Using Portfolio Theory to Design Better Exams

Ehsan Ardjmand, David L. Stowe, J. Stowe
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Abstract

The mathematics behind many psychometric measures is similar to the mathematics in portfolio theory. Faculty often build exams based on judgment and experience and only use psychometric tools after an exam is administered. An obvious question is, can portfolio optimization models be used to design exams with desirable psychometric outcomes and content coverage? Although underlying variables (stock returns versus exam question scores) differ fundamentally, a portfolio approach to exam development can be used. The objective functions and underlying constraints will differ, but many faculty can readily apply the principles of portfolio theory to design more optimal exams. In this paper we contrast the objectives and mechanics of portfolio and exam development and use an integer programming model to develop the optimal set of exam questions given a realistic example.
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运用投资组合理论设计更好的考试
许多心理测量方法背后的数学原理与投资组合理论中的数学原理相似。教师通常根据自己的判断和经验来设计考试,只在考试结束后才使用心理测量工具。一个显而易见的问题是,是否可以使用组合优化模型来设计具有理想心理测量结果和内容覆盖的考试?尽管潜在的变量(股票收益与考试题目分数)有根本的不同,但是可以使用组合方法来开发考试。目标函数和潜在的约束条件会有所不同,但许多教师可以很容易地应用投资组合理论的原则来设计更优的考试。在本文中,我们比较了组合和考试开发的目标和机制,并使用整数规划模型来开发最优的试卷集,并给出了一个实际的例子。
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