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Analysis and Effects of High School Students' Systems Thinking Using Iceberg(IB) Model

Iceberg(IB) 모델을 적용한 고등학생의 시스템 사고 분석 및 효과

  • Received : 2017.04.21
  • Accepted : 2017.05.15
  • Published : 2017.08.31

Abstract

The purposes of this study are to explore Iceberg(IB) model as a systems thinking analysis tool for high school students, suggest a systems thinking analysis method using rubrics and verify its validity and reliability. For this study, the theoretical basis was examined through literature analysis about IB model and rubrics of evaluating the systems thinking. And 6 high school students participated in IB model activity and were interviewed about polar climate change. In addition, quantitative tests using systems thinking scale were also conducted to support the results of the IB model activity analysis. Data obtained from IB model activity was analyzed by using the rubrics of evaluating system thinking developed by Hung (2008). The analysis results were reviewed by two professors to confirm the validity and reliability. In order to confirm the validity, correlation analysis were performed between the rubrics and the quantitative test results. Finding are as follows: Six students used the IB model to express their systems thinking in detail and the results of the systems thinking analysis of students using rubrics showed a distribution of 17~35 points. Furthermore, the results of correlation analysis between rubrics and systems thinking scale was highly correlated (Pearson product-moment is .856) on significance level from .05. Using the IB model introduced in this study, students express their systems thinking effectively and the results of the systems thinking analysis using IB model is considered to analyze validity and reliability. Based on the results of this study, implication suggests how to study the systems thinking in science education.

이 연구의 목적은 고등학생들의 시스템 사고를 측정하는 분석하는 도구로 Iceberg(IB) 모델을 적용하고, 시스템 사고 평가를 위한 루브릭을 활용한 IB 모델 활동 결과 분석 방법을 제시하며 그 효과를 검증하는 것이다. 문헌 분석을 통해 IB 모델과 시스템 사고 평가를 위한 루브릭의 활용에 대한 이론적 근거를 조사하였다. 그리고 6명의 고등학교 학생에게 극지방 기후 변화와 관련된 주제에 대하여 IB 모델 활동을 실시하였으며 활동 과정 중 비구조화된 면담을 통해 학생들의 시스템 사고를 조사하였다. 또한 IB 모델을 활용한 시스템 사고 분석 결과에 대한 효과를 검증하기 위하여 시스템 사고 측정 도구를 활용한 정량적 검사도 실시하였다. IB 모델의 분석은 Hung(2008)에 의해 개발된 시스템 사고 평가를 위한 루브릭을 활용하여 분석하였으며 분석한 결과는 지구과학교육 전문가 2인에게 검토를 받아 타당도와 신뢰도를 확인하였다. 그리고 루브릭 결과와 시스템 사고 측정 도구 검사 결과에 대한 상관관계 분석을 통해 타당도를 재확인하였다. 연구 결과 6명의 학생은 IB 모델을 활용하여 자신들이 가지고 있는 사고를 구체적으로 잘 표현하였으며 루브릭을 활용한 시스템 사고 분석 결과 학생들은 17~35점까지의 분포를 보여주었다. 또한 시스템 사고 측정 도구 결과와 상관관계를 분석한 결과 Pearson 상관계수가 유의수준 .05에서 .856으로 매우 높은 상관을 보여주었다. 이 연구에서 제시한 IB 모델을 적용하면 학생 스스로 시스템 사고를 잘 표현할 수 있으며, 루브릭을 활용한 시스템 사고 분석 결과는 타당도와 신뢰도를 가지는 것으로 판단된다. 이러한 연구 결과를 바탕으로 앞으로의 과학 교육에서 시사점과 시스템 사고 연구의 방향을 제안하였다.

Keywords

References

  1. Arter, J., McTighe, J.(2001). Scoring rubrics in the classroom: Using performance criteria for assessing and improving student performance. Thousand Oaks, CA: Corwin Press.
  2. Ben-zvi-Assaraf, O., & Orion, N. (2005a). Development of System Thinking Skills in the Context of Earth System Education. Journal of Research in Science Teaching, 42(5), 518-560. https://doi.org/10.1002/tea.20061
  3. Ben-zvi-Assaraf, O., & Orion, N. (2005b). A Study of Junior High Students'Perceptions of the water cycle. Journal of Geoscience Education, 53(4), 366-373. https://doi.org/10.5408/1089-9995-53.4.366
  4. Ben-zvi-Assaraf, O., & Orion, N. (2010). Four Case Studies, Six Years Later: Developing System Thinking Skills in Junior High School and Sustaining Them over Time. Journal of Research in Science Teaching, 47(10), 1253-1280. https://doi.org/10.1002/tea.20383
  5. Bosch, O. J., Nguyen, N. C., Maeno, T., & Yasui, T. (2013). Managing complex issues through evolutionary learning laboratories. Systems Research and Behavioral Science, 30(2), 116-135. https://doi.org/10.1002/sres.2171
  6. Breslyn, W., McGinnis, R., McDonald, R., & Hestness, E. (2016). Developing a learning progression for sea level rise: A major impact of climate change. Journal of Research In Science Teaching, 53(10), 1471-1499. https://doi.org/10.1002/tea.21333
  7. Chermack, T., Lynham, S. A., & Ruona, W. (2001). A review of scenario planning literature. Futures Research Quarterly, 17(2).
  8. Davis A., & Stroink, M. (2016). The Relationship between Systems Thinking and the New Ecological Paradigm. Systems Research and Behavioral Science, 33, 575-586. https://doi.org/10.1002/sres.2371
  9. Dyehouse, M., Bennett, D., Harbor, J., Childress, A., & Dark, M. (2009). A Comparison of Linear and Systems Thinking Approaches for Program Evaluation Illustrated using the Indiana Interdisciplinary GK-12. Evaluation and Program Planning, 32, 187-196. https://doi.org/10.1016/j.evalprogplan.2009.03.001
  10. Han, D. & Jo, E. (2015). A Study on the exploration of relationship between environmental literacy and systems thinking for sustainability education in Social Studies. Social Studies Education, 54, 65-83.
  11. Hung, W. (2008). Enhancing systems thinking skills with modelling. British Journal of Educational Technology, 39(6), 1099-1120. https://doi.org/10.1111/j.1467-8535.2007.00791.x
  12. Im, Y. & Lee, H. (2014). Development and analysis of effects of writing educational program for improving system thinking ability. Journal of Learner-Centered Curriculum and Instruction, 14, 407-427.
  13. Ison, R. (1999). Applying Systems Thinking to Higher Education. Systems Research and Behavioral Science, 16, 107-112. https://doi.org/10.1002/(SICI)1099-1743(199903/04)16:2<107::AID-SRES278>3.0.CO;2-E
  14. Jeon, J. & Lee, H. (2015). The development and application of STEAM education program based on systems thinking for high school students. Journal of the Korean Association for Science Education, 35(6), 1007-1018. https://doi.org/10.14697/jkase.2015.35.6.1007
  15. Jiang, H., & Zhang, Q. (2014). Development and Validation of Team Creativity Measures: A Complex Systems Perspective. Creativity and Innovation Management, 23(3), 264-275. https://doi.org/10.1111/caim.12078
  16. Kali, Y., Orion, N., & Eylon, B. (2003). Effect of Knowledge Integration Activities on Students' Perception of the Earth's Crust as a Cyclic System. Journal of Research in Science Teaching, 40(6), 545-565. https://doi.org/10.1002/tea.10096
  17. Kang, C., Lee, H., Yoon, I., & Kim, E. (2008). Analysis of conceptions related to Earth system and systems-thinking of high school student about water cycle. Journal of Science Education, 32(1), 61-72. https://doi.org/10.21796/jse.2008.32.1.61
  18. Kaspary, M. (2014). Complex Thought and Systems Thinking Connecting Group Process and Team Management: New Lense for Social Transformation in the Workplace. Systems Research and Behavioral Science, 31, 655-665. https://doi.org/10.1002/sres.2313
  19. Kim, D. (1999). Introduction to Systems Thinking. Sydney: Pegasus Communications.
  20. Kim, D. (2005). Introspecsive reflection on applying systems thinking: Toward an incremental systems thinking. Journal of Institute of Governmental Studies, 11, 63-85.
  21. Kim, S. (2010). Systems thinking and scenario planning. Cheongju: CBNU Press.
  22. Kim, Y., Sohn, J., Choi, W., Dong, H., Lee, H., Oh, H., Min, B., Kim, K., Lee, Y., Lee, H., Jeong, Y., & Hwang, H. (2015). 2014 Improvement of evaluation system and development of evaluation model for student growth. Seoul: Korea Foundation for The advancement of Science & Creativity.
  23. Lee, H. (2014) Systems Thinking Scale Development and Validation for High School Students. Unpublished Ph.D thesis, Kyungpook National University, Daegu, Korea.
  24. Lee, H. & Kim. S. (2009). The Recognition Characteristics of Science Gifted Students on the Earth System based on their Thinking Style. Journal of Science Education, 33(1), 12-30. https://doi.org/10.21796/jse.2009.33.1.12
  25. Lee, H. & Lee, H. (2013). Revalidation of measuring instrument systems thinking and comparison of systems thinking between science and general high school students. Journal of the Korean Association for Science Education, 33, 1237-1247. https://doi.org/10.14697/jkase.2013.33.6.1237
  26. Lee, H., & Lee, H. (2016). Effects of Systems Thinking on High School Students' Science Self-Efficacy. The Journal of The Korean Earth Science Society, 37(3), 133-145. https://doi.org/10.5467/JKESS.2016.37.3.133
  27. Lee, H., Kim, T., & Lee, H. (2017). An Analysis of High School Student's Systems Thinking and Understanding of the Earth Systems through their Science Writing. The Journal of The Korean Earth Science Society, 38(1), 91-104. https://doi.org/10.5467/JKESS.2017.38.1.91
  28. Lee, H., Lee, Y., & Lee, H. (2014). Development and Application of s Rubric for Assessing Scientific Inquiry Process. Secondary Education Research, 65(1), 145-172.
  29. Lee, H., Kwon, Y., Oh, H., & Lee, H. (2011). Development and application of the educational program to increase high school students' systems thinking skills: Focus on global warming. Journal of the Korean Earth Science Society, 32, 784-797. https://doi.org/10.5467/JKESS.2011.32.7.784
  30. Lee, H., Kwon, H., Park, K., & Lee, H. (2013). An instrument development and validation for measuring high school students' systems thinking. Journal of the Korean Association for Science Education, 33, 995-1006. https://doi.org/10.14697/jkase.2013.33.5.995
  31. Maani, K. (2013). Decision-making for Climate Change adaption: a Systems Thinking approach. National Climate Change Adaptation Research Facility, Gold Coast: Parklands.
  32. Maani, K. & Maharaj, V. (2004). Links between systems Thinking and Complex decision making. System Dynamics Review, 20(1), 21-48. https://doi.org/10.1002/sdr.281
  33. Ministry of Education and Science Technology[MEST]. (2011). 2009 revised national science curriculum. Seoul, Korea: Author.
  34. Ministry of Education[MOE]. (2015). Science curriculum[no. 9]. Sejong: Author.
  35. Mohan, L., Sharma, A., Jin, H., Cho, I., & Anderson, W. (2006). Developing a carbon cycling learning progression for K-12. Paper presented at the annual meeting of the National Association for Research on Science Teaching (San Francisco, CA).
  36. Mohan, L., Chen, J., & Anderson, C. W. (2009). Developing a multi-year learning progression for carbon cycling in socio-ecological systems. Journal of Research in Science Teaching, 46(6), 675-698. https://doi.org/10.1002/tea.20314
  37. Moon, B., Jeong, J., Kyung, J., Koh, Y., Youn, S., Kim, H., & Oh, K. (2004). Related conception s to earth system and applying of systems thinking about carbon cycle of the preservice teachers. Journal of the Korean Earth Science Society, 25, 684-696.
  38. Nguyen, N., Bosch, O., & Maani, K. (2011). Creating 'Learning Laboratories' for Sustainable Development in Biosphere: A Systems Thinking Approach. Systems Research and Behavioral Science, 28, 51-62. https://doi.org/10.1002/sres.1044
  39. O'Connor, J. and McDermmot, I. (1997). The art of systems thinking: Essential skills for creativity and problem solving. London, UK: Thorsons Publishers.
  40. Oh, H., Lee, K., Park, Y., Maeng, S. & Lee, J. (2015). An Analysis of Systems Thinking Revealed in Middle School Astronomy Class: The Case of Science Teacher's Teaching Practices for the Unit of Stars and Universe. Journal of the Korean Earth Science Society, 36(6), 591-608. https://doi.org/10.5467/JKESS.2015.36.6.591
  41. Ossimitz, G. (2000). Teaching system dynamics and systems thinking in Austria and Germany. In P. Davidsen, D. N. Ford & A. N. Mashayekhi (Eds.), Proceedings of the 18th International Conference System Dynamics Society_2000_4p.pdf.
  42. Park, B. & Lee, H. (2014). Development and application of systems thinking-based STEAM Education Program to improve secondary science gifted and talented students' systems thinking skill. Journal of Gifted/Talented Education, 24, 421-444. https://doi.org/10.9722/JGTE.2014.24.3.421
  43. Plummer, J., & Maynard, L. (2014). Building a learning progression for celestial motion: An exploration of students' reasoning about the Season. Journal of Research in Science Teaching, 51(7), 902-929. https://doi.org/10.1002/tea.21151
  44. Sedlacko, M., Martinuzzi, A., Ropke, I., Videira, N., & Antunes, P. (2014). Participatory systems mapping for sustainable consumption: Discussion of a method promoting systemic insights. Ecological Economics, 106, 33-43. https://doi.org/10.1016/j.ecolecon.2014.07.002
  45. Senge, P. M. (1996). The fifth discipline: Fieldbook. New York: Broadway Business.
  46. Senge, P. M. (2006). The fifth discipline : The art & practice of the learning organization. New York: Crown Business.
  47. Senge, P. M. (2012). Schools that learn(Updated and Revised): A fifth discipline fieldbook for educators, parents, and everyone who cares about education. New York: Doubleday.
  48. Sibley, D., Anderson, C., Heidemann, M., Merrill, J., Parker, J., & Szymanski, D. (2007). Box Diagrams to Assess Students' Systems thinking about the Rock, Water and Carbon Cycle. Journal of Geoscience Education, 55(2), 138-146. https://doi.org/10.5408/1089-9995-55.2.138
  49. Song, Y. (2012). Development of a Rubric for Assessing Students' Science Writing. Unpublished Ph.D thesis, Korea National University of Education, Chungbuk, Korea.
  50. Sweeney, L. & Sterman, D. (2000). Bathtub dynamics: initial results of a systems thinking inventory. System Dynamics Review, 16, 4, 249-286. https://doi.org/10.1002/sdr.198
  51. Thibodeau, P., Frantz, C., & Stroink, M. (2016). Situating a Measure of Systems Thinking in a Landscape of Psychological Construct. Systems Research and Behavioral Science, 33, 753-769. https://doi.org/10.1002/sres.2388
  52. Waters Foundation. (2017). Systems thinking in Education. Retrieved April 20, 2017, From the World Wide Web: http://watersfoundation.org.
  53. Yun, T. & Wee, S. (2016). An analysis of system thinking using mind map in middle school student for the gifted and the general. Journal of Learner-Centered Curriculum and Instruction, 16(7), 79-95.

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