# Configuration analysis of crop-pollination service management: a novel insight from the theory of planned behavior

**Authors:** Hongkun Zhao, Yaofeng Yang, Yajuan Chen, Huyang Yu, Zhuo Chen, Zhenwei Yang, Munir Ahmad, Mehdi Rahimi, Mehdi Rahimi

PMC · DOI: 10.1371/journal.pone.0326226 · 2025-07-11

## TL;DR

This study explores how farmers' behaviors and factors like education and incentives influence crop-pollination service management to support sustainable agriculture.

## Contribution

A novel application of the theory of planned behavior to identify causal configurations for improving crop-pollination service management.

## Key findings

- Education level and agricultural acreage are positively correlated with crop-pollination service management.
- Three causal configurations enhance CPSM: AT & PBC, AT & Economic Incentive, and PBC & Economic Incentive.
- An optimal state of CPSM requires at least an economic incentive of $1900.27.

## Abstract

As the crisis of crop-pollination service increasingly gains global attention, improving crop-pollination service management (CPSM) has become a key challenge to achieve sustainable agriculture and safeguard food supply. Given that farmers are directly responsible for making decisions and managing agriculture, strategies for promoting CPSM should consider their perceptions, knowledge and role in enhancing pollination. A survey of 267 randomly selected smallholder farmers in Dengkou County was conducted to create and evaluate an integrated index for assessing on-farm pollination management among farmers, and to explore how key factors, grounded in the extending the theory of planned behavior (TPB), can influence their CPSM behaviors. The data is analyzed by using regression analysis, necessary condition analysis, fuzzy-set qualitative comparative analysis (NCA-fsQCA), and independent sample T test, and the findings reveal that education level and agricultural acreage are positively correlated with CPSM; there are three causal configurations to enhance CPSM: AT & PBC path, AT & Economic Incentive path, and PBC & Economic Incentive path; the contrasting effects of antecedent variables on different groups of principles of CPSM; the optimal state of CPSM requires at least Economic Incentive $1900.27. The findings provide practical implications for enhancing CPSM among different farmers through multi-pathways. This study can help to formulate CPSM strategies and increase farmers’ participation in pollinator-supporting behaviors in actual agricultural cultivation.

## Full-text entities

- **Genes:** DLAT (dihydrolipoamide S-acetyltransferase) [NCBI Gene 1737] {aka DLTA, E2, PBC, PDC-E2, PDCE2}
- **Diseases:** SN (MESH:D014717), Ahmad (MESH:C537449)
- **Chemicals:** NCA (-)
- **Species:** Helianthus annuus (common sunflower, species) [taxon 4232], watermelon [taxon 260674], Helianthus (sunflowers, genus) [taxon 4231], Homo sapiens (human, species) [taxon 9606], Solanum lycopersicum (tomato, species) [taxon 4081], Apis mellifera (bee, species) [taxon 7460]
- **Cell lines:** L564 — Homo sapiens (Human), Induced pluripotent stem cell (CVCL_JM98)

## Figures

19 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12251203/full.md

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Source: https://tomesphere.com/paper/PMC12251203