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A Parametric Cumulative Sum Statistic for Person Fit
Oleh:
Armstrong, Ronald D.
;
Min, Shi
Jenis:
Article from Journal - ilmiah internasional
Dalam koleksi:
Applied Psychological Measurement vol. 33 no. 5 (Jul. 2009)
,
page 391-410.
Topik:
aberrancy detection
;
cheating
;
test familiarization
;
guessing near time limit
;
item response theory model
;
3PL model
;
likelihood ratio
;
cumulative sum statistic
Fulltext:
391.pdf
(884.67KB)
Isi artikel
This article develops a new cumulative sum (CUSUM) statistic to detect aberrant item response behavior. Shifts in behavior are modeled with quadratic functions and a series of likelihood ratio tests are used to detect aberrancy. The new CUSUM statistic is compared against another CUSUM approach as well as traditional person-fit statistics. A simulation study demonstrates the advantage of the proposed method. Also, the person-fit methods are applied to real response data from the administration of a high-stakes exam. The use of CUSUM charts to help visually identify types of aberrant behavior is demonstrated.
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