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Modeling Floor Effects in Standardized Vocabulary Test Scores in a Sample of Low SES Hispanic Preschool Children under the Multilevel Structural Equation Modeling Framework

机译:在多层结构方程建模框架下对低SES西班牙裔学龄前儿童样本中标准化词汇测验分数的地板效应建模

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摘要

Researchers and practitioners often use standardized vocabulary tests such as the Peabody Picture Vocabulary Test-4 (PPVT-4; Dunn and Dunn, ) and its companion, the Expressive Vocabulary Test-2 (EVT-2; Williams, ), to assess English vocabulary skills as an indicator of children's school readiness. Despite their psychometric excellence in the norm sample, issues arise when standardized vocabulary tests are used to asses children from culturally, linguistically and ethnically diverse backgrounds (e.g., Spanish-speaking English language learners) or delayed in some manner. One of the biggest challenges is establishing the appropriateness of these measures with non-English or non-standard English speaking children as often they score one to two standard deviations below expected levels (e.g., Lonigan et al., ). This study re-examines the issues in analyzing the PPVT-4 and EVT-2 scores in a sample of 4-to-5-year-old low SES Hispanic preschool children who were part of a larger randomized clinical trial on the effects of a supplemental English shared-reading vocabulary curriculum (Pollard-Durodola et al., ). It was found that data exhibited strong floor effects and the presence of floor effects made it difficult to differentiate the invention group and the control group on their vocabulary growth in the intervention. A simulation study is then presented under the multilevel structural equation modeling (MSEM) framework and results revealed that in regular multilevel data analysis, ignoring floor effects in the outcome variables led to biased results in parameter estimates, standard error estimates, and significance tests. Our findings suggest caution in analyzing and interpreting scores of ethnically and culturally diverse children on standardized vocabulary tests (e.g., floor effects). It is recommended appropriate analytical methods that take into account floor effects in outcome variables should be considered.
机译:研究人员和从业人员经常使用标准化的词汇测试,例如Peabody Picture Vocabulary Test-4(PPVT-4; Dunn and Dunn,)及其同伴Expressive Vocabulary Test-2(EVT-2; Williams,),来评估英语词汇技能是儿童入学准备的指标。尽管在标准样本中具有出色的心理计量学能力,但是当使用标准化的词汇测试来评估来自文化,语言和族裔不同背景(例如说西班牙语的英语学习者)或以某种方式延迟的儿童时,仍然会出现问题。最大的挑战之一是要为非英语或非英语水平的孩子确定这些措施的适当性,因为他们经常得分低于预期水平一到两个标准差(例如Lonigan等人)。这项研究重新检查了在4至5岁的低SES西班牙裔学龄前儿童样本中分析PPVT-4和EVT-2分数的问题,这些样本属于较大的随机临床试验的一部分,对补充性英语共享阅读词汇课程(Pollard-Durodola等,)。已发现数据表现出强烈的下限效应,并且下限效应的存在使得在干预中难以区分发明组和对照组在词汇量上的增长。然后,在多层结构方程模型(MSEM)框架下进行了仿真研究,结果表明,在常规多层数据分析中,忽略结果变量中的底线影响会导致参数估计,标准误差估计和显着性检验中的结果产生偏差。我们的发现表明,在通过标准化的词汇测试(例如地面效应)分析和解释不同种族和文化差异的孩子的分数时要谨慎。建议考虑适当的分析方法,该方法应考虑结果变量中的底线影响。

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