An Integrated STEM Framework for Facilitating Statistics Instruction

Abouelgheat Kandeel, R. A. (2019). 'Students' Academic Difficulties in Learning a Statistics and Probability Course: The 'Instructors' View. Journal of Education and Practice, 10(9), 43–52. https://doi.org/10.7176/jep/
Academy of Sciences Malaysia. (2018). Science Outlook 2017: Converging Towards Progressive Malaysia 2050. In Research and Policy Recommendations Document. https://www.akademisains.gov.my/asm-publication/science-outlook-report-2017/
Ah Nam, L. (2017). Pembangunan dan Keberkesanan Modul MykimDG Terhadap Pencapaian dalam topik garam, Kemahiran abad ke-21 dan Motivasi dalam Kimia. Universiti Kebangsaan Malaysia.
Ah Nam, L., & Osman, K. (2018). Integrated STEM Education: Promoting STEM Literacy and 21st Century Learning. Research Highlights in STEM Education 66–80. Retrieved from www.isres.org
Akyuz, G. (2020). Non-routine problem solving performances of mathematics teacher candidates. Educational Research and Reviews, 15(5), 214–224.
https://doi.org/10.5897/ERR2020.3907
Aljaberi, N. M., & Gheith, E. (2016). Pre-Service Class 'Teacher' Ability in Solving Mathematical Problems and Skills in Solving Daily Problems. Higher Education Studies, 6(3), 32. https:/doi.org/10.5539/hes.v6n3p32
Aljaberi, N. M., & Gheith, E. (2018). In-Service Mathematics Teachers' Beliefs About Teaching, Learning, and Nature of Mathematics and Their Mathematics Teaching Practices. Journal of Education and Learning, 7(5), 156. https://doi.org/10.5539/jel.v7n5p156
Alkhateeb, M. (2019). 'Teachers' beliefs about the nature, teaching, and learning of mathematics and sources of these beliefs. International Journal of Learning, Teaching, and Educational Research, 18(11), 329–347. https://doi.org/10.26803/ijlter.18.11.20
Altun, M. (2014). Teaching mathematics in secondary schools (5th, 6th, 7th and 8th grades). Bursa: Actual Publishing.
Baker, C. K., & Galanti, T. M. (2017). Integrating STEM in elementary classrooms using model-eliciting activities: responsive professional development for mathematics coaches and teachers. International Journal of STEM Education, 4(1), 1–15.
https://doi.org/10.1186/s40594-017-0066-3
Barth, K., Bahr, D., & Shumway, S. (2017). A method for integrating science and engineering instruction. Science and Children 55(4), 32.
Bayazit, I. (2013). An investigation of problem-solving approaches, strategies, and models used by the 7th and 8th grade students when solving real-world problems. Kuram ve Uygulamada Egitim Bilimleri, 13(3), 1920–1927.
https://doi.org/10.12738/estp.2013.3.1419
Ben-Zvi, D., & Garfield, J. (2004). Statistical Literacy, Reasoning, and Thinking: Goals, Definitions, and Challenges. In D. Ben-Zvi & J. Garfield (Eds.), The Challenge of Developing Statistical Literacy, Reasoning and Thinking, 3–15. Kluwer Academic Publisher.
Berland, L. K., & Steingut, R. (2016). Explaining variation in student efforts towards using math and science knowledge in engineering contexts. International Journal of Science Education, 38(18), 2742–2761. https://doi.org/10.1080/09500693.2016.1260179
Beswick, K., & Fraser, S. (2019). Developing mathematics 'teachers' 21st-century competence for teaching in STEM contexts. ZDM - Mathematics Education, 51(6), 955–965. https://doi.org/10.1007/s11858-019-01084-2
Brakoniecki, A., Ward, M., & Fougere, G. (2016). Using the engineering design process to complement the teaching and learning of mathematics. ASEE Annual Conference and Exposition, Conference Proceedings 2016-June. https://doi.org/10.18260/p.27167
Brears, L., Macintyre, B., & O'Sullivan, G. (2011). Preparing Teachers for the 21st Century Using PBL as an Integrating Strategy in Science and Technology Education. Design and Technology Education, 16(1), 36–46.
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 Education, 17(1), 111–128. https://doi.org/10.1007/s10763-017-9863-x
Bryan, L. A., Moore, T. J., Johnson, C. C., & Roehrig, G. H. (2015). Integrated STEM education. STEM Road Map: A Framework for Integrated STEM Education, 23–36.
Bybee, R. W., Taylor, J. A., Gardner, A., Van Scotter, P., Westbrook, A., & Landes, N. (2006). The BSCS 5E instructional model: Origins and effectiveness. Colorado Springs, CO: Biological Sciences Curriculum Studies.
Bybee, R. W. (2013). Rodger W. Bybee - The Case for STEM Education_ Challenges and Opportunities-National Science Teachers Association - NSTA Pr.pdf.
Chuan Li, H., & Lung, T. (2017). The implementation of problem-based learning in a Taiwanese primary mathematics classroom: lessons learned from the 'students' side of the story. Educational Studies, 43(3), 354–369.
https://doi:10.1080/03055698.2016.1277138
Corlu, M. A., & Aydin, E. (2016). Evaluation of Learning Gains Through Integrated STEM Projects. International Journal of Education in Mathematics, Science and Technology, 4(1), 20. https://doi.org/10.18404/ijemst.35021
Cunningham, C. M. (2009). Engineering is Elementary. The Bridge.
Cunningham, P. R. H., Micheal, S. M., & Hunt, A. B. (2018). Facilitating an Elementary Engineering Design Process Module. School Science and Mathematics, 118(1–2), 53–60. https://doi.org/10.1111/ssm.12259
Debs, L., & Kelley, T. (2015). Gathering design references from nature. Technology and engineering teacher.
Shahali, M. E. H., Halim, L., Rasul, M. S., Osman, K., & Afendi, M. Z. (2017). STEM learning through engineering design: Impact on middle secondary students’ interest towards STEM. Eurasia Journal of Mathematics, Science and Technology Education, 13(5), 1189–1211. https://doi.org/10.12973/eurasia.2017.00667a
English, L. D., King, D., & Smeed, J. (2017). Advancing integrated STEM learning through engineering design: Sixth-grade 'students' design and construction of earthquake resistant buildings. Journal of Educational Research, 110(3), 255–271. https://doi.org/10.1080/00220671.2016.1264053
English, L. D. (2016). STEM education K-12: perspectives on integration. International Journal of STEM Education, 3(1), 1–8. https://doi.org/10.1186/s40594-016-0036-1
English, L. D., & King, D. T. (2015). STEM learning through engineering design: fourth-grade students' investigations in aerospace. International Journal of STEM Education, 2(1). https://doi.org/10.1186/s40594-015-0027-7
English, L. D. (2017). Advancing Elementary and Middle School STEM Education. International Journal of Science and Mathematics Education, 15, 5–24.
https://doi.org/10.1007/s10763-017-9802-x
English, L. D., & King, D. (2019). STEM Integration in Sixth Grade: Desligning and Constructing Paper Bridges. International Journal of Science and Mathematics Education, 17(5), 863–884. https://doi.org/10.1007/s10763-018-9912-0
Fidai, A., Barroso, L. R., Capraro, M. M., & Capraro, R. M. (2020). Effects of Engineering Design Process on Science and Mathematics. Proceedings - Frontiers in Education Conference, FIE 2020-Octob, 4–7. https://doi.org/10.1109/FIE44824.2020.9274167
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, 232–243. Retrieved from
https://files.eric.ed.gov/fulltext/ED568368.pdf
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 Mathematics, 88(3), 327–342. https://doi.org/10.1007/s10649-014-9541-7
Gatt, S., & Vela, Y. (2003). Constructivism: An effective Theory of Learning. Constructivist Teaching in Primary Schools: Examples in Social Studies, Science, Mathematics, Design and Technology and ICT, November, 1–20.
https://www.researchgate.net/publication/284722693
Grubbs, M., & Strimel, G. (2015). Engineering Design: The Great Integrator. Journal of STEM Teacher Education 50(1). https://doi.org/10.30707/jste50.1grubbs
Hong, H. Y., Lin, P. Y., Chen, B., & Chen, N. (2019). Integrated STEM Learning in an Idea-centered Knowledge-building Environment. Asia-Pacific Education Researcher, 28(1), 63–76. https://doi.org/10.1007/s40299-018-0409-y
Jonassen, D. H. (1997). Instructional design models for well-structured and ill-structured problem-solving learning outcomes. Educational Technology Research and Development, 45(1), 65–94. https://doi.org/10.1007/bf02299613
Kardoyo, Nurkhin, A., Muhsin., & Pramusinto, H. (2020). Problem-based learning strategy: Its impact on 'students' critical and creative thinking skills. European Journal of Educational Research, 9(3), 1141–1150. https://doi.org/10.12973/EU-JER.9.3.1141
Kelley, T. R., & Knowles, J. G. (2016). A conceptual framework for integrated STEM education. International Journal of STEM Education, 3(1). https://doi.org/10.1186/s40594-016-0046-z
Lavidas, K., Barkatsas, T., Manesis, D., & Gialamas, V. (2020). A structural equation model investigating the impact of tertiary students’ attitudes toward statistics, perceived competence at mathematics, and engagement on statistics performance. Statistics Education Research Journal, 19(2), 27–41. https://doi.org/10.52041/serj.v19i2.108
Loc, P. C., Uyen, B. P., Tong, D. H., & Ngoi, H. T. (2020). A Teaching Process of Fostering ' Students' Problem-solving Skills: A case study of teaching the equation of a line. Universal Journal of Educational Research, 8(5), 1741–1751.
https://doi.org/10.13189/ujer.2020.080510
Long, N. L., Hoang Yen, N. T., & Hanh, N. V. (2020). The role of experiential learning and engineering design process in k-12 stem education. International Journal of Education and Practice, 8(4), 720–732. https://doi.org/10.18488/journal.61.2020.84.720.732
Longden, K., & Solomon, J. (1986). “Constructivism” for teaching and learning. Education in Science, 119(35).
Lucas, B., & Hanson, J. (2016). Thinking like an engineer: Using engineering habits of mind to redesign engineering education for global competitiveness. International Journal of Engineering Pedagogy, 6(2), 4–13.
Maas, K., Geiger, V., Ariza, M. R., & Goos, M. 2019. The Role of Mathematics in interdisciplinary STEM education. ZDM - Mathematics Education, 51(6), 869–884. https://doi.org/10.1007/s11858-019-01100-5
Madani, R. A. (2020). Teaching Challenges and Perceptions on STEM Implementation for Schools in Saudi Arabia. European Journal of STEM Education, 5(1), 03. https://doi,org/10.20897/ejstme/8468
Mahlios, J. (1988). Word problems: Do I add or subtract? The Arithmetic Teacher, 36(3), 48–52.
Maiorca, C., & Stohlmann, M. (2016). Inspiring students in integrated STEM education through modeling activities. Annual perspectives in mathematics education 2016: Mathematical modeling and modeling mathematics. Reston, VA: NCTM.
Makar, K., & Fielding-Well, J. (2018). Shifting more than the goal posts: developing classroom norms of inquiry-based learning in mathematics. Mathematics Education Research Journal, 30(1), 53–63. https://doi.org/10.1007/s13394-017-0215-5
Mayer, R. E., Sims, V., & Tajika, H. (1995). Brief Note: A Comparison of How Textbooks Teach Mathematical Problem Solving in Japan and the United States. American Educational Research Journal, 32(2), 443–460. https://doi.org/10.3102/00028312032002443
McBride, J. W., & Silverman, F. L. (1991). Integrating Elementary/Middle School Science and Mathematics. School Science and Mathematics, 91(7), 285–292. https://doi:10.1111/j.1949-8594.1991.tb12102.x
Miller, J. (2019). STEM education in the primary years to support mathematical thinking: using coding to identify mathematical structures and patterns. ZDM - Mathematics Education, 51(6), 915–927. https://doi.org/10.1007/s11858-019-01096-y
Moore, T. J., Glancy, A. W., Tank, K. M., Kersten, J. A., Smith, K. A., & Stohlmann, M. S. (2014). A Framework for Quality K-12 Engineering Education: Research and Development. Journal of Pre-College Engineering Education Research, (J-PEER) 4(1). https://doi.org/10.7771/2157-9288.1069
Moore, T. J., Johnson, A. C., & Glancy, A. W. (2020). STEM Integration: A Synthesis of Conceptual Frameworks and Definitions. Handbook of Research on STEM Education, 3–16.
Moore, T. J., & Smith, K. A. (2013). Advancing the State of the Art of STEM Integration. BioTechniques, 51(5), 311. https://doi.org/10.2144/000113758
Muhtarom, J. D., & Siswono, E. T. Y. (2019). Examining prospective teachers' belief and pedagogical content knowledge towards teaching practice in mathematics class: A case study. Journal on Mathematics Education, 10(2), 185–202.
https://doi.org/10.22342/jme.10.2.7326.185-202
Mustafa, N. (2018). Kesan Penggunaan Pendekatan STEM Bersepadu Terhadap Kemahiran Penyelesaian Masalah Matematik Pelajar Tingkatan Empat (Vol. 23, Issue 10). https://doi.org/10.1055/s-0036-1595428
Mustafa, N., Ismail, Z., Zaidatun, T., & Said, M. M. N. H. (2016). A meta-analysis on effective strategies for integrated STEM education. Advanced Science Letters, 22(12), 4225–4288. https://doi.org/10.1166/asl.2016.8111
National Academy of Engineering (NAE) & National Research Council (NRC). (2014). STEM integration in K-12 education: status, prospects, and an agenda for research. Washing- ton, DC: National Academies Press.
National Research Council. (2012). A framework for K-12 science education: Practices, crosscutting concepts, and core ideas. Washington, DC: National Academies Press.
National Research Council (NRC). (2012). Education for life and work: Developing transferable knowledge and skills in the 21st Century. Washington, DC: National Academies Press.
Niemi, H. (2015). Teacher professional development in Finland: Towards a more holistic approach. Psychology, Society and Education, 7(3), 279–294.
https://doi.org/10.25115/psye.v7i3.519
Ntemngwa, C., & Oliver, J. S. (2018). The implementation of integrated science technology, engineering and mathematics (STEM) instruction using robotics in the middle school science classroom. International Journal of Education in Mathematics, Science and Technology, 6(1), 12–40. https://doi:10.18404/ijemst.380617
Organisation for Economic Co-operation and Development (OECD). (2019). Malaysia - Country Note PISA 2018 Results. Programme for International Student Assessment (PISA) Result from PISA 2018 1–3: 1–10. Retrieved from http://gpseducation.oecd.org/.%0AQuestions
Panaoura, A. (2018). Inquiry-based teaching approach in mathematics by using the history of mathematics?: a case study. Cerme10, 1780–1787. https://hal.archives-ouvertes.fr/hal-01938806/document
Paradesa, R. (2018). Pre-service mathematics 'teachers' ability in solving well-structured problem. Journal of Physics: Conference Series 948(1). https://doi.org/10.1088/1742-6596/948/1/012015
Partnership for 21st Century learning. (2015). 21st Century Student Outcomes 1–9. Retrieved from http://www.p21.org/our-work/p21-framework
Paul Ernest. (1989). The Knowledge, Beliefs and Attitudes of the Mathematics Teacher: a model. Journal of Education for Teaching, 15(1), 13–33. https://doi.org/10.1080/0260747890150102
Phonapichat, P., Wongwanich, S., & Sujiva, S. (2014). An Analysis of Elementary School ' Students' Difficulties in Mathematical Problem Solving. Procedia - Social and Behavioral Sciences, 116(2012), 3169–3174. https://doi.org/10.1016/j.sbspro.2014.01.728
Pimthong, P., & William, J. (2020). Preservice teachers' understanding of STEM education. Kasetsart Journal of Social Sciences, 41(2), 289–295. https://doi.org/10.1016/j.kjss.2018.07.017
Pugalenthi, P. (2019). Integration of Engineering in a Middle Grade Mathematics Classroom: A Conceptual Framework For Science, Technology, Engineering and Mathematics (STEM) Integration. The University of North Carolina at Charlotte.
Rehmat, A. P., & Hartley, K. (2020). Building engineering awareness: Problem-based learning approach for STEM integration. Interdisciplinary Journal of Problem-based Learning, 14(1), 1–15. https://doi.org/10.14434/ijpbl.v14i1.28636
Roberts, A. (2013). STEM is here. Now What? Teacher and Engineering teacher, 73(1), 22–27.
Ryu, M., Mentzer, N., & Knobloch, N. (2018). Preservice teachers' experiences of STEM integration: challenges and implications for integrated STEM teacher preparation. International Journal of Technology and Design Education, 29(3), 493–512. https://doi.org/10.1007/s10798-018-9440-9
Sainio, P., Eklund, K., Hirvonen, R., Ahonen, T., & Kiuru, N. (2021). 'Adolescents' Academic Emotions and Academic Achievement Across the Transition to Lower Secondary School: The Role of Learning Difficulties. Scandinavian Journal of Educational Research, 65(3), 385–403. https://doi.org/10.1080/00313831.2019.1705900
Sanders, M. (2009). STEM, STEM education, STEMmania. The Technology Teacher. http://esdstem.pbworks.com/f/TTT+STEM+Article_1.pdf
Sias, C. M., Nadelson, L. S., Juth, S. M., & Seifert, A. L. (2017). The best laid plans: Educational innovation in elementary teacher generated integrated STEM lesson plans. Journal of Educational Research, 110(3), 227–238.
https://doi.org/10.1080/00220671.2016.1253539
Singh, P., Teoh, S. H., Cheong, T. H., Nor Syazwani Md Rasid, Kor, L. K., & Nurul Akmal Md Nasir. (2018). The Use of Problem-Solving Heuristics Approach in Enhancing STEM Students Development of Mathematical Thinking. International Electronic Journal of Mathematics Education, 13(3), 289–303. https://doi.org/10.12973/iejme/3921
Siregar, N. C., Rosli, R., Maat, S. M., & Capraro, M. M. (2019). The Effect of Science, Technology, Engineering and Mathematics (STEM) Program on Students’ Achievement in Mathematics: A Meta-Analysis. International Electronic Journal of Mathematics Education, 1(1), 1–12. https://doi.org/10.29333/iejme/5885
Slavit, D., Grace, E., & Lesseig, K. (2019). Keywords: Advanced mathematical thinking; Learning theories; Reasoning and proof Objectives This paper explores various theoretical perspectives on what we are terming. Proceedings of 41st Annual Meeting of PME-NA, 793–801.
Smith, C., Fitzallen, N., Watson, J., & Wright, S. (2019). The practice of statistics for STEM: Primary students and pre-service primary teachers exploring variation in seed dispersal. Teaching Science, 65(1), 38–47.
Smith, C. S., & Hung, L. C. (2017). Using problem-based learning to increase computer self-efficacy in Taiwanese students. Interactive Learning Environments, 25(3), 329–342. https://doi.org/10.1080/10494820.2015.1127818
Spangenberg, E. D., & Myburgh, C. (2017). Comparing South African Female and Male Pre-Service Teachers' Beliefs about the Nature of Mathematics. Africa Education Review, 14(2), 140–155. https://doi.org/10.1080/18146627.2017.1292828
Thibaut, L., Knipprath, H., Dehaene, W., & Depaepe, F. (2018). The influence of 'teachers' attitudes and school context on instructional practices in integrated STEM education. Teaching and Teacher Education, 71, 190–205.
https://doi.org/10.1016/j.tate.2017.12.014
Turan, S., & Matteson, S. M. (2021). Middle school mathematics classrooms practice based on 5e instructional model. International Journal of Education in Mathematics, Science and Technology, 9(1), 22–39. https://doi.org/10.46328/ijemst.1041
Turner, K. L., Kirby, M., & Bober, S. (2016). Engineering Design for Engineering Design: Benefits, Models, and Examples from Practice. I.E.: Inquiry in Education 8(2): 5.
Ugras, M. (2019). Determination of the Effects of Problem-Based STEM Activities on Certain Variables and the Views of the Students. International Online Journal of Educational Sciences, 11(1), 1–22. https://doi.org/10.15345/iojes.2019.01.001
Ugras, M., & Genc, Z. (2018). Pre-School Teacher Candidates’ Views about STEM Education. Bart?n Üniversitesi E?itim Fakültesi Dergisi, 7(2), 724–744. https://doi.org/10.14686/buefad.408150
Usta, N. (2020). Evaluation of Preservice 'Teachers' Skills in Solving Non-Routine Mathematical Problems through Various Strategies. Asian Journal of Education and Training, 6(3), 362–383. https://doi.org/10.20448/journal.522.2020.63.362.383
Wang, H. (2014). Learner Autonomy Based On Constructivism Learning Theory. International Journal of Cognitive and Language Sciences, 8(5), 1552–1554.
Wang, H. H., & Knobloch, N. A. (2018). Levels of STEM Integration through Agriculture, Food, and Natural Resources. Journal of Agricultural Education, 59(3), 258–277. https://doi.org/10.5032/jae.2018.03258
Watson, J., Fitzallen, N., & Chick, H. (2020). What Is the Role of Statistics in Integrating STEM Education? December, 91–115. https://doi.org/10.1007/978-3-030-52229-2_6
Watson, J., Fitzallen, N., & Wright, S. (2019). Practicing Statistics in Year 4. Mathematics Education Research Group of Australasia, 739–746.
Wei, W. K., & Maat, S. M. (2020). The attitude of primary school teachers towards STEM education. STEM Journal, 9(3), 1243–1251. https://doi,org/10.18421/TEM93-53
Wen, P. (2018). Application of Bruner’s Learning Theory in Mathematics Studies. 283(Cesses), 234–237. https://doi.org/10.2991/cesses-18.2018.53
Yew, E. H. J., & Goh, K. (2016). Problem-Based Learning: An Overview of its Process and Impact on Learning. Health Professions Education, 2(2), 75–79. https://doi.org/10.1016/j.hpe.2016.01.004
York, M. K. (2018). Stem Content and Pedagogy Are Not Integrated. 100Kin10 White Paper 1–4.

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To Cite this Article: Hasim, S. M., Rosli, R., & Halim, L. (2022). An Integrated STEM Framework for Facilitating Statistics Instruction. International Journal of Academic Research in Progressive Education and Development, 12(1), 290–310.

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