Thinking in Terms of Change over Time: Opportunities and Challenges of Using System Dynamics Models.

IF 3.3 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Journal of Science Education and Technology Pub Date : 2023-06-13 DOI:10.1007/s10956-023-10047-y
Emil Eidin, Tom Bielik, Israel Touitou, Jonathan Bowers, Cynthia McIntyre, Dan Damelin, Joeseph Krajcik
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引用次数: 1

Abstract

Understanding the world around us is a growing necessity for the whole public, as citizens are required to make informed decisions in their everyday lives about complex issues. Systems thinking (ST) is a promising approach for developing solutions to various problems that society faces and has been acknowledged as a crosscutting concept that should be integrated across educational science disciplines. However, studies show that engaging students in ST is challenging, especially concerning aspects like change over time and feedback. Using computational system models and a system dynamics approach can support students in overcoming these challenges when making sense of complex phenomena. In this paper, we describe an empirical study that examines how 10th grade students engage in aspects of ST through computational system modeling as part of a Next Generation Science Standards-aligned project-based learning unit on chemical kinetics. We show students' increased capacity to explain the underlying mechanism of the phenomenon in terms of change over time that goes beyond linear causal relationships. However, student models and their accompanying explanations were limited in scope as students did not address feedback mechanisms as part of their modeling and explanations. In addition, we describe specific challenges students encountered when evaluating and revising models. In particular, we show epistemological barriers to fruitful use of real-world data for model revision. Our findings provide insights into the opportunities of a system dynamics approach and the challenges that remain in supporting students to make sense of complex phenomena and nonlinear mechanisms.

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从随时间变化的角度思考:使用系统动力学模型的机遇和挑战。
了解我们周围的世界对整个公众来说是一种日益增长的必要性,因为公民在日常生活中需要就复杂的问题做出明智的决定。系统思维(ST)是一种很有前途的方法,可以为社会面临的各种问题制定解决方案,并且已经被公认为一个跨领域的概念,应该整合到教育科学学科中。然而,研究表明,让学生参与ST是一项挑战,尤其是在时间变化和反馈等方面。使用计算系统模型和系统动力学方法可以帮助学生在理解复杂现象时克服这些挑战。在本文中,我们描述了一项实证研究,该研究考察了十年级学生如何通过计算系统建模参与ST的各个方面,作为与下一代科学标准相一致的化学动力学项目学习单元的一部分。我们展示了学生在解释这一现象的潜在机制方面的能力,即随着时间的推移而发生的变化,超越了线性因果关系。然而,学生模型及其附带解释的范围有限,因为学生没有将反馈机制作为建模和解释的一部分。此外,我们还描述了学生在评估和修改模型时遇到的具体挑战。特别是,我们展示了有效利用真实世界数据进行模型修正的认识论障碍。我们的发现为系统动力学方法的机会和支持学生理解复杂现象和非线性机制的挑战提供了见解。
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来源期刊
Journal of Science Education and Technology
Journal of Science Education and Technology EDUCATION, SCIENTIFIC DISCIPLINES-
CiteScore
9.40
自引率
4.50%
发文量
45
审稿时长
6-12 weeks
期刊介绍: Journal of Science Education and Technology is an interdisciplinary forum for the publication of original peer-reviewed, contributed and invited research articles of the highest quality that address the intersection of science education and technology with implications for improving and enhancing science education at all levels across the world. Topics covered can be categorized as disciplinary (biology, chemistry, physics, as well as some applications of computer science and engineering, including the processes of learning, teaching and teacher development), technological (hardware, software, deigned and situated environments involving applications characterized as with, through and in), and organizational (legislation, administration, implementation and teacher enhancement). Insofar as technology plays an ever-increasing role in our understanding and development of science disciplines, in the social relationships among people, information and institutions, the journal includes it as a component of science education. The journal provides a stimulating and informative variety of research papers that expand and deepen our theoretical understanding while providing practice and policy based implications in the anticipation that such high-quality work shared among a broad coalition of individuals and groups will facilitate future efforts.
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