), 29–34. https://www.ijpe.online/2016/color033116sm.pdf.

Arjudin, A., Turmuzi, M., Kurniati, N., & Wulandari, N. P. (2024). Problem Solving Skills of Mathematics Education Students with Lack Number Sense Ability. Jurnal Pendidikan MIPA. https://www.semanticscholar.org/paper/4271403a6e961466a63 99b9dc9df16137702bca7.

Balbalosa, J. (2010). Factors affecting the mathematics performance of laboratory high school of Laguna State Polytechnic University academic year 2009–2010. (Unpublished master’s thesis). Laguna State Polytechnic University, Siniloan, Laguna, Philippines. Retrieved from https://www.bartleby.com/essay/FactorsAffecting-Mathematics-Performance-of-Laboratory-High- PK68TZ4K6YZA.

Capuno, R., Necesario, R., Etcuban J., Espina, R., Padillo, G. & Manguilimoltan, R. (2019). Attitudes, Study Habits, and Academic Performance of Junior High School Students in Mathematics. International Electronic Journal of Mathematics Education, 14(3), 547-561

Chen, W., & Hsieh, M. (2023). Environmental self-identity, self-efficacy, and the emergence of green opinion leaders: An exploratory study. Heliyon, 9(6), e17351. https://doi.org/10.1016/j.heliyon.2023.e17351.

Dela Cruz, J. K. B. & Lapinid, M. R. C. (2014). Students’ difficulties in translating worded problems into mathematical symbols. In Retrieved from De LaSalle University: http://www.dlsu.edu.ph/conferences/dlsu_research_congress/2014/_pdf/proceedings/LLI-I-009-FT. pdf.

Effandi, Z., & Normah, Y. (2009). Attitudes and problem-solving skills in Algebra among Malaysian matriculation college students. European Journal of Social Sciences, 8(2), 232–245.

Elger, D. (2007). Theory of performance. In S. W. Beyerlein, C. Holmes, & D. K. Apple (Eds.), Faculty guidebook: A comprehensive tool for improving faculty performance (4th ed.) (pp. 19-22). Lisle, IL: Pacific Crest.

Emata, C. Y. (2023). The Moderating Effect of Technology Attitude on the Relationship between Math Self-Efficacy and Attitudes towards Mathematics. Unnes Journal of Mathematics Education. https://www.semanticscholar.org/paper/137f6f6680dfc 8ff34c04bd94a0cc8260d7 97de6.

Embodo, E. J., & Baraquia, L. G. (2019). Metacognitive and Computation Skills: Predicting Students’ Performance in Mathematics. International Journal of Scientific Engineering and Science, 3(5), 2456–7361. https://www.researchgate.net/publication/333716486_Meta cognitive_and_Computation_Skills_Predicting_Students'_Performance_in_Mathematics.

Gafoor, K. A., & Kurukkan, A. (2015). Learner and teacher perception on difficulties in learning and teaching mathematics: Some implications. National Conference on Mathematics Teaching- Approaches and Challenges. http://files.eric.ed.gov/ fulltext/ED568368.pdf.

Guven, B., & Buket, O. (2012). Factors influencing mathematical problem-solving achievement of seventh grade Turkish students. Learning and Individual Differences, 23(1), 131–137. Retrieved from https://www.researchgate.net/publication/271607678Factorsinfluencing mathematicalproblemsolving_achievement_of_seventh_grade_Turkish_students.

Harris, R. A., & Di Marco, C. (2017). Rhetorical figures, arguments, computation. Argument & Computation, 8(3), 211–231. https://doi.org/10.3233/aac-170030.

Hemmings, B., Grootenboer, P., & Kay, R. (2010). Predicting Mathematics Achievement: The Influence of Prior Achievement and Attitudes. International Journal of Science and Mathematics Education, 9(3), 691–705. https://doi.org/10.1007/s10763-010-9224-5.

Hiller, S. E., Kitsantas, A., Cheema, J. E., & Poulou, M. (2021). Mathematics anxiety and self-efficacy as predictors of mathematics literacy. International Journal of Mathematical Education in Science and Technology. https://doi.org/10.1080/0020739x.2020.1868589.

Hwang, S., & Son, T. (2021). Students’ Attitude toward Mathematics and its Relationship with Mathematics Achievement. Journal of Education and E-learning Research, 8(3), 272–280. https://doi.org/10.20448/journal.509.2021.83.272.280.

Jin, R., Wu, R., Xia, Y., & Zhao, M. (2023). What cultural values determine student self-efficacy? An empirical study for 42 countries and economies. Frontiers in Psychology. https://doi.org/10.3389/fpsyg.2023.1177415.

Lavasani, M., Malahmadi, E., & Amani, J. (2010). The role of self-efficacy, task value, and achievement goals in predicting learning approaches and mathematics achievement. https://www.sciencedirect.com/science/article/pii/S18770428100158 80.

LearningExpress. (2010). 501 Reading Comprehension Questions (4th ed.). LearningExpress, LLC. https://core-docs.s3.amazonaws.com/documents/asset/uploaded_file/18/BPS/2731422/ 501readingcomprehensionquestions4thedition.pdf.

Llego, M. A. (2020, May 27). DepEd Learning Activity Sheets (LAS) Sample Template. TeacherPH. https://www.teacherph.com/deped-learning-activity-sheets/.

Loo, C., & Choy, J. L. F. (2013). Sources of Self-Efficacy Influencing academic performance of engineering Students. American Journal of Educational Research, 1(3), 86–92. https://doi.org/10.12691/education-1-3-4.

Lopez-Garrido, G. (2023). Bandura’s Self-Efficacy Theory of Motivation in Psychology. Simply Psychology. https://www.simplypsychology.org/self-efficacy.html.

Macaso, K. & Dagohoy, R. (2022). Predictors of performance in mathematics of science, technology and engineering students of a public secondary school in the philippines. Journal of Social Humanity and Education, 2(4), 311-326. https://doi.org/10.35912/jshe.v2i4.990.

Malibiran, H. M., Candelario-Aplaon, Z., & Izon, M. V. (2019). Determinants of Problem-Solving Performance in Mathematics 7: A Regression Model. International Forum, 22(1), 65–86.

May, D. K. (2009). Mathematics Self Efficacy and Anxiety Questionnaire [Doctoral Dissertation, University of Georgia]. Retrieved from https://getd.libs.uga.edu/pdfs/may_diana_k_ 200908_phd.pdf.

Medallon, M. C., Cueva, A. D. L., & Licarte, E. R. (2012). Mathematics Word Problem Solving Capabilities of Engineering at-risk Students.https://www.semanticscholar.org/paper/ 6c5a06e02fcff0c3844f8539aa61a00cf302dff1.

Mohamed, L. & Waheed, H. (2011). Secondary students’ attitude towards mathematics in a selected school of Maldives. International Journal of Humanities and Social Science, 1(15), 277–281.

Morsanyi, K. (2021). Maths and logic: Relationships across development. In Elsevier eBooks (pp. 45–70). https://doi.org/10.1016/b978-0-12-817414-2.00010-5.

Mullis, I. V., Martin, M. O., Foy, P., & Arora, A. (2016). TIMSS 2015 International Results in Mathematics. Retrieved from Boston College, TIMSS & PIRLS International Study Center website: http://timssandpirls.bc.edu/timss2015/international-results/.

Nahdi, D. S., Cahyaningsih, U., Jatisunda, M. G., & Rasyid, A. (2023). Mathematics interest and reading comprehension as correlates of elementary students’ Mathematics Problem-Solving skills. Edukasiana, 3(1), 115–127. https://doi.org/10.56916/ejip.v3i1.510.

Nunes, T., Bryant, P., Evans, D., Bell, D., Gardner, S., Gardner, A., & Carraher, J. (2010). The contribution of logical reasoning to the learning of mathematics in primary school. British Journal of Developmental Psychology, 25(1), 147–166. https://doi.org/10.1348/026151 006x153127.

Olayinka, A. (2023). Factors Influencing the Attitudes of Secondary School Students Towards the Study of Mathematics. Ijrdo -Journal of Mathematics. Opstad, L. (2018). Success in business studies and mathematical background: the case of norway. Journal of Applied Research in Higher Education, 10(3), 399-408. https://doi.org/10.1108/jarhe-11-2017-0136.

Ozkal, N. (2019). Relationships between self-efficacy beliefs, engagement and academic performance in math lessons. Kıbrıslı Eğitim Bilimleri Dergisi, 14(2), 190–200.

Özcan, B., & Kültür, Y. Z. (2021). The relationship between Sources of Mathematics Self-Efficacy and Mathematics test and course achievement in high school seniors. SAGE Open, 11(3), 215824402110401. https://doi.org/10.1177/215824402110401 24.

Özcan, Z. & Gümüş, A. (2019). A modeling study to explain mathematical problem-solving performance through metacognition, self-efficacy, motivation, and anxiety. Australian Journal of Education, 63(1), 116–134. https://doi.org/10.1177/0004944119840073.

Öztürk, M., Akkan, Y., & Kaplan, A. (2019). 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.

PH Grade 4 students worst in math and science proficiency: study. (2020, December 10). CNN Philippines. http://www.cnnphilippines.com/news/2020/12/10/PH-Grade-4-students-worst-in-math-and-science-proficiency--study-.html.

Quane, K. (2024). Rainbows, Presents, Zombies, and Frankenstein’s Monster: Insights into Young Children’s Attitudes towards Mathematics. International Journal of Education in Mathematics, Science and Technology. https://www.semanticscholar.org/paper/156fe30 f00f3465c8e40d2117aa5e8bb38bb5351.

Ruan, Y. (2024). Exploring Multiple Regression Models: Key Concepts and Applications. Science and Technology of Engineering, Chemistry and Environmental Protection.

Russo, J., Kalogeropoulos, P., & Roche, A. (2023). Exploring underachieving students’ views of, and attitudes towards, mathematics across stage of schooling. Asian Journal for Mathematics Education. https://www.semanticscholar. org/paper/7d6592b53f3a6bfcdb1f0f33d77392ea26 81c477.

Singh, K., Granville, M., & Dika, S. (2002). Mathematics and Science achievement: Effects of motivation, interest and academic engagement. The Journal of Educational Research, 95, 323–332.

Talsma, K., Schüz, B., & Norris, K. (2018). Miscalibration of self-efficacy and academic performance: Self-efficacy ≠ self-fulfilling prophecy. Learning and Individual Differences, 69, 182–195. https://doi.org/10.1016/j.lindif.2018.11.002.

Ullah, F., Sepasgozer, S., Tahmasebinia, F., Sepasgozar, S. M. E., & Davis, S. (2020). Examining the impact of students’ attendance, sketching, visualization, and tutors experience on students’ performance: a case of building structures course in construction management. Australasian Journal of Construction Economics and Building. https://www.semanticscholar.org/paper/a19c6fbfb1ea9746224b2e9ca 89da72829943b68.

Villanueva, E. (2009). Predictors of mathematics achievement in Algebra of second year high school students in the City Division of Candon, Ilocos Sur (Unpublished master’s thesis). Ilocos Sur Polytechnic State College, Tagudin, Ilocos Sur, Philippines.

Wang, C., Li, X., & Wang, H. (2023). The mediating effect of math self-efficacy on the relationship between parenting style and math anxiety. Frontiers in Psychology. https://doi.org/10.3389/fpsyg.2023.1197170.

Wilkinson, L. C., Bailey, A. L., & Maher, C. A. (2018). Students’ Mathematical Reasoning, Communication, and Language Representations: A Video-Narrative Analysis. ECNU Review of Education, 1(3), 1–22. https://doi.org/10.30926/ ecnuroe2018010301.

Williams, T., & Williams, K. (2010). Self-efficacy and performance in mathematics: reciprocal determinism in 33 nations. Journal of Educational Psychology, 102(2), 453-466. https://doi.org/10.1037/a0017271.

Wu, W., & Yang, K. L. (2022). The relationships between computational and mathematical thinking: A review study on tasks. Cogent Education, 9(1). https://doi.org/10.1080/2331186x. 2022.2098929.

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. https://doi.org/10.1186/s40536-024-00204-z.

Zakariya, Y. F. (2022). Improving students’ mathematics self-efficacy: A systematic review of intervention studies. Frontiers in Psychology. https://doi.org/10.3389/fpsyg.2022.986622.

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Published

2025-12-01

How to Cite

Determinants of Achievement Level in Mathematics in the Modern World among College Students. (2025). American Journal of Multidisciplinary Research and Innovation , 4(6), 58-71. https://doi.org/10.54536/ajmri.v4i6.6166

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