Figure 1. Procedure of Study
Table 1. Information of Participants
Table 2. Pre-test Results of the STMI
Table 3. Pre-test results of the STMI: Factor coefficients of the exploratory factor analysis
Table 4. Information of expert group
Table 5. Comparison of STMI and Revision Items
Table 6. Post-test result of the revised STMI
Table 7. Post-test result: Factor coefficients of the exploratory factor analysis
Table 8. Description statistics according to students’ preferred subject
Table 9. ANOVA-test result: Systems Thinking according to students’ preferred subject
Table 10. Post comparative analysis according to students’ preferred subject
참고문헌
- Ben-zvi Assaraf, O., & Orion, N. (2005). 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
- 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
- Chi, E. (2010). Developing and validating the scale of teachers' feedback practice for formative assessment: Application of the rasch model. Journal of Educational Evaluation, 23(1), 79-100.
- Cho, O., & Hwang, K. (2016). The effects of simulation-based education on nursing students' presence in education, systems thinking and proactivity in problem solving. Journal of Korean Academic Society of Home Health Care Nursing, 23(2), 147-154. https://doi.org/10.22705/jkashcn.2016.23.2.147
- Choi, D., & Kim, K. (2015). The development and validation of self-regulation scale for elementary school students. Korean Journal of Elementary Education, 26(4), 59-81. https://doi.org/10.20972/kjee.26.4.201512.59
- Chung, O., Im, J., Chung, S., Kim, R., & Yoon, J. (2012). The development and validation of a self-directed learning inventory for elementary school students. The Korean Journal of Human Development, 19(4), 227-245.
- Chung, S., & Choi, N. (2018). The validity and norms of reading motivation scale for elementary school students. The Korean Journal Child Education, 27(1), 215-240. https://doi.org/10.17643/KJCE.2018.27.1.12
- 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.
- Jeon, H., & Chung, H. (2015). A Study on the Relationships with Test Anxiety, Academic Self Efficacy and Academic Achievement among Middle School Students - Focused on Longitudinal Mediation Effects of Academic Self Efficacy -. Korean Journal of Youth Studies, 22(7), 247-274.
- Jo, G., & Kim, H. (2017). Effect of systems thinking based steam education program on climate change topics. International Journal of Contents, 17(7), 113-123.
- Ju, T. (2008). The Effect of High School 'Society & Culture' Narrative Text Style on Subject Preferences and Academic Achievements. Social studies education, 47(1), 133-156.
- 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
- Kang, H., & Kim, A. (2013). Development and validation of a social self-efficacy scale for college students. The Korean Journal of Educational Psychology, 27(2), 263-283.
- Kim, D., Yi, M., Hong, Y., & Choi, H. (2006). Analysis of thinking expansion effect as a basis of creativity through systems thinking education. Korean System Dynamics Review, 7(1), 51-65.
- Kim, E., Ahn, Y., Jung, W., Kye, Y., Kim, H., Noh, T., Yoo, J., Yi, K., Choe, S., & Kim, C. (2014). Comparison of four factors: reasons for jobs, science and math preferences, interests in science, and science aspirations for children hoping for careers in science, engineering or medicine. Journal of the Korean Association for Science Education, 34(8), 779-786. https://doi.org/10.14697/jkase.2014.34.8.0779
- Kim, H., & Mun, S. (2017). The effect of a system thinking-based steam-type esd program on environmental literacy and system thinking ability of elementary students. Journal of Korean Journal of Environmental Education, 30(1), 85-102. https://doi.org/10.17965/kjee.2017.30.1.85
- Kim, H., Jeong, S., Jeong, S., & Mun, S. (2017). Development of a systems thinking-based steam education program for elementary school students and the effect of its application. School Science Journal, 11(3), 288-301. https://doi.org/10.15737/SSJ.11.3.201710.288
- Kim, M., & Kim, B. (2002). A comparative study of the trends of current science education and the system thinking paradigm. Journal of the Korean Association for Science Education, 22(1), 64-75.
- Kwon, Y., Kim, W., Lee, H., Byun, J., & Lee, I. (2011). Analysis of biology teachers' systems thinking about ecosystem. Biology Education, 39(4), 529-543. https://doi.org/10.15717/bioedu.2011.39.4.529
- 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
- Lee, H. (2014). Systems thinking scale development and validation for high school students. Unpublished Ph.D. thesis, Kyungpook National University, Daegu, Korea.
- 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
- Lee, H., & Lee, H. (2017). Analysis and effects of high school students' systems thinking using iceberg(IB) model. Journal of the Korean Association for Science Education, 37(4), 611-624. https://doi.org/10.14697/JKASE.2017.37.4.611
- Lee, H., Kim, C., Shin, C., Lee, W., Heo, J., & Lee, H. (2018). Comparative analysis of the system thinking between underrepresented and general students: an exploratory study. Secondary Education Research, 66(1), 307-327. https://doi.org/10.25152/ser.2018.66.1.307
- 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
- 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
- Lee, M. (2016). Development and validation of academic resiliency scale for elementary school students(ARSESS). Korean Education Inquiry, 34(4), 21-38.
- Lee, M., Shin. D., & Bong, M. (2018). Elementary school students' science motivation and achievement by gender and science-related career aspirations. The Journal of Career Education Research, 31(3), 1-20. https://doi.org/10.32341/jcer.2018.09.31.3.1
- Lee, S., & Kim, A. (2012). Construction and validation of the academic perfectionism scale. The Korean Journal of Educational Psychology, 26(4), 1113-1136.
- Moon, B., & Kim, H. (2007). A study on the abilities and characteristics of the systems thinking for pre-service elementary teachers. Korean System Dynamics Review, 8(2), 235-252.
- 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
- Park, H., & Kim, Y. (2013). The effect of the students' perceptions of high school economics on the selection of economics in the korean scholarstic aptitude test. Educational Research, 57, 85-104. https://doi.org/10.17253/swueri.2013.57..004
- Park, Y. & Han, K. (2017). Validation of korean version of cpac(cognitive processes associated with creativity) for elementary school students. Journal of Elementary Education, 30(1), 97-119.
- Pekrun, R., Goetz, T., Frenzel, A., Barchfeld, P., & Perry, R. (2011). Measuring emotions in students' learning and performance: The Achievement Emotions Questionnaire (AEQ). Contemporary Eucational Psychology, 36, 36-48. https://doi.org/10.1016/j.cedpsych.2010.10.002
- Randle, J. M. (2014). The systems thinking paradigm and higher-order cognitive processes. Unpublished master of degree thesis, Lakehead University, Thunder Bay, ON.
- Seong, T. (2011). Statistical package for the social science. Seoul: Haksisa.
- Song, J. (2011). SPSS/AMOS Statistical analysis. Paju: 21 Century Press.
- Senge, P. M. (1996). The fifth discipline: Fieldbook. New York: Broadway Business.
- Senge, P. M. (2006). The fifth discipline: The art & practice of the learning organization. New York: Crown Business.
- 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.
- Song, J., Moon, B., & Kim, J. (2015). The development and application of the teaching-learning program for systems thinking learning in elementary science classes. Journal of Korean Society of Earth Science Education, 8(3), 318-331. https://doi.org/10.15523/JKSESE.2015.8.3.318
- Yeo, T. (2018). The difference in multiple intelligences and learning perceptual modes of upper graders of elementary school according to their gender and subject preferences. The Korean Journal of Elementary Counseling, 17(1), 61-80. https://doi.org/10.28972/kjec.2018.17.1.061
피인용 문헌
- 문항 반응 분석을 활용한 초등학생과 중학생의 시스템 사고 검사 도구 타당도 검증 vol.67, pp.2, 2019, https://doi.org/10.25152/ser.2019.67.2.249