Beneficial or harmful? The relationship between artificial intelligence usage and innovation behavior.

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Title: Beneficial or harmful? The relationship between artificial intelligence usage and innovation behavior.
Authors: Zhu, Enyi (AUTHOR), Yang, Yi (AUTHOR)
Source: Social Behavior & Personality: an international journal. Jun2026, Vol. 54 Issue 6, p1-10. 10p.
Subjects: Artificial intelligence, Learning, Digital literacy, Intrinsic motivation, Science education, Inventions
Abstract: The widespread adoption of artificial intelligence (AI) is revolutionizing education, prompting a thorough investigation into its impact on students' innovation behavior. Basing our research on cognitive evaluation theory, we conducted a two-wave survey with 557 students to explore the predictive link between use of AI in learning and innovation, incorporating digital efficacy as a mediator and AI literacy as a moderator. The results demonstrated a significant positive association between AI usage and innovation behavior, which was mediated by digital efficacy. However, although AI literacy strengthened the link between AI usage and digital efficacy for students with high (vs. low) literacy levels, it did not significantly alter the indirect pathway to innovation behavior. These findings extend the applicability of cognitive evaluation theory within the educational domain and provide empirical insights into the complex relationship between AI adoption and student innovation. [ABSTRACT FROM AUTHOR]
Copyright of Social Behavior & Personality: an international journal is the property of Scientific Journal Publishers Limited and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
Database: Psychology and Behavioral Sciences Collection
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DbLabel: Psychology and Behavioral Sciences Collection
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PubType: Academic Journal
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  Data: Beneficial or harmful? The relationship between artificial intelligence usage and innovation behavior.
– Name: Author
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  Data: <searchLink fieldCode="AR" term="%22Zhu%2C+Enyi%22">Zhu, Enyi</searchLink> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Yang%2C+Yi%22">Yang, Yi</searchLink> (AUTHOR)
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  Data: <searchLink fieldCode="JN" term="%22Social+Behavior+%26+Personality%3A+an+international+journal%22">Social Behavior & Personality: an international journal</searchLink>. Jun2026, Vol. 54 Issue 6, p1-10. 10p.
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  Data: <searchLink fieldCode="DE" term="%22Artificial+intelligence%22">Artificial intelligence</searchLink><br /><searchLink fieldCode="DE" term="%22Learning%22">Learning</searchLink><br /><searchLink fieldCode="DE" term="%22Digital+literacy%22">Digital literacy</searchLink><br /><searchLink fieldCode="DE" term="%22Intrinsic+motivation%22">Intrinsic motivation</searchLink><br /><searchLink fieldCode="DE" term="%22Science+education%22">Science education</searchLink><br /><searchLink fieldCode="DE" term="%22Inventions%22">Inventions</searchLink>
– Name: Abstract
  Label: Abstract
  Group: Ab
  Data: The widespread adoption of artificial intelligence (AI) is revolutionizing education, prompting a thorough investigation into its impact on students' innovation behavior. Basing our research on cognitive evaluation theory, we conducted a two-wave survey with 557 students to explore the predictive link between use of AI in learning and innovation, incorporating digital efficacy as a mediator and AI literacy as a moderator. The results demonstrated a significant positive association between AI usage and innovation behavior, which was mediated by digital efficacy. However, although AI literacy strengthened the link between AI usage and digital efficacy for students with high (vs. low) literacy levels, it did not significantly alter the indirect pathway to innovation behavior. These findings extend the applicability of cognitive evaluation theory within the educational domain and provide empirical insights into the complex relationship between AI adoption and student innovation. [ABSTRACT FROM AUTHOR]
– Name: AbstractSuppliedCopyright
  Label:
  Group: Ab
  Data: <i>Copyright of Social Behavior & Personality: an international journal is the property of Scientific Journal Publishers Limited and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.)
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RecordInfo BibRecord:
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      – Type: doi
        Value: 10.2224/sbp.15999
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      – Code: eng
        Text: English
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        PageCount: 10
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    Subjects:
      – SubjectFull: Artificial intelligence
        Type: general
      – SubjectFull: Learning
        Type: general
      – SubjectFull: Digital literacy
        Type: general
      – SubjectFull: Intrinsic motivation
        Type: general
      – SubjectFull: Science education
        Type: general
      – SubjectFull: Inventions
        Type: general
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      – TitleFull: Beneficial or harmful? The relationship between artificial intelligence usage and innovation behavior.
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            NameFull: Zhu, Enyi
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              M: 06
              Text: Jun2026
              Type: published
              Y: 2026
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              Value: 54
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            – TitleFull: Social Behavior & Personality: an international journal
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