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Validating process variables of sourcing in an assessment of multiple document comprehension

BACKGROUND: With digital technologies, competence assessments can provide process data, such as mouse clicks with corresponding timestamps, as additional information about the skills and strategies of test takers. However, in order to use variables generated from process data sensibly for educationa...

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Autores principales: Hahnel, Carolin, Kroehne, Ulf, Goldhammer, Frank, Schoor, Cornelia, Mahlow, Nina, Artelt, Cordula
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6767597/
https://www.ncbi.nlm.nih.gov/pubmed/30980396
http://dx.doi.org/10.1111/bjep.12278
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author Hahnel, Carolin
Kroehne, Ulf
Goldhammer, Frank
Schoor, Cornelia
Mahlow, Nina
Artelt, Cordula
author_facet Hahnel, Carolin
Kroehne, Ulf
Goldhammer, Frank
Schoor, Cornelia
Mahlow, Nina
Artelt, Cordula
author_sort Hahnel, Carolin
collection PubMed
description BACKGROUND: With digital technologies, competence assessments can provide process data, such as mouse clicks with corresponding timestamps, as additional information about the skills and strategies of test takers. However, in order to use variables generated from process data sensibly for educational purposes, their interpretation needs to be validated with regard to their intended meaning. AIMS: This study seeks to demonstrate how process data from an assessment of multiple document comprehension can be used to represent sourcing, which summarizes activities for the consideration of the origin and intention of documents. The investigated process variables were created according to theoretical assumptions about sourcing, and systematically tested for differences between persons, units (i.e., documents and items), and properties of the test administration. SAMPLE: The sample included 310 German university students (79.4% female), enrolled in several bachelor's or master's programmes of the social sciences and humanities. METHODS: Regarding the hierarchical data structure, the hypotheses were analysed with generalized linear mixed models (GLMM). RESULTS: The results mostly revealed expected differences between individuals and units. However, unexpected effects of the administered order of units and documents were detected. CONCLUSIONS: The study demonstrates the theory‐informed construction of process variables from log‐files and an approach for empirical validation of their interpretation. The results suggest that students apply sourcing for different reasons, but also stress the need of further validation studies and refinements in the operationalization of the indicators investigated.
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spelling pubmed-67675972019-10-03 Validating process variables of sourcing in an assessment of multiple document comprehension Hahnel, Carolin Kroehne, Ulf Goldhammer, Frank Schoor, Cornelia Mahlow, Nina Artelt, Cordula Br J Educ Psychol Special Issue Articles BACKGROUND: With digital technologies, competence assessments can provide process data, such as mouse clicks with corresponding timestamps, as additional information about the skills and strategies of test takers. However, in order to use variables generated from process data sensibly for educational purposes, their interpretation needs to be validated with regard to their intended meaning. AIMS: This study seeks to demonstrate how process data from an assessment of multiple document comprehension can be used to represent sourcing, which summarizes activities for the consideration of the origin and intention of documents. The investigated process variables were created according to theoretical assumptions about sourcing, and systematically tested for differences between persons, units (i.e., documents and items), and properties of the test administration. SAMPLE: The sample included 310 German university students (79.4% female), enrolled in several bachelor's or master's programmes of the social sciences and humanities. METHODS: Regarding the hierarchical data structure, the hypotheses were analysed with generalized linear mixed models (GLMM). RESULTS: The results mostly revealed expected differences between individuals and units. However, unexpected effects of the administered order of units and documents were detected. CONCLUSIONS: The study demonstrates the theory‐informed construction of process variables from log‐files and an approach for empirical validation of their interpretation. The results suggest that students apply sourcing for different reasons, but also stress the need of further validation studies and refinements in the operationalization of the indicators investigated. John Wiley and Sons Inc. 2019-04-13 2019-09 /pmc/articles/PMC6767597/ /pubmed/30980396 http://dx.doi.org/10.1111/bjep.12278 Text en © 2019 The Authors. British Journal of Educational Psychology published by John Wiley & Sons Ltd on behalf of British Psychological Society This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Special Issue Articles
Hahnel, Carolin
Kroehne, Ulf
Goldhammer, Frank
Schoor, Cornelia
Mahlow, Nina
Artelt, Cordula
Validating process variables of sourcing in an assessment of multiple document comprehension
title Validating process variables of sourcing in an assessment of multiple document comprehension
title_full Validating process variables of sourcing in an assessment of multiple document comprehension
title_fullStr Validating process variables of sourcing in an assessment of multiple document comprehension
title_full_unstemmed Validating process variables of sourcing in an assessment of multiple document comprehension
title_short Validating process variables of sourcing in an assessment of multiple document comprehension
title_sort validating process variables of sourcing in an assessment of multiple document comprehension
topic Special Issue Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6767597/
https://www.ncbi.nlm.nih.gov/pubmed/30980396
http://dx.doi.org/10.1111/bjep.12278
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