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Computation and Accuracy Evaluation of Comparable Scores on Culturally Responsive Assessments 文化反应性评估可比分数的计算与准确性评价
IF 1.3 4区 心理学 Q1 Psychology Pub Date : 2023-11-16 DOI: 10.1111/jedm.12381
Sandip Sinharay, Matthew S. Johnson

Culturally responsive assessments have been proposed as potential tools to ensure equity and fairness for examinees from all backgrounds including those from traditionally underserved or minoritized groups. However, these assessments are relatively new and, with few exceptions, are yet to be implemented in large scale. Consequently, there is a lack of guidance on how one can compute comparable scores on various versions of these assessments. In this paper, the multigroup multidimensional Rasch model is repurposed for modeling data originating from various versions of a culturally responsive assessment and for analyzing such data to compute comparable scores. Two simulation studies are performed to evaluate the performance of the model for data simulated from hypothetical culturally responsive assessments and to find the conditions under which the computed scores are accurate. Recommendations are made for measurement practitioners interested in culturally responsive assessments.

文化响应性评估被提议作为潜在的工具,以确保来自所有背景的考生,包括那些来自传统上服务不足或少数群体的考生的公平和公平。然而,这些评估是比较新的,除了少数例外,尚未大规模执行。因此,缺乏关于如何在这些评估的不同版本中计算可比较分数的数据的指导。在本文中,多组多维Rasch模型被重新用于建模源自不同版本的文化响应性评估的数据,并用于分析这些数据以计算可比分数。进行了两项模拟研究,以评估从假设的文化反应性评估中模拟的数据模型的性能,并找到计算分数准确的条件。为对文化反应性评估感兴趣的测量从业人员提出了建议。
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引用次数: 0
Computation and Accuracy Evaluation of Comparable Scores on Culturally Responsive Assessments 文化反应性评估可比分数的计算与准确性评价
IF 1.3 4区 心理学 Q1 Psychology Pub Date : 2023-11-16 DOI: 10.1111/jedm.12381
Sandip Sinharay, Matthew S. Johnson
Culturally responsive assessments have been proposed as potential tools to ensure equity and fairness for examinees from all backgrounds including those from traditionally underserved or minoritized groups. However, these assessments are relatively new and, with few exceptions, are yet to be implemented in large scale. Consequently, there is a lack of guidance on how data on how one can compute comparable scores on various versions of these assessments. In this paper, the multigroup multidimensional Rasch model is repurposed for modeling data originating from various versions of a culturally responsive assessment and for analyzing such data to compute comparable scores. Two simulation studies are performed to evaluate the performance of the model for data simulated from hypothetical culturally responsive assessments and to find the conditions under which the computed scores are accurate. Recommendations are made for measurement practitioners interested in culturally responsive assessments.
文化响应性评估被提议作为潜在的工具,以确保来自所有背景的考生,包括那些来自传统上服务不足或少数群体的考生的公平和公平。然而,这些评估是比较新的,除了少数例外,尚未大规模执行。因此,缺乏关于如何在这些评估的不同版本中计算可比较分数的数据的指导。在本文中,多组多维Rasch模型被重新用于建模源自不同版本的文化响应性评估的数据,并用于分析这些数据以计算可比分数。进行了两项模拟研究,以评估从假设的文化反应性评估中模拟的数据模型的性能,并找到计算分数准确的条件。为对文化反应性评估感兴趣的测量从业人员提出了建议。
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引用次数: 0
Incorporating Test‐Taking Engagement into Multistage Adaptive Testing Design for Large‐Scale Assessments 将测试参与纳入大规模评估的多阶段自适应测试设计
4区 心理学 Q1 Psychology Pub Date : 2023-11-10 DOI: 10.1111/jedm.12380
Okan Bulut, Guher Gorgun, Hacer Karamese
Abstract The use of multistage adaptive testing (MST) has gradually increased in large‐scale testing programs as MST achieves a balanced compromise between linear test design and item‐level adaptive testing. MST works on the premise that each examinee gives their best effort when attempting the items, and their responses truly reflect what they know or can do. However, research shows that large‐scale assessments may suffer from a lack of test‐taking engagement, especially if they are low stakes. Examinees with low test‐taking engagement are likely to show noneffortful responding (e.g., answering the items very rapidly without reading the item stem or response options). To alleviate the impact of noneffortful responses on the measurement accuracy of MST, test‐taking engagement can be operationalized as a latent trait based on response times and incorporated into the on‐the‐fly module assembly procedure. To demonstrate the proposed approach, a Monte‐Carlo simulation study was conducted based on item parameters from an international large‐scale assessment. The results indicated that the on‐the‐fly module assembly considering both ability and test‐taking engagement could minimize the impact of noneffortful responses, yielding more accurate ability estimates and classifications. Implications for practice and directions for future research were discussed.
多阶段自适应测试(MST)的使用在大规模测试项目中逐渐增加,因为MST实现了线性测试设计和项目水平自适应测试之间的平衡妥协。MST的工作前提是每位考生在尝试试题时都尽了最大的努力,他们的回答真实地反映了他们所知道或能做的事情。然而,研究表明,大规模的评估可能会受到缺乏参与考试的影响,特别是如果它们是低赌注的。参与度低的考生可能表现出不费力的反应(例如,在不阅读题干或回答选项的情况下非常快速地回答问题)。为了减轻不费力的反应对MST测量精度的影响,应试参与可以作为基于反应时间的潜在特征进行操作,并纳入实时模块组装程序。为了证明所提出的方法,基于国际大规模评估的项目参数进行了蒙特卡罗模拟研究。结果表明,考虑能力和测试参与的在线模块组装可以最大限度地减少不费力响应的影响,从而产生更准确的能力估计和分类。讨论了实践意义和未来研究方向。
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引用次数: 0
Information Functions of Rank-2PL Models for Forced-Choice Questionnaires 强迫选择问卷的等级-2PL 模型的信息函数
IF 1.3 4区 心理学 Q1 Psychology Pub Date : 2023-10-29 DOI: 10.1111/jedm.12379
Jianbin Fu, Xuan Tan, Patrick C. Kyllonen

This paper presents the item and test information functions of the Rank two-parameter logistic models (Rank-2PLM) for items with two (pair) and three (triplet) statements in forced-choice questionnaires. The Rank-2PLM model for pairs is the MUPP-2PLM (Multi-Unidimensional Pairwise Preference) and, for triplets, is the Triplet-2PLM. Fisher's information and directional information are described, and the test information for Maximum Likelihood (ML), Maximum A Posterior (MAP), and Expected A Posterior (EAP) trait score estimates is distinguished. Expected item/test information indexes at various levels are proposed and plotted to provide diagnostic information on items and tests. The expected test information indexes for EAP scores may be difficult to compute due to a typical test's vast number of item response patterns. The relationships of item/test information with discrimination parameters of statements, standard error, and reliability estimates of trait score estimates are discussed and demonstrated using real data. Practical suggestions for checking the various expected item/test information indexes and plots are provided.

本文介绍了强迫选择问卷中包含两个(成对)和三个(三连音)陈述的项目的 Rank 双参数逻辑模型(Rank-2PLM)的项目信息函数和测试信息函数。针对成对陈述的 Rank-2PLM 模型为 MUPP-2PLM(多维成对偏好),针对三重陈述的 Rank-2PLM 模型为 Triplet-2PLM。描述了费雪信息和方向信息,并区分了最大似然(ML)、最大 A 后验(MAP)和期望 A 后验(EAP)性状分数估计的测试信息。提出并绘制了不同水平的预期项目/测验信息指数,以提供项目和测验的诊断信息。由于典型测验的项目反应模式数量庞大,EAP 分数的预期测验信息指数可能难以计算。本文讨论了项目/测验信息与语句辨别参数、标准误差和特质分值估计的可靠性估计之间的关系,并使用真实数据进行了演示。此外,还提供了检查各种预期项目/测验信息指数和绘图的实用建议。
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引用次数: 0
Detecting Multidimensional DIF in Polytomous Items with IRT Methods and Estimation Approaches 用 IRT 方法和估计方法检测多同调项目中的多维 DIF
IF 1.3 4区 心理学 Q1 Psychology Pub Date : 2023-10-15 DOI: 10.1111/jedm.12377
Güler Yavuz Temel

The purpose of this study was to investigate multidimensional DIF with a simple and nonsimple structure in the context of multidimensional Graded Response Model (MGRM). This study examined and compared the performance of the IRT-LR and Wald test using MML-EM and MHRM estimation approaches with different test factors and test structures in simulation studies and applying real data sets. When the test structure included two dimensions, the IRT-LR (MML-EM) generally performed better than the Wald test and provided higher power rates. If the test included three dimensions, the methods provided similar performance in DIF detection. In contrast to these results, when the number of dimensions in the test was four, MML-EM estimation completely lost precision in estimating the nonuniform DIF, even with large sample sizes. The Wald with MHRM estimation approaches outperformed the Wald test (MML-EM) and IRT-LR (MML-EM). The Wald test had higher power rate and acceptable type I error rates for nonuniform DIF with the MHRM estimation approach.The small and/or unbalanced sample sizes, small DIF magnitudes, unequal ability distributions between groups, number of dimensions, estimation methods and test structure were evaluated as important test factors for detecting multidimensional DIF.

本研究的目的是在多维分级反应模型(MGRM)的背景下研究具有简单和非简单结构的多维 DIF。本研究在模拟研究和应用真实数据集时,使用 MML-EM 和 MHRM 估算方法,检验并比较了不同测试因子和测试结构下 IRT-LR 和 Wald 检验的性能。当测试结构包括两个维度时,IRT-LR(MML-EM)的性能通常优于 Wald 检验,并提供更高的功率率。如果测试包括三个维度,这两种方法的 DIF 检测性能相似。与这些结果相反,当测试的维度数为四个时,MML-EM 估计在估计非均匀 DIF 方面完全失去了精确性,即使样本量很大也是如此。采用 MML-EM 估计方法的 Wald 检验结果优于 Wald 检验(MML-EM)和 IRT-LR (MML-EM)。小样本量和/或不平衡样本量、小 DIF 量级、组间能力分布不均、维度数量、估计方法和测试结构被评估为检测多维 DIF 的重要测试因素。
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引用次数: 0
MSAEM Estimation for Confirmatory Multidimensional Four-Parameter Normal Ogive Models 确认性多维四参数正态椭圆模型的 MSAEM 估计
IF 1.3 4区 心理学 Q1 Psychology Pub Date : 2023-10-09 DOI: 10.1111/jedm.12378
Jia Liu, Xiangbin Meng, Gongjun Xu, Wei Gao, Ningzhong Shi

In this paper, we develop a mixed stochastic approximation expectation-maximization (MSAEM) algorithm coupled with a Gibbs sampler to compute the marginalized maximum a posteriori estimate (MMAPE) of a confirmatory multidimensional four-parameter normal ogive (M4PNO) model. The proposed MSAEM algorithm not only has the computational advantages of the stochastic approximation expectation-maximization (SAEM) algorithm for multidimensional data, but it also alleviates the potential instability caused by label-switching, and then improved the estimation accuracy. Simulation studies are conducted to illustrate the good performance of the proposed MSAEM method, where MSAEM consistently performs better than SAEM and some other existing methods in multidimensional item response theory. Moreover, the proposed method is applied to a real data set from the 2018 Programme for International Student Assessment (PISA) to demonstrate the usefulness of the 4PNO model as well as MSAEM in practice.

本文开发了一种与吉布斯采样器相结合的混合随机逼近期望最大化(MSAEM)算法,用于计算确证多维四参数正态椭圆(M4PNO)模型的边际最大后验估计值(MMAPE)。所提出的 MSAEM 算法不仅具有多维数据随机逼近期望最大化(SAEM)算法的计算优势,而且缓解了标签切换可能导致的不稳定性,进而提高了估计精度。仿真研究说明了所提出的 MSAEM 方法的良好性能,MSAEM 的性能一直优于 SAEM 和其他一些现有的多维项目反应理论方法。此外,还将提出的方法应用于 2018 年国际学生评估项目(PISA)的真实数据集,以证明 4PNO 模型以及 MSAEM 在实践中的实用性。
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引用次数: 0
Sociocognitive Processes and Item Response Models: A Didactic Example 社会认知过程与项目反应模型:教学实例
IF 1.3 4区 心理学 Q1 Psychology Pub Date : 2023-09-15 DOI: 10.1111/jedm.12376
Tao Gong, Lan Shuai, Robert J. Mislevy

The usual interpretation of the person and task variables in between-persons measurement models such as item response theory (IRT) is as attributes of persons and tasks, respectively. They can be viewed instead as ensemble descriptors of patterns of interactions among persons and situations that arise from sociocognitive complex adaptive system (CASs). This view offers insights for interpreting and using between-persons measurement models and connecting with sociocognitive research. In this article, we use data generated from an agent-based model to illustrate relations between “social” and “cognitive” features of a simple underlying CAS and the variables of an IRT model fit to resulting data. We note how the ideas connect to explanatory item response modeling and briefly comment on implications for score interpretations and uses in practice.

在人与人之间的测量模型(如项目反应理论(IRT))中,通常将人和任务变量分别解释为人和任务的属性。相反,它们可以被看作是社会认知复杂适应系统(CAS)中产生的人与情境之间互动模式的集合描述符。这种观点为解释和使用人与人之间的测量模型以及与社会认知研究的联系提供了启示。在本文中,我们利用一个基于代理的模型所产生的数据,来说明一个简单的基本 CAS 的 "社会 "和 "认知 "特征之间的关系,以及与所产生的数据相适应的 IRT 模型的变量之间的关系。我们指出了这些观点与解释性项目反应模型之间的联系,并简要评述了对分数解释和实际应用的影响。
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引用次数: 0
Measuring the Impact of Peer Interaction in Group Oral Assessments with an Extended Many-Facet Rasch Model 用扩展的多面 Rasch 模型衡量小组口语评估中同伴互动的影响
IF 1.3 4区 心理学 Q1 Psychology Pub Date : 2023-09-15 DOI: 10.1111/jedm.12375
Kuan-Yu Jin, Thomas Eckes

Many language proficiency tests include group oral assessments involving peer interaction. In such an assessment, examinees discuss a common topic with others. Human raters score each examinee's spoken performance on specially designed criteria. However, measurement models for analyzing group assessment data usually assume local person independence and thus fail to consider the impact of peer interaction on the assessment outcomes. This research advances an extended many-facet Rasch model for group assessments (MFRM-GA), accounting for local person dependence. In a series of simulations, we examined the MFRM-GA's parameter recovery and the consequences of ignoring peer interactions under the traditional modeling approach. We also used a real dataset from the English-speaking test of the Language Proficiency Assessment for Teachers (LPAT) routinely administered in Hong Kong to illustrate the efficiency of the new model. The discussion focuses on the model's usefulness for measuring oral language proficiency, practical implications, and future research perspectives.

许多语言水平测试都包括涉及同伴互动的小组口语评估。在这种评估中,受试者与其他人讨论一个共同的话题。人工评分员根据专门设计的标准对每个受测者的口语表现进行评分。然而,用于分析小组评估数据的测量模型通常假定本地人是独立的,因此无法考虑同伴互动对评估结果的影响。本研究提出了一种用于小组测评的扩展多面 Rasch 模型(MFRM-GA),该模型考虑了局部人的依赖性。在一系列模拟中,我们检验了 MFRM-GA 的参数恢复情况,以及在传统建模方法下忽略同伴互动的后果。我们还使用了一个真实的数据集,该数据集来自于香港教师语言能力评估(LPAT)的英语测试,该测试在香港常规进行,以说明新模型的效率。讨论的重点是该模型在测量口语能力方面的实用性、实际意义以及未来的研究前景。
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引用次数: 0
Derek C. Briggs Historical and Conceptual Foundations of Measurement in the Human Sciences: Credos and Controversies Derek C. Briggs 人类科学测量的历史和概念基础:信誉与争议
IF 1.3 4区 心理学 Q1 Psychology Pub Date : 2023-09-09 DOI: 10.1111/jedm.12374
David Torres Irribarra
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引用次数: 0
Using Response Time in Multidimensional Computerized Adaptive Testing 响应时间在多维计算机自适应测试中的应用
IF 1.3 4区 心理学 Q1 Psychology Pub Date : 2023-07-07 DOI: 10.1111/jedm.12373
Yinhong He, Yuanyuan Qi

In multidimensional computerized adaptive testing (MCAT), item selection strategies are generally constructed based on responses, and they do not consider the response times required by items. This study constructed two new criteria (referred to as DT-inc and DT) for MCAT item selection by utilizing information from response times. The new designs maximize the amount of information per unit time. Furthermore, these two new designs were extended to the DTS-inc and DTS designs to efficiently estimate intentional abilities. Moreover, the EAP method for ability estimation was also equipped with response time. The performances of the response-time-based EAP (RT-based EAP) and the new designs were evaluated in simulation and empirical studies. The results showed that the RT-based EAP significantly improved the ability estimation precision compared with the EAP without using response time, and the new designs dramatically saved testing times for examinees with a small sacrifice of ability estimation precision and item pool usage.

在多维计算机自适应测试(MCAT)中,题项选择策略通常是基于反应来构建的,而没有考虑题项所需的反应时间。本研究利用反应时间的信息,构建了MCAT题项选择的DT-inc和DT两个新标准。新的设计使单位时间内的信息量最大化。此外,将这两种新设计扩展到DTS-inc和DTS设计中,以有效地评估意向能力。此外,EAP能力估计方法还配备了响应时间。通过仿真和实证研究对基于响应时间的EAP (RT-based EAP)和新设计的性能进行了评价。结果表明,与不考虑反应时间的EAP相比,基于rt的EAP显著提高了考生的能力估计精度,新设计显著节省了考生的测试时间,同时降低了能力估计精度和题库使用率。
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引用次数: 0
期刊
Journal of Educational Measurement
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