Sideridis Georgios, Jaffari Fathima
Boston Children's Hospital, Harvard Medical School, Boston, MA, United States.
National and Kapodistrian University of Athens, Athens, Greece.
Front Psychol. 2023 Oct 12;14:1273582. doi: 10.3389/fpsyg.2023.1273582. eCollection 2023.
The goal of the present study was to propose a visualization of aberrant response patterns based on the idea put forth by the Cronbach-Mesbach curve. First, an index of person reliability is developed using the K-R 20 formula followed by a backward stepwise procedure in which one person at a time is deleted from the model. Observations for which reliability is no longer monotonically increasing suggest that they are candidates for aberrant responding. Using data from the quantitative domain of a national aptitude test the proposed visualization technique was demonstrated. The external validity of the procedure was tested by contrasting the person fit reliability estimates with those derived from other indices of aberrant responding such as the Ht. Results indicated that individuals not covarying with other individuals concerning their response patterns and concordance to the measurement of a unified latent trait were identified by both the present procedure and Ht and U3 at a rate of 100%. By plotting those individuals using Person Response Curves (PRCs) results confirmed the lack of monotonicity in the relationship between item difficulty and person skill. Consequently, results confirm the usefulness of the present methodology as an index for identifying responders who manifest themselves with aberrant responses and who are not conducive to the measurement of the latent trait.
本研究的目标是基于克龙巴赫-梅斯巴赫曲线提出的理念,对异常反应模式进行可视化呈现。首先,使用K-R 20公式开发一个个体可靠性指标,随后采用向后逐步程序,每次从模型中删除一个个体。可靠性不再单调增加的观测值表明它们是异常反应的候选对象。利用一项国家能力测试定量领域的数据,展示了所提出的可视化技术。通过将个体拟合可靠性估计值与从其他异常反应指标(如Ht)得出的估计值进行对比,检验了该程序的外部效度。结果表明,本程序以及Ht和U3以100%的比例识别出了在反应模式以及与统一潜在特质测量的一致性方面与其他个体不存在共变关系的个体。通过使用个体反应曲线(PRC)对这些个体进行绘图,结果证实了项目难度与个体技能之间关系缺乏单调性。因此,结果证实了本方法作为一种指标的有用性,该指标用于识别表现出异常反应且不利于潜在特质测量的应答者。