A proposed unit in biostatistics based on a STEM approach to develop statistical skills and assess the value of cognitive integration among middle school students

Document Type : Original Article

Author

Faculty of Education Port Said University

Abstract

Believing in the importance of integration as a basis of knowledge and as an applied value; The aim of the current research is to measure the effectiveness of a proposed unit in biostatistics based on a STEM approach in developing statistical skills and estimating the value of knowledge integration, by preparing a unit in biostatistics accompanied by a teacher's guide, and a student's booklet for unit projects and activities. Statistical skills and a measure to assess the value of cognitive integration, and their application, before and after, on a group of (69) students in the second preparatory grade; It was divided into two groups, one of them is an experimental group that studied the proposed unit according to the STEM approach, and the other is a control group that studied the statistics unit prescribed in the textbook by the usual methods, in the second semester of the academic year 2020/2021, and the results of the research resulted in the superiority of the experimental group students over the control group in the application results. The dimension of the two research tools, and accordingly, the research recommended the importance of developing curricula in the light of approaches based on the principle of cognitive integration, and training mathematics teachers and teachers before service to teach these curricula. The research also suggested conducting studies aimed at paying attention to the value of cognitive integration, in addition to studies aimed at reconsidering the Statistics units in textbooks to convert them from classic to functional depth.

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Al-Hidabi, D. (2019). The Science Curriculum based on STEM Approach with Islamic Perspective and its effect on Improving Love of Learning among 9th students in Gaza. IOSR Journal Of Humanities And Social Science (IOSR-JHSS)24(8).
Álvarez-Villalobos, N. A., Velasco-Sepúlveda, B. H., González-Martínez, A., Millán-Alanís, J. M., & Bautista-Gómez, A. J. (2021). Biostatistics Teaching in Medical Schools: Towards Comprehensive Training. Investigación en Educación Médica9(36), 52-57.
Amponsah, I. V., Addo-Mensah, D., Anokye, M., Babah, R., & Etsiwah, I. (2019). THE EFFECT OF PRACTICAL WORK AND MOTIVATION ON STUDENTS’DESIRE TO STUDY STEM SUBJECTS. In EDULEARN19 Proceedings 11th International Conference on Education and New Learning Technologies Palma, Spain. 1-3 July, 2019 (pp. 990-999). IATED Academy.
Antonisamy, B., Premkumar, P. S., & Christopher, S. (2017). Principles and Practice of Biostatistics-E-book. Elsevier Health Sciences.
Bakırcı, H., & Kutlu, E. (2018). Determination of science teachers’ views on STEM approach. Turkish Journal of Computer and Mathematics Education (TURCOMAT)9(2), 367-389.
Bhasin, S. (2017). Essentials of biostatistics. Indian Journal of Public Health61(1), 62-62.
Biza, I., & Vande Hey, E. (2015). Improving statistical skills through students’ participation in the development of resources. International Journal of Mathematical Education in Science and Technology46(2), 163-186.
Brown, R. E., & Bogiages, C. A. (2019). Professional development through STEM integration: How early career math and science teachers respond to experiencing integrated STEM tasks. International Journal of Science and Mathematics Education17(1), 111-128
Burch, J. J. C. (2018). An application of Tinto's student integration model and Bandura's social cognitive theory to student retention in stem disciplines. Tarleton State University.
Bybee, R. W. (2020). STEM, Standards, and Strategies for High-Quality Units. NSTA Press. 1840 Wilson Boulevard, Arlington, VA 22201.
Carter, J. A., & Kallestrup, J. (2020). Varieties of cognitive integration. Noûs54(4), 867-890.
Cheng, Y. C., & So, W. W. M. (2020). Managing STEM learning: A typology and four models of integration. International Journal of Educational Management.
Cheung, J. J., Kulasegaram, K. M., Woods, N. N., & Brydges, R. (2021). Making Concepts Material: A Randomized Trial Exploring Simulation as a Medium to Enhance Cognitive Integration and Transfer of Learning. Simulation in Healthcare.
Cheung, J. J., Kulasegaram, K. M., Woods, N. N., Moulton, C. A., Ringsted, C. V., & Brydges, R. (2018). Knowing How and Knowing Why: testing the effect of instruction designed for cognitive integration on procedural skills transfer. Advances in Health Sciences Education23(1), 61-74.
Dangprasert, S. (2021). Effects on Using Tutoring Application in Integration with Self-Directed Learning to Improve Statistical Analysis Skills. TEM Journal10(1), 63-68.
Dzenawager, M. (2020). To what extent does STEM education impact female middle school students’ desire to pursue a STEM related career?. Hofstra University.
Eager, E. A., Peirce, J., & Barlow, P. (2014). Math Bio or Biomath? Flipping the mathematical biology classroom. Letters in Biomathematics1(2), 139-155..
El-Demerdash, M., Essonnier, N., Trgalová, J., & Mercat, C. (2016, September). Digital Resources to Enhance Creative Mathematical Thinking in a Biomathematics Context. In CADGME
Eudey, L., Su, H. J., & Burge, H. A. (2020). Biostatistics and bioaerosols. In Bioaerosols (pp. 269-307). CRC Press.
Garfield, J., Le, L., Zieffler, A., & Ben-Zvi, D. (2015). Developing students’ reasoning about samples and sampling variability as a path to expert statistical thinking. Educational Studies in Mathematics88(3), 327-342.
Gordon, S. P., Gross, S., Bahamonde, M., Winn, J., Seifert, J., Martin, C. A., & Yang, Y. (2021). Developing a Mathematics Curriculum for the Biosciences. PRIMUS, (just-accepted), 1-23.
Hahs-Vaughn, D. L., & Lomax, R. G. (2020). Statistical Concepts-A First Course. Routledge.
Hourigan, M., & Leavy, A. M. (2020). Using integrated STEM as a stimulus to develop elementary students' statistical literacy. Teaching Statistics42(3), 77-86.
Ignacio, J., & Chen, H. C. (2020). The use of web-based classroom gaming to facilitate cognitive integration in undergraduate nursing students: A mixed methods study. Nurse Education in Practice46, 102820.
Islam, M. A., & Al-Shiha, A. (2019). Foundations of biostatistics.Chicago
Johnson, C. C., Mohr-Schroeder, M. J., Moore, T. J., & English, L. D. (Eds.). (2020). Handbook of research on STEM education. Routledge.
Jones, S., Johnstone, D., & Wilson, R. (2017). Predicting corporate bankruptcy: An evaluation of alternative statistical frameworks. Journal of Business Finance & Accounting44(1-2), 3-34.
Kandagatla, P., Worden, A., Woodward, A., & Gupta, A. H. (2019). Assessing Knowledge of Biostatistics Among Residents and Medical Students.
Khine, M. S., Khine, M. S., & Ohmer. (2017). Robotics in STEM Education. Springer.
Lamb, H. (2019). Education: Children's love for STEM on the decline, IET survey finds. Engineering & Technology14(9), 5-5.
Lester, F., & Cai, J. (2015). Can Mathematical Problem Solving Be Taught? Preliminary Answers from Thirty Years of Research. Posing and solving mathematical problems: Advances and new perspectives. Buenos Aires: Springer.
Li, J., Chen, Y. C., Tseng, Y. C., Mozumdar, S., & Huang, L. (2010). Biodegradable calcium phosphate nanoparticle with lipid coating for systemic siRNA delivery. Journal of controlled release142(3), 416-421.
Li, W., & Jemielita, T. O. (2020). Mathematical and Statistical Skills in the Biopharmaceutical Industry: A Pragmatic Approach.
Li, Y., & Anderson, J. (2020). STEM integration: Diverse approaches to meet diverse needs. In Integrated Approaches to STEM Education (pp. 15-20). Springer, Cham.
Lovaglio, P. G., Cesarini, M., Mercorio, F., & Mezzanzanica, M. (2018). Skills in demand for ICT and statistical occupations: Evidence from web‐based job vacancies. Statistical Analysis and Data Mining: The ASA Data Science Journal11(2), 78-91.
Ludwig, P., Tongen, A., & Walton, B. (2018). Two project-based strategies in an interdisciplinary mathematical modeling in biology course. PRIMUS28(4), 300-317.
Maj, S. P. (2020, December). Cognitive Load Optimization–a Statistical Evaluation for three STEM Disciplines. In 2020 IEEE International Conference on Teaching, Assessment, and Learning for Engineering (TALE) (pp. 414-421). IEEE.
Masjudin, M., Muzaki, A., Abidin, Z., & Ariyanti, I. A. P. (2020). Analysis of student’s statistical thinking ability in understanding the statistical data. In Journal of Physics: Conference Series (Vol. 1521, No. 3, p. 032063). IOP Publishing.
Payadnya, I. P. A. A., & Atmaja, I. M. D. (2020, February). Application of “what-if” learning strategy to improve students’ mathematical critical thinking skills in statistical method I subject. In Journal of Physics: Conference Series (Vol. 1470, No. 1, p. 012044). IOP Publishing.
Permanasari, A., Rubini, B., & Nugroho, O. F. (2021). STEM Education in Indonesia: Science Teachers’ and Students’ Perspectives. Journal of Innovation in Educational and Cultural Research2(1), 7-16.
Porter, T. M. (2020). The rise of statistical thinking, 1820–1900. Princeton University Press.
Reeder, R. W., Banks, R., & Holubkov, R. (2021). Biostatistics and Evaluating Published Studies. Pediatric Critical Care: Text and Study Guide, 1569-1593.
Ríos, O. L., & López, L. J. L. (2019, March). Virtual Reality and Statistical Thinking Enhancement. In 2019 IEEE Integrated STEM Education Conference (ISEC) (pp. 367-370). IEEE.
Sanft, R., & Walter, A. (2016). Experimenting with mathematical biology. PRIMUS26(1), 83-103.
Schwartz, T. A., Andridge, R. R., Sainani, K. L., Stangle, D. K., & Neely, M. L. (2016). Diverse perspectives on a flipped biostatistics classroom. Journal of Statistics Education24(2), 74-84
Singh, P., Teoh, S. H., Cheong, T. H., Rasid, N. S. M., Kor, L. K., & Nasir, N. A. M. (2018). The use of problem-solving heuristics approach in enhancing STEM students development of mathematical thinking. International Electronic Journal of Mathematics Education13(3), 289-303.
Sirajudin, N., & Suratno, J. (2021, March). Developing creativity through STEM education. In Journal of Physics: Conference Series (Vol. 1806, No. 1, p. 012211). IOP Publishing.
Smith, N. (2020). Reviving Classical Music Through Interdisciplinary Teaching: A Cognitive Integration Approach (Doctoral dissertation, University Honors College Middle Tennessee State University).
Sriraman, B., & Chernoff, E. J. (2020). Probabilistic and Statistical Thinking. Encyclopedia of Mathematics Education, 675-681.
Susdarwono, E. T. (2021). THE INFLUENCE OF LEARNING ACCOMPANIED BY SELF HYPNOSIS ON INCREASING MATHEMATICS VALUE. Jurnal Magister Pendidikan Matematika (JUMADIKA)3(1), 8-15.
Taylor, R. Y. (2019). Book Review: Robotics in STEM Education: Redesigning the Learning Experience. Journal of STEM Education: Innovations and Research19(5).
Tintle, N., Chance, B. L., Cobb, G. W., Rossman, A. J., Roy, S., Swanson, T., & VanderStoep, J. (2020). Introduction to statistical investigations. John Wiley & Sons.
Tipparach, U., Ruaysap, M., Tipparach, J., & Chanthawara, K. (2019, October). The design of STEM Education lessons on statistical mechanics for undergraduate students. In Journal of Physics: Conference Series (Vol. 1340, No. 1, p. 012005). IOP Publishing.
Tunc, C., & Bagceci, B. (2021). Teachers' Views of the Implementation of STEM Approach in Secondary Schools and The Effects on Students. Pedagogical Research6(1)..
Us, H. C. T. (2018). Cognitive Integration. The Oxford Handbook of 4E Cognition, 187.
Varghese, S. S., Ramesh, A., & Veeraiyan, D. N. (2019). Blended Module‐Based Teaching in Biostatistics and Research Methodology: A Retrospective Study with Postgraduate Dental Students. Journal of dental education83(4), 445-450.
Watson, J. M., & English, L. D. (2017). Statistical problem posing, problem refining, and further reflection in Grade 6. Canadian Journal of Science, Mathematics and Technology Education17(4), 347-365.
Wongta, J., Grosseau, C., Yachulawetkunakorn, C., Watthana, C., & Wongwatkit, C. (2021). Effects of a collaborative STEM-based orientation approach on senior high-school students' creativity and operacy. International Journal of Mobile Learning and Organisation15(1), 71-106.
Zhong-Liang, W. (2020). Discussion on the All-English Teaching Methods of Biostatistics for Foreign Students Major in Aquaculture. DEStech Transactions on Social Science, Education and Human Science, (icesd).
Zizka, L., McGunagle, D. M., & Clark, P. J. (2021). Sustainability in science, technology, engineering and mathematics (STEM) programs: Authentic engagement through a community-based approach. Journal of Cleaner Production279, 123715.