Podcast
Questions and Answers
Which of the following is a difference between Classical Test Theory (CTT) and Item Response Theory (IRT)?
Which of the following is a difference between Classical Test Theory (CTT) and Item Response Theory (IRT)?
What is a shortcoming of Classical Test Theory (CTT) that Item Response Theory (IRT) attempts to overcome?
What is a shortcoming of Classical Test Theory (CTT) that Item Response Theory (IRT) attempts to overcome?
How do the estimates of item characteristics obtained through IRT methods differ from those obtained through CTT?
How do the estimates of item characteristics obtained through IRT methods differ from those obtained through CTT?
Which methodology assumes that item characteristics are invariant and provides a uniform scale of measurement?
Which methodology assumes that item characteristics are invariant and provides a uniform scale of measurement?
Signup and view all the answers
What is one way to contrast Classical Test Theory (CTT) and Item Response Theory (IRT)?
What is one way to contrast Classical Test Theory (CTT) and Item Response Theory (IRT)?
Signup and view all the answers
Which of the following is a key assumption of Item Response Theory (IRT)?
Which of the following is a key assumption of Item Response Theory (IRT)?
Signup and view all the answers
What is the purpose of using large samples with known differences in ability or personality traits in IRT methods?
What is the purpose of using large samples with known differences in ability or personality traits in IRT methods?
Signup and view all the answers
What is a distinguishing feature of IRT models compared to Classical Test Theory (CTT)?
What is a distinguishing feature of IRT models compared to Classical Test Theory (CTT)?
Signup and view all the answers
What is the primary purpose of evaluating IRT models?
What is the primary purpose of evaluating IRT models?
Signup and view all the answers
What is a requirement for the samples used in IRT methods?
What is a requirement for the samples used in IRT methods?
Signup and view all the answers
Study Notes
Differences between CTT and IRT
- CTT assumes that test scores are a combination of true scores and errors, whereas IRT assumes that test scores are a function of the interaction between person ability and item characteristics.
- IRT attempts to overcome the shortcoming of CTT, which is that it does not account for differences in item difficulties and discrimination.
IRT Methodology
- IRT assumes that item characteristics are invariant, providing a uniform scale of measurement.
- IRT estimates of item characteristics differ from CTT estimates because IRT considers item characteristics in relation to the underlying trait, whereas CTT estimates are based on population parameters.
Key Assumptions and Features of IRT
- A key assumption of IRT is that the probability of a correct response is a function of the person's ability and item characteristics.
- IRT models are distinguishing from CTT in that they are based on a probabilistic framework.
Purpose and Requirements of IRT
- The primary purpose of evaluating IRT models is to assess their fit to the data and to identify potential misfit.
- Large samples with known differences in ability or personality traits are used in IRT methods to provide a range of abilities to estimate item characteristics accurately.
- A requirement for the samples used in IRT methods is that they should be representative of the population of interest.
Studying That Suits You
Use AI to generate personalized quizzes and flashcards to suit your learning preferences.
Description
Test your knowledge on the shortcomings of Classical Test Theory (CTT) with this quiz. Learn about the differences between CTT and Item Response Theory (IRT) and how they impact test development and item analysis.