Evidence map›Paper›PMID 41464084›Full record

ArticleBehavioral sciences (Basel, Switzerland)2025

The Impact of Entrepreneurs' AI Literacy on Entrepreneurial Resilience: The Role of AI Anxiety and Social Support.

Yirong Liu, Haiqing Hu, Weiwei Kong

Abstract read
In one paragraph

Article in Behavioral sciences (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Yirong LiuSchool of Economics and Management, Xi'an University of Technology, Xi'an 710054, China.
Haiqing HuSchool of Economics and Management, Xi'an University of Technology, Xi'an 710054, China.
Weiwei KongSchool of Economics and Management, Xi'an University of Technology, Xi'an 710054, China.

Funding

Key Soft Science Research Projects of Xi'an Science and Technology Bureau 21RKYJ0009Key Soft Science Research Projects of Xi'an Science and Technology Bureau 23RKYJ0001Key Soft Science Research Projects of Xi'an Science and Technology Bureau 25RKYJ0002National Natural Science Foundation of China 71372173National Natural Science Foundation of China 71672144National Natural Science Foundation of China 72072144Sanqin Talent Special Support Program for Leading Talents in Philosophy, Social Sciences, and Cultural Arts 105-253062401Shaanxi Provincial Soft Science Research Program under the Innovation Capability Support Plan 2019KRZ007Shaanxi Provincial Soft Science Research Program under the Innovation Capability Support Plan 2021KRM183Shaanxi Provincial Soft Science Research Program under the Innovation Capability Support Plan 2024ZC-YBXM-031Shaanxi Provincial Soft Science Research Program under the Innovation Capability Support Plan 2025WZ-YBXM-18
6 · The paper itself

Abstract

In the contemporary entrepreneurial environment increasingly shaped by artificial intelligence, the Artificial intelligence (AI) literacy of entrepreneurs plays an essential role in enhancing entrepreneurial resilience. However, the underlying mechanisms that explain this relationship remain inadequately explored. Grounded in the Conservation of Resources (COR) theory, this study examines the effect of entrepreneurs' AI literacy on entrepreneurial resilience, specifically assessing the mediating effect of AI anxiety and the moderating effect of social support. Data were obtained from 330 Chinese entrepreneurs using a two-wave survey design. The analysis revealed a significant positive association between AI literacy and entrepreneurial resilience. Furthermore, AI anxiety mediates this relationship, suggesting that AI literacy enhances entrepreneurial resilience by alleviating AI anxiety. Moreover, all three forms of social support were found to buffer the negative effect of AI anxiety on resilience. Notably, the moderating effects of subjective support and support utilization are significantly stronger than those of objective support, highlighting the distinct roles of different support types. These findings deepen theoretical insight into the psychological pathways linking AI literacy to resilience and offer practical guidance for entrepreneurs in the AI era.

Indexed as

AI anxietyAI literacyconservation of resources theoryentrepreneurial resiliencesocial support

Identifiers

PMID41464084
PMCPMC12729430

What Socratic holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.