Toward a Common Structure in Demographic Educational Modeling and Simulation: A Complex Systems Approach

Porfirio Guevara-Chaves
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引用次数: 2

Abstract

This article identifies elements and connections that seem to be relevant to explain persistent aggregate behavioral patterns in educational systems when using complex dynamical systems modeling and simulation approaches. Several studies have shown what factors are at play in educational fields, but confusion still remains about the underlying mechanisms driving observed outcomes and therefore more guidance is needed. The framework suggested here throws some ideas in that direction stressing the relevance of nonlinear complex interactions via feedbacks between education systems’ transition rates ─ intake, repetition, dropout, and promotion ─ and schooling outcomes. Schooling outcomes reciprocally influence transition rates in the system generating aggregate patterns that continuously change (and are changed by) the inputs that endogenously determine them. Furthermore, this paper underscores practical and theoretical limitations of traditional quantitative models that can be addressed with a complex systems analysis and suggests future lines of investigation. Specifically, this article advocates a complexity approach ruled by the laws of thermodynamics to help detect corrupt practices in education systems and improve accountability and governance in such systems.
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迈向人口教育建模与模拟的共同结构:复杂系统方法
本文确定了在使用复杂动态系统建模和仿真方法时,似乎与解释教育系统中持久的聚合行为模式相关的元素和联系。一些研究已经表明了哪些因素在教育领域起作用,但对于驱动观察到的结果的潜在机制仍然存在困惑,因此需要更多的指导。本文提出的框架在这个方向上提出了一些想法,强调了通过教育系统的转换率──入学率、复读率、辍学率和升学率──与学业成果之间的反馈而产生的非线性复杂相互作用的相关性。学校教育的结果相互影响系统中的转换率,产生持续改变(并被)内生性决定它们的输入所改变的总体模式。此外,本文强调了传统定量模型的实践和理论局限性,这些局限性可以通过复杂系统分析来解决,并提出了未来的研究方向。具体地说,本文提倡一种由热力学定律支配的复杂方法,以帮助发现教育系统中的腐败行为,并改善此类系统中的问责制和治理。
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