Parenting Journal · Volume 1 · Issue 3 · Licensed source edition
From AI adaptation to innovation: how leader AI crafting shapes employee innovative behavior
Originally published 2026-07-09 · Frontiers in Psychology
Frontiers Media SA · DOI 10.3389/fpsyg.2026.1847344 ↗
AI / system type
Leaders’ AI crafting and employee AI task dependence
Workplace evidenceExamines workers, organizations or AI at work. Participants are not necessarily parents; family benefits are not established by this evidence alone.
The AI connection
System or context examined: Leaders’ AI crafting and employee AI task dependence. The source-specific system and study design determine what can be inferred.
Why this reading matters
The reading brings leader AI crafting, self-efficacy and innovative behavior into a concrete discussion of humane work during technological change. It offers two-wave field survey and vignette experiment evidence or analysis, not a promise of organizational or family benefit.
Workplace evidence
Work, care and the whole person.
The workplace lens is leader AI crafting, self-efficacy and innovative behavior. Source setting or population: Technology-industry employees in a field survey plus participants in an AI-task-dependence vignette study. Parenting and child-development outcomes are not inferred from the workplace evidence.
Examines workers, organizations or AI at work. Participants are not necessarily parents; family benefits are not established by this evidence alone.
Editorial reading guide · Independence
How can a leader model learning with AI while leaving room for my judgment?
This two-wave field survey and vignette experiment examines leader AI crafting, self-efficacy and innovative behavior. Its TRICK home is Independence, an editorial reading path rather than a claim that the paper tests the full framework.
Study context
Technology-industry employees in a field survey plus participants in an AI-task-dependence vignette study
Age / stage: Adult workplace context; no child age range inferred
Read with three questions
- How can a leader model learning with AI while leaving room for my judgment?
- What do this study’s design and population — Technology-industry employees in a field survey plus participants in an AI-task-dependence vignette study — allow you to infer about another workplace?
- When considering leader AI crafting, self-efficacy and innovative behavior, which decisions would need employee input before applying this reading to a working family’s circumstances?
Keep the limits in view
The field sample’s sector limits transfer; scenario effects and real workplace behavior should be interpreted separately.
The text below is the original article’s licensed repository edition. Its wording is not rewritten. Use the Paper Agent beside the text to locate evidence; open the source for figures, tables and complete context.
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Original authorship, publication date, journal and DOI are preserved. This issue’s TRICK placement and reading questions are editorial additions, not claims made by the original authors.
Tianxing Pu; Ren Lei; Abdul Waheed Siyal; Yuanheng Li (2026). From AI adaptation to innovation: how leader AI crafting shapes employee innovative behavior Frontiers in Psychology. https://doi.org/10.3389/fpsyg.2026.1847344
Permissions checked against the saved article notice; repository publication notices screened 2026-11-05. This is not a new peer-review decision. The source authors and publishers are not represented as endorsing this issue.