Evidence map›Paper›PMID 41634631›Full record

ArticleBMC public health2026

Market-driven fitness instruction: transforming the role of personal trainers in health promotion practices.

Ziyi Xie, Zhizhuang Duan

Abstract read
In one paragraph

Article in BMC public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

2 authors.

Ziyi XieFaculty of Humanities and Social Science, Macao Polytechnic University, Macao, China.ORCID http://orcid.org/0009-0007-6717-7803
Zhizhuang DuanXingzhi College, Zhejiang Normal University, Jinhua, China. 105009342@qq.com.ORCID http://orcid.org/0000-0003-4880-457X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPersonal trainers play a crucial role in the health promotion system by guiding the public in scientific exercise. This study aims to examine how the removal of mandatory occupational certification reshapes the professional structure, labor relations, and health promotion functions of personal trainers within a market-driven fitness industry.

methodsThis study adopts a tripartite perspective encompassing labor, capital, and consumers, and uses participant observation alongside semi-structured interviews with 42 participants to explore how, following the removal of mandatory occupational certification for personal trainers at the policy level, market mechanisms reshape labor relations and professional structures among personal trainers through interactions between consumers and gym operators, and to analyze the impact of this transformation on health promotion practices.

resultsThe findings indicate that the national policy of abolishing mandatory occupational certification for personal trainers shifted control of the fitness industry back to the market. In this context, consumers’ demand for low-professional but highly emotional fitness guidance increasingly shapes the work content of personal trainers. Gym operators, in turn, translate these consumer demands into specific work requirements for trainers, effectively restructuring the labor relations between commercial fitness venues and personal trainers in practice. In this process, the erosion of trainers’ professional expertise not only undermines the scientific rigor and effectiveness of fitness instruction but also weakens the social foundation of health promotion.

conclusionsThis study provides a new perspective for understanding the structural challenges faced by health promotion under market-oriented conditions and offers important empirical evidence to inform policy regulation of the fitness industry.

Indexed as

Health PromotionPhysical Education and TrainingAdultCertificationFemaleHumansInterviews as TopicMaleQualitative ResearchFitness industryHealth promotionLabor relationsPersonal trainerProfessionalization

Identifiers

PMID41634631
PMCPMC12964801

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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.