Evidence map›Paper›PMID 41782151›Full record

ArticleBMC psychology2026

Your words, your conviction: The parallel mediation role of eWOM in the relationship between product involvement and purchase intention of smartwatches.

Gökhan Aydın, Gökçer Aydın, Burak Karababa, Oğuzhan Yılmaz, Yavuz Akkuş, Emre Belli

Abstract read
In one paragraph

Article in BMC psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

6 authors.

Gökhan AydınDepartment of Sports Management, Faculty of Sport Sciences, Atatürk University, Erzurum, Türkiye.
Gökçer AydınDepartment of Sports Management, Graduate School of Winter Sports and Sport Sciences, Atatürk University, Erzurum, Türkiye. gokceraydin00@gmail.com.
Burak KarababaDepartment of Physical Education and Sports, Faculty of Sport Sciences, Erzurum Technical University, Erzurum, Türkiye.
Oğuzhan YılmazDepartment of Sports Management, Graduate School of Winter Sports and Sport Sciences, Atatürk University, Erzurum, Türkiye.
Yavuz AkkuşDepartment of Physical Education and Sports, Faculty of Sport Sciences, Atatürk University, Erzurum, Türkiye.
Emre BelliDepartment of Sports Management, Faculty of Sport Sciences, Atatürk University, Erzurum, Türkiye.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionThis study explores the role of electronic word-of-mouth (eWOM) as a mediator in the relationship between product involvement and smartwatch purchase intention among student-athletes enrolled in faculties of sport sciences, with particular attention to whether different eWOM dimensions operate symmetrically or asymmetrically within this relationship. Focusing on student-athletes is theoretically relevant, as this group represents a high-involvement, performance-oriented segment of young consumers for whom wearable technologies are frequently adopted in training and health-related contexts.

methodsData were collected from 918 student-athletes studying at the Faculties of Sport Sciences at Atatürk University and Erzurum Technical University (Türkiye). Participants were actively engaged in amateur or professional sports and were enrolled across first- to fourth-year undergraduate programs. Validated scales were used to measure product involvement, eWOM, and purchase intention. Structural equation modeling (SEM) was employed to evaluate the adequacy of the measurement and structural models at the latent construct level, while mediation analyses were conducted using SPSS 27.0 and Hayes’ PROCESS Macro (Model 4) with bias-corrected bootstrapping to test simple and parallel mediation effects.

resultsResults showed that product involvement was positively associated with both eWOM and smartwatch purchase intention, and that eWOM was positively associated with purchase intention. Simple mediation analysis indicated that overall eWOM partially mediated the association between product involvement and purchase intention. Parallel mediation analysis further demonstrated that the indirect association was asymmetrically distributed across eWOM dimensions, such that only the Opinion Giving dimension exhibited a significant mediating effect (b = 0.089, 95% CI [0.050, 0.129]), whereas Opinion Seeking and Opinion Passing did not show significant indirect effects. The final model explained 48.1% of the variance in purchase intention.

conclusionThese findings underscore the central role of product involvement in shaping smartwatch purchase intentions among student-athletes and highlight Opinion Giving as the most influential eWOM pathway under conditions of high involvement. By demonstrating that eWOM dimensions do not contribute uniformly to intention formation, the study provides nuanced theoretical insights into the asymmetric functioning of eWOM behaviors and offers practical implications for marketing strategies in the wearable technology domain, particularly within sport-related consumption contexts.

Indexed as

AthletesConsumer BehaviorIntentionWearable Electronic DevicesAdolescentAdultFemaleHumansMaleStudentsYoung AdultElectronic word-of-mouth (eWOM)Product involvementPurchase intentionSmartwatchesStudent-athletes

Identifiers

PMID41782151
PMCPMC12977677

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.