USING SYNTHETIC RESPONDERS FOR SCALE DEVELOPMENT IN INFORMATION SYSTEMS

This study explores the potential for using synthetic data in scale development knowledge in Information Systems (IS). If successful, the use of synthetic data can revolutionize how scholars conduct scale development, potentially eliminating the need to collect data from a human sample in the early stages of scale development. We use genAI tools (like GPT3.5) to generate synthetic responses to a previously validated IS measurement model and test whether correlation patterns can be replicated. Response patterns to validated scales could only be partially replicated. This calls for caution with respect to the use of synthetic responses use in scale development.

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Publication Details

Journal
Journal of the Association for Information Systems
Published
2025-06-18
Primary Topic
Information Systems Theories and Implementation
Type
article
Field-Weighted Citation Impact
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article

USING SYNTHETIC RESPONDERS FOR SCALE DEVELOPMENT IN INFORMATION SYSTEMS

Journal of the Association for Information Systems
Information Systems Theories and Implementation
article

USING SYNTHETIC RESPONDERS FOR SCALE DEVELOPMENT IN INFORMATION SYSTEMS

article en

Abstract

This study explores the potential for using synthetic data in scale development knowledge in Information Systems (IS). If successful, the use of synthetic data can revolutionize how scholars conduct scale development, potentially eliminating the need to collect data from a human sample in the early stages of scale development. We use genAI tools (like GPT3.5) to generate synthetic responses to a previously validated IS measurement model and test whether correlation patterns can be replicated. Response patterns to validated scales could only be partially replicated. This calls for caution with respect to the use of synthetic responses use in scale development.

Journal of the Association for Information Systems
NEOMA Business School (FR), Nova Southeastern University (US)
Openalex Percentile: Top 40%
Information Systems Theories and Implementation
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