Evidence map›Paper›PMID 40001758›Full record

ArticleBehavioral sciences (Basel, Switzerland)2025

The Effects of Hotel Employees' Attitude Toward the Use of AI on Customer Orientation: The Role of Usage Attitudes and Proactive Personality.

Peng Wang, Yong Hou

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. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

2 authors.

Peng WangSchool of Economics and Management, Weifang University of Science and Technology, Weifang 262700, China.
Yong HouSchool of Economics and Management, Weifang University of Science and Technology, Weifang 262700, China.ORCID 0009-0003-2980-3114

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Along with the development and application of artificial intelligence technology, intelligent services are also emerging in the travel industry. Especially in the tourism and hotel industry, many organizations have started to introduce AI to assist their employees. The purpose of this study is to explore the effects of employees' perceived usefulness and perceived ease of use of AI on customer orientation, and further analyze the mediating role of attitudes toward use and the moderating role of a proactive personality. A questionnaire was administered to hotel employees in Liaoning Province, China, and hypothesis testing was conducted using SPSS 24.0 and AMOS 22.0. It was found that the perceived usefulness and perceived ease of use significantly and positively influenced usage attitudes and customer orientation. The usage attitudes mediated between perceived usefulness/perceived ease of use and customer orientation. Proactive personality moderated the effects of perceived usefulness and perceived ease of use on usage attitudes. This study not only theoretically enriches the research related to technology acceptance modeling, but also practically provides suggestions for hotel managers to manage their employees after the introduction of AI.

Indexed as

customer orientationperceived ease of useperceived usefulnessproactive personalitytechnology acceptance model

Identifiers

PMID40001758
PMCPMC11851996

What OpenQuestion holds

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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 OpenQuestion graph.