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Establishing the protocol validity of an electronic standardised measuring instrument / Sebastiaan RothmannRothmann, Sebastiaan January 2009 (has links)
Over the past few decades, the nature of work has undergone remarkable changes, resulting in a shift from manual demands to mental and emotional demands on employees. In order to manage these demands and optimise employee performance, organisations use well-being surveys to guide their interventions. Because these interventions have a drastic financial implication it is important to ensure the validity and reliability of the results. However, even if a validated measuring instrument is used, the problem remains that wellness audits might be reliable, valid and equivalent when the results of a group of people are analysed, but cannot be guaranteed for each individual. It is therefore important to determine the validity and reliability of individual measurements (i.e. protocol validity). However, little information exists concerning the efficiency of different methods to evaluate protocol validity.
The general objective of this study was to establish an efficient, real-time method/indicator for determining protocol validity in web-based instruments. The study sample consisted of 14 592 participants from several industries in South Africa and was extracted from a work-related well-being survey archive. A protocol validity indicator that detects random responses was developed and evaluated. It was also investigated whether Item Response Theory (IRT) fit statistics have the potential to serve as protocol validity indicators and this was compared to the newly developed protocol validity indicator.
The developed protocol validity indicator makes use of neural networks to predict whether cases have protocol validity. A neural network was trained on a large non-random sample and a computer-generated random sample. The neural network was then cross-validated to see whether posterior cases can be accurately classified as belonging to the random or non-random sample. The neural network proved to be effective in detecting 86,39% of the random responses and 85,85% of the non-random responses correctly. Analyses on the misclassified cases demonstrated that the neural network was accurate because non-random classified cases were in fact valid and reliable, while random classified cases showed a problematic factor structure and low internal consistency. Neural networks proved to be an effective technique for the detection of potential invalid and unreliable cases in electronic well-being surveys.
Subsequently, the protocol validity detection capability of IRT fit statistics was investigated. The fit statistics were calculated for the study population and for random generated data with a uniform distribution. In both the study population and the random data, cases with higher outfit statistics showed problems with validity and reliability. When compared to the neural network technique, the fit statistics suggested that the neural network was more effective in classifying non-random cases than it was in classifying random cases. Overall, the fit statistics proved to be effective indicators of protocol invalidity (rather than validity) provided that some additional measures be imposed.
Recommendations were made for the organisation as well as with a view to future research. / Thesis (M.Sc. (Human Resource Management))--North-West University, Potchefstroom Campus, 2010.
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労働組合への態度に関するIRT分析 : 組合関与と勤続年数との関連熊谷, 龍一, KUMAGAI, Ryuichi, 小平, 英志, KODAIRA, Hideshi, 西村, 萌子, NISHIMURA, Moyuko 25 March 2003 (has links)
国立情報学研究所で電子化したコンテンツを使用している。
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The application of item response theory to measure problem-solving proficienciesWu, Margaret Li-min Unknown Date (has links) (PDF)
Problem solving has received a great deal of attention in the past two decades. Much work has been carried out in the fields of cognitive psychology and education on the topic of problem solving. Psychologists mainly focused on the cognitive processes underlying problem-solving activities, while educators mainly focused on practical strategies to improve students’ problem-solving skills. The research studies carried out in these two fields were somewhat separate with different theoretical underpinnings. This thesis brings together the fields of cognitive psychology and education through the methodological advances of educational measurement developed to measure psychological constructs. More specifically, this thesis develops a theoretical framework for measuring problem-solving proficiencies, and applies item response theory to analyse students’ responses to the test items. (For complete abstract open document)
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A comparison between the vertical scaling of tests sensitive to multiple dimensions using common-item and common-group designsYu, Jing. January 2007 (has links)
Thesis (Ph. D.)--Michigan State University, Dept. of Counseling, Educational Psychology, and Special Education, 2007. / Title from PDF t.p. (viewed on November 12, 2007). Available through UMI ProQuest Digital Dissertations. Includes bibliographical references (leaves 110-115).
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The effects of examinee motivation on multiple-choice item calibration and test construction.Barneveld, Christina Van, January 2004 (has links)
Thesis (Ph. D.)--University of Toronto, 2004. / Adviser: Ross Traub.
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The effect of dimensionality on vertical scalingLi, Tianli. January 2006 (has links)
Thesis (Ph. D.)--Michigan State University. Dept. of Counseling, Educational Psychology and Special Education, 2006. / Title from PDF t.p. (viewed on Nov. 17, 2008) Includes bibliographical references (p. 103-106). Also issued in print.
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Latent variable modeling in business research : a comparison of regression based on IRT and CTT scores with structural equation models /Lu, Irene Ruen-Rung, January 1900 (has links)
Thesis (Ph. D.)--Carleton University, 2004. / Includes bibliographical references (p. 255-269). Also available in electronic format on the Internet.
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A framework for psychometric analysis of student performance across time an illustration with National Educational Longitudinal Study data /Hart, Raymond C. January 2007 (has links)
Thesis (Ph.D.)--Kent State University, 2007. / Title from PDF t.p. (viewed June 1, 2007). Advisors: Dimiter Dimitrov, Shawn Fitzgerald. Keywords: Item response theory, true score theory, reliability, measurement of change, NELS:88 Includes bibliographical references (p. 58-62).
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The impact of multidimensionality on the detection of differential bundle functioning using SIBTESTRaiford-Ross, Terris. January 2007 (has links)
Thesis (Ph. D.)--Georgia State University, 2007. / Title from file title page. Carolyn F. Furlow , committee chair; Phillip Gagne, T. Chris Oshima, Valerie A. Miller, committee members. Electronic text (113 p. : ill.) : digital, PDF file. Description based on contents viewed June 24, 2008. Includes bibliographical references (p. 93-100).
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Using a projection method to estimate subscores from tests with multidimensional structuresFang, Yu. January 2008 (has links)
Thesis (Ph. D.)--Michigan State University. Measurement and Quantitative Methods, 2008. / Title from PDF t.p. (Proquest, viewed on Aug. 20, 2009) Includes bibliographical references (p. 96-101). Also issued in print.
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