Validating a performance assessment of computational thinking for early childhood using item response theory

Chungsoo Na , Jody Clarke-Midura , Jessica Shumway , Wilhelmina van Dijk , Victor R. Lee
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Abstract

Despite growing interest in early childhood computational thinking (CT), there is a lack of validated assessments for children who are emerging readers. This paper presents validity and reliability evidence of a performance-based assessment of CT using item response theory (IRT) from 272 children aged 4–8. Using a two-parameter logistic model IRT model (2PL IRT), we confirmed that model- and item-level fits are acceptable. Item analyses revealed a high discriminability (M = 2.26, SD = 1.12) and a moderate item difficulty (M = −0.21; SD = 0.86), on average, across 19 items. Reliability analysis demonstrated that the assessment was substantially reliable (marginal reliability: rxx = 0.87). Differential item functioning (DIF) analyses indicated that the assessment estimated children's item parameters fairly, regardless of their gender and age. However, we confirmed gaps in latent ability (θ) of CT by gender and age: boys showed higher latent ability of CT than girls, and old children (above 72 months) showed higher latent ability than young children (below 72 months). Findings suggest the assessment is a fair measure that can serve as a reliable and valid tool to assess CT for children who are emerging readers.

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利用项目反应理论验证幼儿计算思维绩效评估
尽管人们对儿童早期计算思维(CT)的兴趣与日俱增,但目前还缺乏针对新阅读儿童的有效评估。本文利用项目反应理论(IRT)对 272 名 4-8 岁儿童的计算思维进行了基于表现的评估,并提供了有效性和可靠性证据。通过使用双参数逻辑模型 IRT 模型(2PL IRT),我们证实了模型和项目层面的拟合是可以接受的。项目分析显示,19 个项目平均具有较高的区分度(中值 = 2.26,标差 = 1.12)和中等的项目难度(中值 = -0.21,标差 = 0.86)。信度分析表明,评估结果非常可靠(边际信度:rxx = 0.87)。差异项目功能(DIF)分析表明,无论儿童的性别和年龄如何,评估对其项目参数的估计都是公平的。然而,我们证实了不同性别和年龄儿童在 CT 潜在能力(θ)方面的差距:男童的 CT 潜在能力高于女童,年长儿童(72 个月以上)的 CT 潜在能力高于年幼儿童(72 个月以下)。研究结果表明,该评估是一种公平的测量方法,可作为一种可靠、有效的工具来评估初学阅读儿童的计算机辅助阅读能力。
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来源期刊
CiteScore
7.20
自引率
0.00%
发文量
73
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