Iota Reliability Concept of the Second Generation

In educational settings, analyzing textual data via content analysis is a popular research method. The data is a valuable source of information as it offers deep insights into learning and learning outcomes. In practice, it can be used to improve classroom diagnostics and instruction. Nowadays, tech...

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Главные авторы: Berding, Florian, Pargmann, Julia
Формат: Online
Язык:английский
Опубликовано: Logos Verlag Berlin 2023
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Online-ссылка:ONIX_20230123_9783832555818_23
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author Berding, Florian
Pargmann, Julia
author_browse Berding, Florian
Pargmann, Julia
author_facet Berding, Florian
Pargmann, Julia
author_sort Berding, Florian
collection Directory of Open Access Books
description In educational settings, analyzing textual data via content analysis is a popular research method. The data is a valuable source of information as it offers deep insights into learning and learning outcomes. In practice, it can be used to improve classroom diagnostics and instruction. Nowadays, technology such as learning analytics can be used for the same cause. For both purposes, reliable research instruments are needed. Content analysis, often the measure of choice, is required to meet quality criteria such as objectivity, reliability and validity. However, some of the reliability measures most frequently used have lately been discussed controversially, indicating that there is room for improvement. The first generation of the Iota concept caters to the idea of improved reliability measures for content analysis done by humans or artificial intelligences. In this book, the authors introduce a refined measure: The Iota concept of the second generation. In contrast to pre-existing measures, second generation Iota can for example a) provide insights into the reliability of every single category of a scale and how a coding scheme may produce bias, b) provide rules of thumb for evaluating content analysis and c) provide possibilities for data replication and error-corrected data. This book is structured as a guide for researchers that want to learn more about the mechanics and details of the Iota concept or use it as the reliability measure of choice in their research.
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spelling doab-20.500.12854ir-962932024-03-28T03:31:45Z Iota Reliability Concept of the Second Generation Berding, Florian Pargmann, Julia Content Analysis Artificial intelligence Reliability Social research Iota concept thema EDItEUR::G Reference, Information and Interdisciplinary subjects::GP Research and information: general::GPH Data science and analysis: general thema EDItEUR::J Society and Social Sciences::JH Sociology and anthropology::JHB Sociology::JHBC Social research and statistics thema EDItEUR::J Society and Social Sciences::JN Education::JND Educational systems and structures::JNDH Education: examinations and assessment thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics In educational settings, analyzing textual data via content analysis is a popular research method. The data is a valuable source of information as it offers deep insights into learning and learning outcomes. In practice, it can be used to improve classroom diagnostics and instruction. Nowadays, technology such as learning analytics can be used for the same cause. For both purposes, reliable research instruments are needed. Content analysis, often the measure of choice, is required to meet quality criteria such as objectivity, reliability and validity. However, some of the reliability measures most frequently used have lately been discussed controversially, indicating that there is room for improvement. The first generation of the Iota concept caters to the idea of improved reliability measures for content analysis done by humans or artificial intelligences. In this book, the authors introduce a refined measure: The Iota concept of the second generation. In contrast to pre-existing measures, second generation Iota can for example a) provide insights into the reliability of every single category of a scale and how a coding scheme may produce bias, b) provide rules of thumb for evaluating content analysis and c) provide possibilities for data replication and error-corrected data. This book is structured as a guide for researchers that want to learn more about the mechanics and details of the Iota concept or use it as the reliability measure of choice in their research. 2023-01-23T08:10:50Z 2023-01-23T08:10:50Z 2022 book ONIX_20230123_9783832555818_23 9783832555818 https://directory.doabooks.org/handle/20.500.12854/96293 eng Berufs- und Wirtschaftspädagogik image/jpeg Attribution-NonCommercial-NoDerivatives 4.0 International https://www.logos-verlag.de/cgi-bin/engbuchmid?isbn=5581&lng=eng&id= https://www.logos-verlag.de/ebooks/OA/978-3-8325-5581-8.pdf Logos Verlag Berlin Logos Verlag Berlin 10.30819/5581 10.30819/5581 04b263a1-7fba-4491-9eae-1c394ac42fc3 9783832555818 Logos Verlag Berlin 4 147 Berlin/Germany open access
spellingShingle Content Analysis
Artificial intelligence
Reliability
Social research
Iota concept
thema EDItEUR::G Reference, Information and Interdisciplinary subjects::GP Research and information: general::GPH Data science and analysis: general
thema EDItEUR::J Society and Social Sciences::JH Sociology and anthropology::JHB Sociology::JHBC Social research and statistics
thema EDItEUR::J Society and Social Sciences::JN Education::JND Educational systems and structures::JNDH Education: examinations and assessment
thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics
Berding, Florian
Pargmann, Julia
Iota Reliability Concept of the Second Generation
title Iota Reliability Concept of the Second Generation
title_full Iota Reliability Concept of the Second Generation
title_fullStr Iota Reliability Concept of the Second Generation
title_full_unstemmed Iota Reliability Concept of the Second Generation
title_short Iota Reliability Concept of the Second Generation
title_sort iota reliability concept of the second generation
topic Content Analysis
Artificial intelligence
Reliability
Social research
Iota concept
thema EDItEUR::G Reference, Information and Interdisciplinary subjects::GP Research and information: general::GPH Data science and analysis: general
thema EDItEUR::J Society and Social Sciences::JH Sociology and anthropology::JHB Sociology::JHBC Social research and statistics
thema EDItEUR::J Society and Social Sciences::JN Education::JND Educational systems and structures::JNDH Education: examinations and assessment
thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics
topic_facet Content Analysis
Artificial intelligence
Reliability
Social research
Iota concept
thema EDItEUR::G Reference, Information and Interdisciplinary subjects::GP Research and information: general::GPH Data science and analysis: general
thema EDItEUR::J Society and Social Sciences::JH Sociology and anthropology::JHB Sociology::JHBC Social research and statistics
thema EDItEUR::J Society and Social Sciences::JN Education::JND Educational systems and structures::JNDH Education: examinations and assessment
thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics
url ONIX_20230123_9783832555818_23
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