# From scroll to sale: online media engagement predicts adolescents' online supplement purchases in a nationally representative cross-sectional study

**Authors:** Hayriye Gulec

PMC · DOI: 10.3389/fpsyg.2026.1722369 · Frontiers in Psychology · 2026-02-16

## TL;DR

This study shows that online media engagement influences adolescents' decisions to buy weight-loss and muscle-building supplements, with different effects for girls and boys.

## Contribution

The study identifies a new link between online media engagement and adolescent supplement purchases, highlighting gender-specific differences.

## Key findings

- 4.1% of adolescents purchased weight-loss products online, and 19.1% bought muscle-building products.
- Seeking weight- and fitness-related online information was linked to purchases of both product types.
- Internalizing appearance ideals was associated with muscle-building purchases but not weight-loss purchases.

## Abstract

Adolescents are increasingly exposed to online health information promoting supplements as quick solutions for weight management and muscle development, raising public health concerns.

This study investigated whether online media engagement—weight-and fitness-related information-seeking behaviors and the internalization of online appearance ideals—predicts adolescents' online purchasing of weight-loss and muscle-building products, with attention to differences between girls and boys.

A cross-sectional online survey was conducted among 1,526 Czech adolescents (50% girls) aged 13–18 years (M = 15.4, SD = 1.7). Measures included self-reported online weight- and fitness-related information-seeking behaviors, internalization of online appearance ideals (thin-ideal among girls; muscular ideal among boys), and online purchasing of weight-loss and muscle-building products. Hierarchical regression analyses were conducted separately for girls and boys, controlling for sociodemographic and body image variables.

Overall, 4.1% (63/1,521) purchased weight-loss and 19.1% (303/1,524) purchased muscle-building products online. For both girls and boys, greater engagement in seeking weight- and fitness-related information was associated with purchasing both product types. Internalization of online appearance ideals was significantly associated with muscle-building but not weight-loss product purchases.

Findings highlight a novel pathway through which online media may shape youth consumer choices, pointing to the need for media literacy and body image-informed strategies to promote safer decision-making.

## Full-text entities

- **Genes:** GH1 (growth hormone 1) [NCBI Gene 2688] {aka GH, GH-N, GHB5, GHN, IGHD1A, IGHD1B}
- **Diseases:** lose (MESH:D011504), weight (MESH:D015431), depression (MESH:D003866), Eating Disorder (MESH:D001068), muscle (MESH:D019042), body dysmorphic disorder (MESH:D057215), muscle building (MESH:D018877), gain muscle (MESH:D015430), Body (MESH:D001835), steroid misuse (MESH:D009293)
- **Chemicals:** Muscle-building (-), amino acids (MESH:D000596), creatine (MESH:D003401), steroids (MESH:D013256), HMB (MESH:C004961), dehydroepiandrosterone (MESH:D003687)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## References

56 references — full list in the complete paper: https://tomesphere.com/paper/PMC12951782/full.md

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Source: https://tomesphere.com/paper/PMC12951782