This study aimed to validate the Revised Systems Thinking Measuring Instrument (Re-STMI) for high school and university students and examine the differences between the two groups. Data were collected from 475 high school students and 340 university students. Analyses were conducted using the Rating Scale Model of Item Response Theory and traditional Classical Test Theory methods including internal consistency reliability and independent-sample t-tests. The findings are as follows: First, the Rating Scale Model analysis indicated that students with higher levels of systems thinking were more likely to choose the highest score (5) for each item, and the item distribution exhibited a normal pattern around the mean item difficulty. Average systems thinking ability was higher among university students (1.21) than among high school students (0.94). Second, Differential Item Functioning (DIF) analysis showed that the items functioned equivalently across the two groups. Third, the internal consistency reliability of the instrument, based on Classical Test Theory, was high (Cronbach’s = .866). Additionally, the independent samples t-test revealed a statistically significant difference in the mean scores between the groups (p< .001). Based on these results, the instrument was verified to be valid through both Item Response Theory and Classical Test Theory frameworks. Therefore, the Re-STMI can be utilized in future research on systems thinking in various educational contexts.
Water resources are a core component of Earth Science Education, and scientific modeling can be used to enhance students’ understanding of water resources. With recent shifts internationally toward standards-based science teaching and learning, researchers have noted the need for a deeper understanding of how teachers use curricula. The purpose of this study is to examine how science teachers interact with the curriculum and help better determine the role teachers’ conceptions of the curriculum play in how they implement the curriculum in teaching water resources. The concept of ‘curriculum use’ relates to the ways in which a teacher interacts with and is influenced by material resources constructed to support instruction. Further, this study focused on teachers’ perceptions of their role within the teachercurriculum relationship, where these might range from that of an enactor of a planned curriculum to that of a collaborator with curriculum materials, to better understand how their notions influence their curriculum use. Three teachers were purposely selected for a post-curriculum implementation interview following a professional development workshop with 21 science teachers. The interviews were analyzed using thematic analysis. Finally, in the context of the implementation of the curriculum, a better understanding of teachers’ experiences and interactions with the curriculum emerged which highlighted how curriculum resource designs can be improved to take advantage of how teachers work with curriculum materials.
이 연구의 목적은 1) 베트남 고등학생들을 대상으로 Lee et al. (2024)에서 보고한 개정 시스템 사고 검사 도구 의 타당도를 재검증하고, 2) 연구에 참여한 우리나라 고등학생과 베트남 고등학생 간 시스템 사고 능력에 대한 차이를 알아보는 것이다. 이를 위하여 베트남 고등학생 234명이 베트남어로 번역된 개정 시스템 사고 검사 도구 20문항과 STS 척도 20문항에 응답한 자료를 활용하였다. 타당도 분석은 문항 반응 분석(Item Reliability, Item Map, Infit and Outfit MNSQ, 남녀 집단의 DIF)과 탐색적 요인 분석(프로맥스를 활용한 주축 요인 분석)을 통해 검증하고, 나아가 우 리나라 고등학생 475명의 데이터를 함께 활용하여 구조 방정식 모형을 이용한 잠재평균비교를 통해 검증하였다. 연구 결과는 다음과 같다. 첫째, 베트남어로 번역된 R e_ STMI 2 0문항의 문항 반응 분석 결과 Item Reliability는 .97, Infit MNSQ는 .67-1.38으로 나타났으며 Item Map과 DIF 분석에서도 선행 연구에서 보고된 결과와 일치하는 결과가 도출되 었다. 탐색적 요인 분석에서는 모든 문항들이 의도한 하위 요인에 적재되었으며, 요인별 신뢰도는 .662-.833, 전체 신뢰 도는 .876으로 분석되었다. 우리나라 고등학생과 잠재평균비교를 위한 확인적 요인 분석에서 도출된 모형 적합도 수치 는 모두 수용 가능한 값으로 분석되었다(χ 2 /df: 2.830, CFI: .931, TLI: .918, SRMR: .043, RMSEA: .051). 마지막으로 연구에 참여한 우리나라 고등학생과 베트남 고등학생 간 잠재평균비교에서는 시스템 분석, 정신 모델, 팀 학습, 공유 비전 요인에서 작은 효과 크기가, 개인 숙련 요인에선 중간 이상의 효과 크기를 보이며, 베트남 고등학생들이 시스템 사고 능력에서 유의미하게 높은 결과를 보여주었다. 이를 통해 개정 시스템 사고 검사 도구 문항은 안정적인 신뢰도와 타당도를 가지고 있음을 확인할 수 있었다. 앞으로 학생들의 시스템 사고 연구와 관련하여 베트남어 및 영어 등으로 번역한 문항을 활용하여 시스템 사고의 국제 비교 연구도 진행할 필요성이 있을 것이다.
This study aimed to verify the validity of a measurement tool for Vietnamese high school students’ systems thinking abilities. Two quantitative assessment tools, the Systems Thinking Measuring Instrument (Lee et al., 2013) and the Systems Thinking Scale (Dolansky et al., 2020), were used to measure students’ systems thinking after translation into Vietnamese. As a result, it was revealed that Cronbach-α for each tool (i.e., STMI and STS) was .917 and .950, respectively, indicating high reliability for both. To validate the construct validity of the translated questionnaire, exploratory factor analysis was performed using SPSS 26.0, and confirmatory factor analysis was performed using AMOS 21.0. For concurrent validity, correlation analysis using structural equation modeling was performed to validate the translated questionnaire. Exploratory factor analysis revealed that 10 items from the STMI and 12 items from the STS loaded on the intended factors and appropriate factor loading values were obtained. For confirmatory factor analysis, a structural equation model organized with 10 items from the STMI and 12 items from the STS was used. The result of this showed that the convergent validity values of the model were all appropriate, and the model fit indices were analyzed to be χ 2 /df of 1.892, CFI of .928, TLI of .919, SRMR of .047, and RMSEA of .063, indicating that the model consisting of the 22 items of the two questionnaires was appropriate. Analysis of the concurrent validity of the two tools indicated a high correlation coefficient (.903) and high correlation (.571-.846) among the subfactors. In conclusion, both the STMI and STS are valid quantitative measures of systems thinking, and it can be inferred that the systems thinking of Vietnamese high-school students can be quantitatively measured using the 22 items identified in our analysis. Using the tool validated in this study with other tools (e.g., qualitative assessment) can help accurately measure Vietnamese high school students’ systems thinking abilities. Furthermore, these tools can be used to collect evidence and support effective education in ODA projects and volunteer programs.
The practice turn in the science education community emphasizes students’ engagement in the activities that scientists and engineers actually do when they see, explain, and critique a phenomenon, or solve a problem. This turn highlights the importance of science learning environments for students. Consequently, the purpose of this study was the examination of relevant literature with the aim of proposing theoretically and empirically derived teaching strategies for students’ productive disciplinary engagement (PDE) through model-based learning (MBL) in science classrooms. To this end, collected literature focusing on PDE and MBL was analyzed to better understand 1) how teachers can foster students' PDE in science classrooms, 2) how PDE can be connected to MBL, and 3) what supports are required for students’ PDE through MBL. As a result of our analysis, a close relationship between PDE and MBL was identified. Importantly, this research reveals the promise of MBL for supporting students’ PDE through the problematizing, authority, accountability, and resources. Further, our literature examination provided a better understanding of what supports are required for students’ engagement in PDE through MBL and why this matters in the context of the practice turn in science education.