Parenting Journal · Volume 1 · Issue 3 · Licensed source edition
How does human-AI collaboration task complexity affect employee work engagement? The roles of humble leadership and AI self-efficacy
Originally published 2026-02-10 · Frontiers in Psychology
Frontiers Media SA · DOI 10.3389/fpsyg.2026.1767967 ↗
AI / system type
Human–AI collaboration task complexity and AI self-efficacy
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: Human–AI collaboration task complexity and AI self-efficacy. The source-specific system and study design determine what can be inferred.
Why this reading matters
The reading brings task complexity, learning anxiety and humble leadership in AI collaboration into a concrete discussion of humane work during technological change. It offers three-wave matched employee survey evidence or analysis, not a promise of organizational or family benefit.
Workplace evidence
Work, care and the whole person.
The workplace lens is task complexity, learning anxiety and humble leadership in AI collaboration. Source setting or population: 497 employees in a human–AI collaboration 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 · Collaboration
How can a team make learning to work with AI feel manageable?
This three-wave matched employee survey examines task complexity, learning anxiety and humble leadership in AI collaboration. Its TRICK home is Collaboration, an editorial reading path rather than a claim that the paper tests the full framework.
Study context
497 employees in a human–AI collaboration study
Age / stage: Adult workplace context; no child age range inferred
Read with three questions
- How can a team make learning to work with AI feel manageable?
- What do this study’s design and population — 497 employees in a human–AI collaboration study — allow you to infer about another workplace?
- When considering task complexity, learning anxiety and humble leadership in AI collaboration, which decisions would need employee input before applying this reading to a working family’s circumstances?
Keep the limits in view
Time-lagged associations cannot establish that humble leadership causes less anxiety; complexity and AI self-efficacy may vary by occupation.
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.
Bolin Wang; Simeng Liu; Chenhao Luo (2026). How does human-AI collaboration task complexity affect employee work engagement? The roles of humble leadership and AI self-efficacy Frontiers in Psychology. https://doi.org/10.3389/fpsyg.2026.1767967
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.