Literature DB >> 30140101

Investigation of Rater Effects Using Social Network Analysis and Exponential Random Graph Models.

Iasonas Lamprianou1.   

Abstract

It is common practice for assessment programs to organize qualifying sessions during which the raters (often known as "markers" or "judges") demonstrate their consistency before operational rating commences. Because of the high-stakes nature of many rating activities, the research community tends to continuously explore new methods to analyze rating data. We used simulated and empirical data from two high-stakes language assessments, to propose a new approach, based on social network analysis and exponential graph models, to evaluate the readiness of a group of raters for operational rating. The results of this innovative approach are compared with the results of a Rasch analysis, which is a well-established approach for the analysis of such data. We also demonstrate how the new approach can be practically used to investigate important research questions such as whether rater severity is stable across rating tasks. The merits of the new approach, and the consequences for practice are discussed.

Keywords:  Rasch model; exponential random graph models; rater effects; social network analysis

Year:  2017        PMID: 30140101      PMCID: PMC6096459          DOI: 10.1177/0013164416689696

Source DB:  PubMed          Journal:  Educ Psychol Meas        ISSN: 0013-1644            Impact factor:   2.821


  12 in total

1.  Rasch models overview.

Authors:  B D Wright; M Mok
Journal:  J Appl Meas       Date:  2000

2.  When raters disagree, then what: examining a third-rating discrepancy resolution procedure and its utility for identifying unusual patterns of ratings.

Authors:  Carol M Myford; Edward W Wolfe
Journal:  J Appl Meas       Date:  2002

3.  Edge direction and the structure of networks.

Authors:  Jacob G Foster; David V Foster; Peter Grassberger; Maya Paczuski
Journal:  Proc Natl Acad Sci U S A       Date:  2010-05-26       Impact factor: 11.205

4.  The stability of marker characteristics across tests of the same subject and across subjects.

Authors:  Iasonas Lamprianou
Journal:  J Appl Meas       Date:  2006

5.  Using paired comparison matrices to estimate parameters of the partial credit Rasch measurement model for rater-mediated assessments.

Authors:  Mary Garner; George Engelhard
Journal:  J Appl Meas       Date:  2009

6.  Advances in Exponential Random Graph (p*) Models Applied to a Large Social Network.

Authors:  Steven M Goodreau
Journal:  Soc Networks       Date:  2007-05

7.  Evaluating Rater Accuracy in Rater-Mediated Assessments Using an Unfolding Model.

Authors:  Jue Wang; George Engelhard; Edward W Wolfe
Journal:  Educ Psychol Meas       Date:  2015-12-14       Impact factor: 2.821

8.  Generalisability and classical test theory analyses of Koppitz's scoring system for human figure drawings.

Authors:  G Rae; P Hyland
Journal:  Br J Educ Psychol       Date:  2001-09

9.  Fit analysis in latent trait measurement models.

Authors:  R M Smith
Journal:  J Appl Meas       Date:  2000

10.  Degree correlations in directed scale-free networks.

Authors:  Oliver Williams; Charo I Del Genio
Journal:  PLoS One       Date:  2014-10-13       Impact factor: 3.240

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  1 in total

1.  Rater severity differences in English language as a second language speaking assessment based on rating experience, training experience, and teaching experience through many-faceted Rasch measurement analysis.

Authors:  Muhamad Firdaus Mohd Noh; Mohd Effendi Ewan Mohd Matore
Journal:  Front Psychol       Date:  2022-07-22
  1 in total

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