Determining Test Length Precision for Economics Testing: The Implementation of IRT Model for Classroom Assessment

Friyatmi Friyatmi, D. Mardapi, H. Haryanto
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引用次数: 1

Abstract

The Item Response Theory (IRT) has been used extensively in the test analysis to produce the estimation of item parameters and the ability of tester. However, test length and sample size can affect parameter estimates based on the IRT approach. The purpose of this study was to analyze the effect of sample size and test length on the stability of parameters estimation. This study was conducted using two stages of simulation and real testing in economics for senior high school students. The data were analyzed using the WINGEN for data generation and the BILOG for item parameter estimation and ability parameter estimation. The sample size were varied from small to large samples, while the length test were short tests (20 items) and long tests (> 20 items). The results showed that 1) sample size had an effect on the stability of the item parameters, where the increasing of the sample size impact on the raise of item parameter estimation, 2) the test length effect on the stability of the ability parameters, the rise of number of items effect on the increases of ability parameter estimation. Rasch models (1-PL IRT) can be applied by the teacher in conducting classroom assessment with test length 20 and has sufficient reliability.
确定经济学测试的测试长度精度:IRT模型在课堂评估中的实施
项目反应理论(IRT)在测试分析中被广泛应用于对项目参数和测试者能力的估计。然而,测试长度和样本大小会影响基于IRT方法的参数估计。本研究的目的是分析样本量和试验长度对参数估计稳定性的影响。本研究以高中学生为研究对象,采用模拟与实证两阶段的研究方法。使用WINGEN进行数据生成,使用BILOG进行项目参数估计和能力参数估计。样本量从小样本到大样本不等,长度测试分为短测试(20个项目)和长测试(> 20个项目)。结果表明:1)样本量对项目参数的稳定性有影响,其中样本量的增加对项目参数估计的提高有影响;2)测试长度对能力参数的稳定性有影响,项目数量的增加对能力参数估计的提高有影响。Rasch模型(1-PL IRT)可被教师用于进行测试长度为20的课堂评估,具有足够的信度。
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