Advancing Natural Language Processing in Educational Assessment

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Victoria Yaneva (National Board of Medical Examiners, USA) Matthias von Davier (Boston College, USA.)

Advancing Natural Language Processing in Educational Assessment

Victoria Yaneva (National Board of Medical Examiners, USA), Matthias von Davier (Boston College, USA.)

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English

Routledge
05 June 2023

Psychological theory & schools of thought; Examinations & assessment; Higher & further education, tertiary education; Teaching skills & techniques; Natural language & machine translation

Series: NCME APPLICATIONS OF EDUCATIONAL MEASUREMENT AND ASSESSMENT

Advancing Natural Language Processing in Educational Assessment examines the use of natural language technology in educational testing, measurement, and assessment. Recent developments in natural language processing (NLP) have enabled large-scale educational applications, though scholars and professionals may lack a shared understanding of the strengths and limitations of NLP in assessment as well as the challenges that testing organizations face in implementation. This first-of-its-kind book provides evidence-based practices for the use of NLP-based approaches to automated text and speech scoring, language proficiency assessment, technology-assisted item generation, gamification, learner feedback, and beyond. Spanning historical context, validity and fairness issues, emerging technologies, and implications for feedback and personalization, these chapters represent the most robust treatment yet about NLP for education measurement researchers, psychometricians, testing professionals, and policymakers.

The Open Access version of this book, available at www.taylorfrancis.com, has been made available under a Creative Commons Attribution-NonCommercial-No Derivatives 4.0 license.

Edited by: Victoria Yaneva (National Board of Medical Examiners USA), Matthias von Davier (Boston College, USA.)
Imprint: Routledge
Country of Publication: United Kingdom
Dimensions: Height: 254mm, Width: 178mm,
Weight: 453g
ISBN: 9781032203904
ISBN 10: 1032203900
Series: NCME APPLICATIONS OF EDUCATIONAL MEASUREMENT AND ASSESSMENT
Pages: 250
Publication Date: 05 June 2023
Audience: College/higher education , Professional and scholarly , Primary , Undergraduate
Format: Hardback
Publisher's Status: Active

Victoria Yaneva is Senior NLP Scientist at the National Board of Medical Examiners, USA. Matthias von Davier is Monan Professor of Education in the Lynch School of Education and Executive Director of TIMSS & PIRLS International Study Center at Boston College, USA.