ERIC Number: EJ1162221
Record Type: Journal
Publication Date: 2017
Abstractor: As Provided
Dealing with Item Nonresponse in Large-Scale Cognitive Assessments: The Impact of Missing Data Methods on Estimated Explanatory Relationships
Köhler, Carmen; Pohl, Steffi; Carstensen, Claus H.
Journal of Educational Measurement, v54 n4 p397-419 Win 2017
Competence data from low-stakes educational large-scale assessment studies allow for evaluating relationships between competencies and other variables. The impact of item-level nonresponse has not been investigated with regard to statistics that determine the size of these relationships (e.g., correlations, regression coefficients). Classical approaches such as ignoring missing values or treating them as incorrect are currently applied in many large-scale studies, while recent model-based approaches that can account for nonignorable nonresponse have been developed. Estimates of item and person parameters have been demonstrated to be biased for classical approaches when missing data are missing not at random (MNAR). In our study, we focus on parameter estimates of the structural model (i.e., the true regression coefficient when regressing competence on an explanatory variable), simulating data according to various missing data mechanisms. We found that model-based approaches and ignoring missing values performed well in retrieving regression coefficients even when we induced missing data that were MNAR. Treating missing values as incorrect responses can lead to substantial bias. We demonstrate the validity of our approach empirically and discuss the relevance of our results.
Descriptors: Test Items, Cognitive Measurement, Testing Problems, Regression (Statistics), Models, Bias, Validity
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Publication Type: Journal Articles; Reports - Research
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