What does this research mean for the field?

A newly developed hierarchical scale comprising foundational cognition, deep interpretation, creative output, and value assessment provides a reliable and valid quantifiable instrument for evaluating the effectiveness of generative AI in designing museum cultural and creative products. Novelty: ClaimNovelty.METHODOLOGICAL. Consensus alignment: ConsensusAlignment.NEUTRAL.

What question did this study set out to answer?

This study aims to develop and validate a scale to evaluate the effectiveness of generative AI in museum product design.

July 16, 2026The Electronic Library

Development and preliminary validation of a scale for evaluating the effectiveness of generative AI in museum cultural and creative product design

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This study aims to develop and validate a scale to evaluate the effectiveness of generative AI in museum product design.
Used the Delphi method with expert interviews and surveys involving 22 experts to construct a scale.
Applied the scale to assess 516 artifacts in a Chinese national first-class museum.
Tested the reliability and validity of the scale through expert panel reviews.
Developed a hierarchical framework with four primary indicators and 35 tertiary indicators.
Demonstrated sound reliability with high validity for the scale in real museum settings.

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Implication

This randomized trial evaluates generative AI's effectiveness in designing cultural products, suggesting improvements for digital heritage.

Cite This Study

Yiting Zuo (2026) studied this question.

synapsesocial.com/papers/6a58752d2b46c88ba9ad1056 https://doi.org/10.1108/el-03-2026-0097

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Implication

This randomized trial evaluates generative AI's effectiveness in designing cultural products, suggesting improvements for digital heritage.

Development and preliminary validation of a scale for evaluating the effectiveness of generative AI in museum cultural and creative product design

Key Points

Discussion

Implication

Cite This Study

Development and preliminary validation of a scale for evaluating the effectiveness of generative AI in museum cultural and creative product design

Key Points

Discussion

Implication

Cite This Study

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