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Structural Equation Modeling for Analyzing Pro-Environmental Behavior in Switzerland

Author

Listed:
  • Emilio Cedrún-Vázquez

    (Facultad de Ciencias Económicas y Empresariales, Universidad Panamericana, Álvaro del Portillo 49, Zapopan 45010, Jalisco, Mexico)

  • Juan E. Núñez-Ríos

    (Facultad de Ciencias Económicas y Empresariales, Universidad Panamericana, Álvaro del Portillo 49, Zapopan 45010, Jalisco, Mexico)

  • Jacqueline Y. Sánchez-García

    (Facultad de Ciencias Económicas y Empresariales, Universidad Panamericana, Álvaro del Portillo 49, Zapopan 45010, Jalisco, Mexico)

  • Guillermo Sosa-Gómez

    (Facultad de Ciencias Económicas y Empresariales, Universidad Panamericana, Álvaro del Portillo 49, Zapopan 45010, Jalisco, Mexico)

  • Omar Rojas

    (Facultad de Ciencias Económicas y Empresariales, Universidad Panamericana, Álvaro del Portillo 49, Zapopan 45010, Jalisco, Mexico)

Abstract

Using data from Round 11 of the European Social Survey, covering Switzerland, this article employs Structural Equation Modeling to investigate the associations between psychosocial factors and pro-environmental behavior. Based on the Theory of Planned Behavior, which integrates subjective norms, perceived behavioral control, and attitudes to predict behavioral intentions and actual pro-environmental behaviors. The findings reveal that perceived social norms are strong predictors of pro-environmental behavioral intentions, illustrating the power of expectations from other people on the propensity to act sustainably. However, the effects of attitudes toward the environment and perceived behavioral control on behavioral intention were minimal or unobserved. It indicates that respondents may support environmental and sustainability issues, but this is often not matched by strong intentions to act. Additionally, the perceived control over pro-environmental behavior does not directly affect actual behavior. This suggests that external barriers may prevent individuals from performing sustainable behavior, even if they are motivated. The measurement invariance across gender groups was also examined in the study, which is essential to confirm the equivalence of measurements, and observed differences in latent variables could not be an artifact due to potential measurement bias. The findings suggest that subjective norms and pro-environmental behaviors are more likely to be higher among women, while men scored higher on perceived control. This indicates that women internalize social expectations stronger than men do to act, but for men, they feel able to act, but this confidence does not imply action. This research focuses on the significance of social influences in ecologically friendly action and on the discrepancies between intention and behavior. This study adds to our understanding of the determinants of pro-environmental behavior, providing relevant insights for policymakers to inform more effective interventions that close the gap between awareness and action.

Suggested Citation

  • Emilio Cedrún-Vázquez & Juan E. Núñez-Ríos & Jacqueline Y. Sánchez-García & Guillermo Sosa-Gómez & Omar Rojas, 2025. "Structural Equation Modeling for Analyzing Pro-Environmental Behavior in Switzerland," Sustainability, MDPI, vol. 17(8), pages 1-31, April.
    • Handle: RePEc:gam:jsusta:v:17:y:2025:i:8:p:3624-:d:1636561
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    References listed on IDEAS

    as
    1. Piotr Tarka, 2018. "An overview of structural equation modeling: its beginnings, historical development, usefulness and controversies in the social sciences," Quality & Quantity: International Journal of Methodology, Springer, vol. 52(1), pages 313-354, January.
    2. Shazia Kousar & Muhammad Afzal & Farhan Ahmed & Štefan Bojnec, 2022. "Environmental Awareness and Air Quality: The Mediating Role of Environmental Protective Behaviors," Sustainability, MDPI, vol. 14(6), pages 1-20, March.
    3. Ricci, Elena Claire & Banterle, Alessandro & Stranieri, Stefanella, 2018. "Trust to Go Green: An Exploration of Consumer Intentions for Eco-friendly Convenience Food," Ecological Economics, Elsevier, vol. 148(C), pages 54-65.
    4. Valmohammadi, Changiz & Roshanzamir, Shervin, 2015. "The guidelines of improvement: Relations among organizational culture, TQM and performance," International Journal of Production Economics, Elsevier, vol. 164(C), pages 167-178.
    5. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    6. Cass Sunstein, 2014. "Nudging: A Very Short Guide," Journal of Consumer Policy, Springer, vol. 37(4), pages 583-588, December.
    7. Mihai Marian & Dragos Darabaneanu & Florentina Chirodea & Constantin Toca, 2022. "Analysis of Social Support as an Argument for the Sustainable Construction of the European Community Space," Sustainability, MDPI, vol. 14(12), pages 1-20, June.
    8. Ching-Hsun Chang, 2011. "The Influence of Corporate Environmental Ethics on Competitive Advantage: The Mediation Role of Green Innovation," Journal of Business Ethics, Springer, vol. 104(3), pages 361-370, December.
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