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A Dynamic Nonlinear Model for Educational Systems: A Simulation Study for Primary Education

机译:教育系统的动态非线性模型:小学教育的仿真研究

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摘要

This article improves our understanding of the causal processes driving the dynamic behavior of education systems using a System Dynamics approach. The model presented here has three state variables: Population, Population in Primary School, and Primary School Graduates whose values are calibrated for the case of Nicaragua. It also includes nonlinear complex interactions between critical factors, e.g., the state of the economy, the state of the education system, and population literacy that affect the system's transition rates -intake, repetition, dropout, and promotion- which therefore influence the dynamics of schooling outcomes. These schooling outcomes in turn affect population literacy and economic progress in the country thus generating aggregate patterns that continuously change (and are changed by) the inputs that endogenously determine them, which could potentially explain why educational systems exhibit persistently good or bad outcomes. Simulation runs show a strong correspondence with observed data and additionally the model provides meaningful insights to guide policy making in educational reform, such as the ability to reveal the presence of "ghost students ". This paper concludes that complex dynamic systems modeling and simulation can facilitate forecasting of school system behavior and the detection of policy inconsistencies, something conventional modeling cannot do.
机译:本文使用“系统动力学”方法提高了我们对驱动教育系统动态行为的因果过程的理解。此处提供的模型具有三个状态变量:人口,小学人口和小学毕业生,其值针对尼加拉瓜进行校准。它还包括关键因素之间的非线性复杂相互作用,例如经济状况,教育系统状况和人口素养,这些因素会影响系统的转换率-录取,重复,辍学和晋升-因此影响了人口动态。教育成果。这些教育成果反过来会影响该国的人口素养和经济发展,从而产生不断变化的模式,这些模式会不断变化(并由内生性决定这些输入的输入改变),这有可能解释为什么教育系统会持续显示好或坏的结果。模拟运行显示与观察到的数据有很强的对应关系,此外,该模型还提供了有意义的见解来指导教育改革中的政策制定,例如揭示“幽灵学生”的存在的能力。本文得出的结论是,复杂的动态系统建模和仿真可以促进对学校系统行为的预测和政策不一致的检测,而常规建模则无法做到。

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