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The effect of a technology-enhanced collaborative learning environment on secondary school students’ mathematical reasoning: A mixed method design

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Abstract

The purpose of this study is to examine the effect of a technology-enhanced collaborative learning environment on secondary school students’ mathematical reasoning in the concept of triangle. The participants of the study are 30 secondary school students. This study was carried out with the embedded design, one of the mixed methods designs. The quantitative aspect of the study was carried out with the quasi-experimental design including comparison group design. While the experimental group received training in a technology-enhanced collaborative learning environment, the control group students continued their education in a traditional informal-collaborative learning environment. The qualitative aspect of the study included data belonging to a group of four students chosen among the experimental group. The data of the research comprised students’ audio and video recordings, screenshots, dynamic mathematics software GeoGebra files, and written products. The quantitative data were collected via open-ended questions including ten items with the intention of revealing mathematical reasoning and the qualitative data were gathered with the designed mathematical tasks. While independent t-test was used to analyse the quantitative data, the qualitative data were analysed with Toulmin’s model and dialogical approach. As a result of data analysis, it was found that technology-enhanced collaborative learning environment has a positive effect on students’ mathematical reasoning in the concept of triangle.

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Data availability statements

The datasets generated during and analyzed during the current study are available from the corresponding author on reasonable request.

References

  • Aksu, N., & Zengin, Y. (2022). Disclosure of students’ mathematical reasoning through collaborative technology-enhanced learning environment. Education and Information Technologies, 27(2), 1609–1634. https://doi.org/10.1007/s10639-021-10686-x

    Article  Google Scholar 

  • Balacheff, N. (1991). Benefits and limits of social interaction: The case of mathematical proof. In A. J. Bishop, S. Mellin-Olsen, & J. Van Dormolen (Eds.), Mathematical Knowledge: Its Growth Through Teaching (pp. 175–192). Kluwer Academic Publishers.

    Google Scholar 

  • Bjuland, R., LuizaCestari, M., & Borgersen, H. E. (2008). The interplay between gesture and discourse as mediating devices in collaborative mathematical reasoning: A multimodal approach. Mathematical Thinking and Learning, 10(3), 271–292. https://doi.org/10.1080/10986060802216169

    Article  Google Scholar 

  • Brodie, K. (2010). Teaching mathematical reasoning in secondary school classrooms. Springer. https://doi.org/10.1007/978-0-387-09742-8

  • Cantürk-Günhan, B. (2014). A case study on the investigation of reasoning skills in geometry. South African Journal of Education, 34(2), 1–19. https://doi.org/10.15700/201412071156

  • Carlsen, M. (2018). Upper secondary students’ mathematical reasoning on a sinusoidal function. Educational Studies in Mathematics, 99(3), 277–291. https://doi.org/10.1007/s10649-018-9844-1

    Article  MathSciNet  Google Scholar 

  • Conner, A., Singletary, L. M., Smith, R. C., Wagner, P. A., & Francisco, R. T. (2014). Identifying kinds of reasoning in collective argumentation. Mathematical Thinking and Learning, 16(3), 181–200. https://doi.org/10.1080/10986065.2014.921131

    Article  Google Scholar 

  • Creswell, J. W., & Plano Clark, V. L. (2017). Designing and conducting mixed methods research (3rd ed.). SAGE Publications.

  • Demir, M., Zengin, Y., Özcan, Ş., Urhan, S., & Aksu N. (2022). Students’ mathematical reasoning on the area of the circle: 5E-based flipped classroom approach. International Journal of Mathematical Education in Science and Technology, 1-25. https://doi.org/10.1080/0020739X.2022.2101955

  • Dikovic, L. (2009). Implementing dynamic mathematics resources with GeoGebra at the college level. International Journal of Emerging Technologies in Learning (iJET), 4(3), 51–54. https://doi.org/10.3991/ijet.v4i3.784

    Article  Google Scholar 

  • Erkek, Ö., & Işıksal-Bostan, M. (2015). Is the use of GeoGebra advantageous in the process of argumentation? In CERME 9-Ninth Congress of the European Society for Research in Mathematics Education (pp. 121–127).

  • Fraenkel, J. R., & Wallen, N. E. (2012). How to design and evaluate research in education (7th ed.). McGraw-Hill.

  • Hitt, F. (2006). Students’ functional representations and conceptions in the construction of mathematical concepts. An example: The concept of limit. In Annales de didactique et de sciences cognitives (vol. 11, pp. 253–268).

  • Hitt, F. (2011). Construction of mathematical knowledge using graphic calculators (CAS) in the mathematics classroom. International Journal of Mathematical Education in Science and Technology, 42(6), 723–735. https://doi.org/10.1080/0020739X.2011.583364

    Article  Google Scholar 

  • Hitt, F., & González-Martín, A. S. (2015). Covariation between variables in a modelling process: The ACODESA (collaborative learning, scientific debate and self-reflection) method. Educational Studies in Mathematics, 88(2), 201–219. https://doi.org/10.1007/s10649-014-9578-7

    Article  Google Scholar 

  • Hitt, F., & Kieran, C. (2009). Constructing knowledge via a peer interaction in a CAS environment with tasks designed from a task–technique–theory perspective. International Journal of Computers for Mathematical Learning, 14(2), 121–152. https://doi.org/10.1007/s10758-009-9151-0

    Article  Google Scholar 

  • Hitt, F., Saboya, M., & Cortés, C. (2017). Task design in a paper and pencil and technological environment to promote inclusive learning: An example with polygonal numbers. In Mathematics and technology (pp. 57–74). Springer, Cham.

  • Hohenwarter, M., & Fuchs, K. (2004). Combination of dynamic geometry, algebra and calculus in the software system GeoGebra. [Paper presentation]. Computer Algebra Systems and Dynamic Geometry Systems in Mathematics Teaching Conference, Pecs, Hungary

  • Jeannotte, D., & Kieran, C. (2017). A conceptual model of mathematical reasoning for school mathematics. Educational Studies in Mathematics, 96(1), 1–16. https://doi.org/10.1007/s10649-017-9761-8

    Article  Google Scholar 

  • Kovács, Z., Recio, T., Richard, P. R., Van Vaerenbergh, S., & Vélez, M. P. (2022). Towards an ecosystem for computer-supported geometric reasoning. International Journal of Mathematical Education in Science and Technology, 53(7), 1701–1710. https://doi.org/10.1080/0020739X.2020.1837400

    Article  Google Scholar 

  • Linell, P. (1998). Approaching dialogue: Talk, interaction and contexts in dialogical perspectives. John Benjamins Publishing Company.

    Book  Google Scholar 

  • Mercer, N., Wegerif, R., & Dawes, L. (1999). Children’s talk and the development of reasoning in the classroom. British Educational Research Journal, 25(1), 95–111. https://doi.org/10.1080/0141192990250107

    Article  Google Scholar 

  • National Council of Teachers of Mathematics. (2000). Principles and standards for school mathematics. NCTM.

    Google Scholar 

  • Pedemonte, B. (2007). How can the relationship between argumentation and proof be analysed? Educational Studies in Mathematics, 66(1), 23–41. https://doi.org/10.1007/s10649-006-9057-x

    Article  Google Scholar 

  • Pedemonte, B., & Balacheff, N. (2016). Establishing links between conceptions, argumentation and proof through the ck¢-enriched Toulmin model. The Journal of Mathematical Behavior, 41, 104–122. https://doi.org/10.1016/j.jmathb.2015.10.008

    Article  Google Scholar 

  • Poon, K. K., & Leung, C. K. (2016). A study of geometric understanding via logical reasoning in Hong Kong. International Journal for Mathematics Teaching and Learning, 17(3), 1–31.

    Google Scholar 

  • Preiner, J. (2008). Introducing Dynamics Mathematics Software to Mathematics Teacher: The Case of GeoGebra. Dissertation in Mathematics Education, University of Salzburg.

  • Radford, L. (2003). Gestures, speech, and the sprouting of signs: A semiotic-cultural approach to students’ types of generalization. Mathematical Thinking and Learning, 5(1), 37–70. https://doi.org/10.1207/S15327833MTL0501_02

    Article  Google Scholar 

  • Santos-Trigo, M., & Reyes-Rodriguez, A. (2016). The use of digital technology in finding multiple paths to solve and extend an equilateral triangle task. International Journal of Mathematical Education in Science and Technology, 47(1), 58–81. https://doi.org/10.1080/0020739X.2015.1049228

    Article  Google Scholar 

  • Sfard, A. (2008). Thinking as communicating: Human development, the growth of discourses, and mathematizing. Cambridge University Press.

    Book  Google Scholar 

  • Sumarsih, Budiyono, & Indriati, D. (2018). Profile of mathematical reasoning ability of 8thgrade students seen from communicational ability, basic skills, connection, and logical thinking. In Journal of Physics: Conference Series (vol. 1008, no. 1, p. 012078). IOP Publishing.

  • Takači, D., Stankov, G., & Milanovic, I. (2015). Efficiency of learning environment using GeoGebra when calculus contents are learned in collaborative groups. Computers & Education, 82, 421–431. https://doi.org/10.1016/j.compedu.2014.12.002

    Article  Google Scholar 

  • Tong, D. H., Uyen, B. P., & Quoc, N. V. A. (2021). The improvement of 10th students’ mathematical communication skills through learning ellipse topics. Heliyon, 7(11), e08282.

    Article  Google Scholar 

  • Toulmin, S. E. (2003). The uses of argument. Cambridge University Press.

    Book  Google Scholar 

  • Trocki, A., & Hollebrands, K. (2018). The development of a framework for assessing dynamic geometry task quality. Digital Experiences in Mathematics Education, 4(2), 110–138. https://doi.org/10.1007/s40751-018-0041-8

    Article  Google Scholar 

  • Turgut, M. (2022). Reinventing geometric linear transformations in a dynamic geometry environment: Multimodal analysis of student reasoning. International Journal of Science and Mathematics Education, 20(6), 1203–1223. https://doi.org/10.1007/s10763-021-10185-y

    Article  Google Scholar 

  • Ubah, I., & Bansilal, S. (2019). The use of semiotic representations in reasoning about similar triangles in Euclidean geometry. Pythagoras, 40(1), 1–10.

    Article  Google Scholar 

  • Urhan, S. (2022). Using Habermas’ construct of rationality to analyze students’ computational thinking: The case of series and vector. Education and Information Technologies, 1–80. https://doi.org/10.1007/s10639-022-11002-x

  • Wood, T. (1999). Creating a context for argument in mathematics class. Journal for Research in Mathematics Education, 30(2), 171–191. https://doi.org/10.2307/749609

    Article  Google Scholar 

  • Zembat, I. O. (2008). Pre-service teachers’ use of different types of mathematical reasoning in paper-and-pencil versus technology-supported environments. International Journal of Mathematical Education in Science and Technology, 39(2), 143–160. https://doi.org/10.1080/00207390701828705

    Article  Google Scholar 

  • Zengin, Y. (2018a). Examination of the constructed dynamic bridge between the concepts of differential and derivative with the integration of GeoGebra and the ACODESA method. Educational Studies in Mathematics, 99(3), 311–333. https://doi.org/10.1007/s10649-018-9832-5

    Article  Google Scholar 

  • Zengin, Y. (2018b). Incorporating the dynamic mathematics software GeoGebra into a history of mathematics course. International Journal of Mathematical Education in Science and Technology, 49(7), 1083–1098. https://doi.org/10.1080/0020739X.2018.1431850

    Article  Google Scholar 

  • Zengin, Y. (2021). Students’ understanding of parametric equations in a collaborative technology-enhanced learning environment. International Journal of Mathematical Education in Science and Technology, 1–27. Advance online publication. https://doi.org/10.1080/0020739X.2021.1966848

  • Zengin, Y. (2022). Construction of proof of the Fundamental Theorem of Calculus using dynamic mathematics software in the calculus classroom. Education and Information Technologies, 27(2), 2331–2366. https://doi.org/10.1007/s10639-021-10666-1

    Article  MathSciNet  Google Scholar 

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Acknowledgements

We are grateful to the editors and anonymous reviewers for their valuable comments on this paper. In addition, this paper is based on the part of main results implemented within the context of the first author’s master thesis.

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Correspondence to Yılmaz Zengin.

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Ethical approval

All procedures performed in studies involving human participants were in accordance with the ethical standards. The ethical committee approval for this study was obtained from the Social Sciences Ethics Committee at Dicle University (Approval Number is 2022/02/21–236536).

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Appendices

Appendix 1. Task 1

Cem carried out his fourth construction project on an equilateral triangle shaped plot. Answer the following questions

  1. 1.

    Two cars move at the same time from each apartment with a constant velocity. Which vehicle arrives at the exit point first? Why?

  2. 2.

    Discuss the cars’ arrival time to the exit point with your peers. Build a collective argument with justifies.

  3. 3.

    Using the GeoGebra software, draw a sketch showing the residential area in this project. What is the relationship between the length of the roads that provide access from the entrance points of the residential area to the apartment building? Discuss it by make a conjecture.

  4. 4.

    By dragging, analyse whether or not the situation you have noticed is valid for any equilateral triangle. Explain the result you have reached.

  5. 5.

    Explain the relationship between the length of the medians in an equilateral triangle based on your conjectures and observations.

Appendix 2. Task 2

There is a sketch of a plot on the paper in Cem’s hand. This plot is like a right-angled triangle. Cem will temporarily locate his office in a place at the same distance from each building. Answer the following questions.

  1. 1.

    Show the location where the office should be placed by drawing. Explain why you chose this point.

  2. 2.

    Compare your drawing by sharing it with your peers. Make explanations that will justify you.

  3. 3.

    Use the GeoGebra software to find where Cem’s office should be located. How would you explain that this point is the right point?

  4. 4.

    What does the point you have found correspond to in any right-angled triangle?

  5. 5.

    By dragging, examine whether or not this point provides the same properties of any right-angled triangle. Explain the result you have reached.

Appendix 3: An example question included in reasoning test

figure b

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Demir, M., Zengin, Y. The effect of a technology-enhanced collaborative learning environment on secondary school students’ mathematical reasoning: A mixed method design. Educ Inf Technol 28, 9855–9883 (2023). https://doi.org/10.1007/s10639-023-11587-x

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