# What drives people to play pickleball? A mixed-methods study using SEM and fsQCA

**Authors:** Wenzhe Huang, Duxiang Xiao, Bojin Cheng

PMC · DOI: 10.3389/fpsyg.2026.1740931 · Frontiers in Psychology · 2026-02-10

## TL;DR

This study explores why people choose to play pickleball, using a combination of theories and methods to understand the factors that influence their decision.

## Contribution

The study introduces exercise motivation as a new antecedent in the Theory of Planned Behavior for predicting pickleball participation.

## Key findings

- Exercise motivation significantly influences behavioral intention to play pickleball.
- Attitude and perceived behavioral control mediate the relationship between motivation and intention, but subjective norm does not.
- Two distinct configurations for high behavioral intention were identified, with a positive attitude being a core condition.

## Abstract

This study aims to elucidate the pathways through which behavioral intention for pickleball participation is formed among the general public (i.e., individuals excluding professional or competitive athletes) and to analyze the decision-making mechanisms underlying participation.

Grounded in the Theory of Planned Behavior (TPB), this research introduces exercise motivation as an antecedent variable. Based on a survey of 315 pickleball participants, it employs a mixed-methods approach combining Structural Equation Modeling (SEM) and fuzzy-set Qualitative Comparative Analysis (fsQCA) to empirically examine the influencing factors, pathways, and causal configurations of participation intention.

(1) Exercise motivation significantly and positively influences behavioral intention; (2) Attitude and perceived behavioral control fully mediate the relationship between exercise motivation and behavioral intention, whereas the mediating role of subjective norm is not significant; (3) The inclusion of exercise motivation effectively enhances the explanatory power of the extended TPB model in predicting behavioral intention; (4) fsQCA identifies two distinct configurations sufficient for triggering high behavioral intention, with a positive attitude serving as a core condition in both.

This study broadens the application boundaries of TPB in the context of sports participation and enriches the research on the psychological mechanisms of public participation in pickleball. Using the case of China, it provides theoretical support and practical guidance for promoting and popularizing pickleball in regions where the sport is in its early stages of development.

## Full-text entities

- **Diseases:** anxiety (MESH:D001007)
- **Chemicals:** fsQCA (-)
- **Species:** Tetrastichus ennis (species) [taxon 2931463], Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** H9 — Homo sapiens (Human), Sezary syndrome, Cancer cell line (CVCL_1240)

## Full text

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## Figures

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## References

46 references — full list in the complete paper: https://tomesphere.com/paper/PMC12929511/full.md

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Source: https://tomesphere.com/paper/PMC12929511