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Handbook of Diagnostic Classification Models - Models and Model Extensions, Applications, Software Packages (Hardcover, 1st ed. 2019)
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Handbook of Diagnostic Classification Models - Models and Model Extensions, Applications, Software Packages (Hardcover, 1st ed. 2019)
Series: Methodology of Educational Measurement and Assessment
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This handbook provides an overview of major developments around
diagnostic classification models (DCMs) with regard to modeling,
estimation, model checking, scoring, and applications. It brings
together not only the current state of the art, but also the
theoretical background and models developed for diagnostic
classification. The handbook also offers applications and special
topics and practical guidelines how to plan and conduct research
studies with the help of DCMs. Commonly used models in educational
measurement and psychometrics typically assume a single latent
trait or at best a small number of latent variables that are aimed
at describing individual differences in observed behavior. While
this allows simple rankings of test takers along one or a few
dimensions, it does not provide a detailed picture of strengths and
weaknesses when assessing complex cognitive skills. DCMs, on the
other hand, allow the evaluation of test taker performance relative
to a potentially large number of skill domains. Most diagnostic
models provide a binary mastery/non-mastery classification for each
of the assumed test taker attributes representing these skill
domains. Attribute profiles can be used for formative decisions as
well as for summative purposes, for example in a multiple cut-off
procedure that requires mastery on at least a certain subset of
skills. The number of DCMs discussed in the literature and applied
to a variety of assessment data has been increasing over the past
decades, and their appeal to researchers and practitioners alike
continues to grow. These models have been used in English language
assessment, international large scale assessments, and for feedback
for practice exams in preparation of college admission testing,
just to name a few. Nowadays, technology-based assessments provide
increasingly rich data on a multitude of skills and allow
collection of data with respect to multiple types of behaviors.
Diagnostic models can be understood as an ideal match for these
types of data collections to provide more in-depth information
about test taker skills and behavioral tendencies.
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