Article

Content Validation Using Natural Language Processing: A Comparative Examination of Models for Multi-Item and Single-Item Measures

2026-05-05

Abstract excerpt

<p>Content validation, the assessment of whether measurement items adequately capture their intended constructs, is essential to scale development in organizational research but remains resource-intensive when conducted through conventional human-rating procedures. Natural language processing (NLP) offers a scalable complement for estimating definitional correspondence and distinctiveness, yet no study has systema...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 4033cb9f-0b48-51f0-855a-f429c1f01e31
DOI: 10.31234/osf.io/g5sqz_v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Content Validation Using Natural Language Processing: A Comparative Examination of Models for Multi-Item and Single-Item MeasuresDOI 10.31234/osf.io/g5sqz_v1Read

Are LLMs better expert judges? Rethinking content validity assessment in the age of AISemantic proximity Read

Text Psychometrics: Assessing Psychological Constructs in Text Using Natural Language ProcessingSemantic proximity Read

A Computational Method to Reveal Psychological Constructs from Text DataSemantic proximity Read

Semantic Contextual Embedding for Domain-Specific Task Transfer in Large Language ModelsSemantic proximity Read

Enhancing Scale Development: Pseudo Factor Analysis of Language Embedding Similarity MatricesSemantic proximity Read

Proprietary and Open-Source Large Language Models on the Korean Pharmacist Licensing Examination: A Comparative Benchmarking StudySemantic proximity Read

The empirical structure of psychopathology is represented in large language modelsSemantic proximity Read

Can Large Language Models Help Augment English Psycholinguistic Datasets?Semantic proximity Read

Toward a Unified Perspective on Content AnalysisSemantic proximity Read

Towards automating the harmonization of diverse mental health scales: a comparison of large language models and human judgementsSemantic proximity Read