Abstract
With the development of industrial civilisation, urban environmental problems are increasingly severe. However, Chinese urban residents' actual adoption level of pro-environment behaviours (PEBs) is still relatively low. In order to improve the residents' PEBs adoption, this paper combined the Theory of Planned Behaviour, the Norm Activation Model and the Attitude-Behaviour-Context theory into a holistic framework to explore the determinants of private-sphere PEBs. In this model, we assess the determinants of private-sphere PEBs from perspectives of intrapersonal and contextual factors and treat private-sphere PEBs as three different types of behaviours, namely environmental purchasing behaviours, environmental transport behaviours and conservation behaviours, rather than aggregated and undifferentiated construct or a single item behaviour. The model was tested empirically by primary data collected from 1,054 citizens in Beijing and Shanghai in China. The results indicate that intrapersonal factors, such as pro-environmental intentions and personal norms, are significant positive factors of private-sphere PEBs adoption; contextual constraints have negative direct effects on the three types of private-sphere PEBs adoption; contextual constraints act as a moderator between pro-environmental intentions and private-sphere PEBs, while the moderating effects are sensitive to the types of private-sphere PEBs. The findings contribute to a deeper understanding of residents' adoption of private-sphere PEBs and making more targeted policies accordingly.
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Notes
An exception is the Cronbach's alpha values of PBC, which is 0.696, close to 0.7, meets the minimum requirement.
References
Ajzen, I. (1985). From intentions to actions: A theory of planned behaviour. In P. Kuhl & D. Beckmann (Eds.), Action Control: From Cognition to Behavior (pp. 11–39). Springer.
Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision Processes, 50(2), 179–211.
Anable, J. (2005). “Complacent Car Addicts” or “Aspiring Environmentalists”? Identifying travel behaviour segments using attitude theory. Transport Policy, 12(1), 65–78.
Bamberg, S., & Möser, G. (2007). Twenty years after Hines, Hungerford, and Tomera: A new meta-analysis of psychosocial determinants of pro-environmental behaviour. Journal of Environmental Psychology, 27(1), 4–25.
Barr, S., Guilbert, S., Metcalfe, A., Riley, M., Robinson, G. M., & Tudor, T. L. (2013). Beyond recycling: An integrated approach for understanding municipal waste management. Applied Geography, 39, 67–77.
Begum, R. A., Siwar, C., Pereira, J. J., & Jaafar, A. H. (2009). Attitude and behavioral factors in waste management in the construction industry of Malaysia. Resources Conservation and Recycling, 53(6), 321–328.
Black, J. S., Stern, P. C., & Elworth, J. T. (1985). Personal and contextual influences on household energy adaptations. Journal of Applied Psychology, 70(1), 3–21.
Carfora, V., Caso, D., Sparks, P., & Conner, M. (2017). Moderating effects of pro-environmental self-identity on pro-environmental intentions and behaviour: A multi-behaviour study. Journal of Environmental Psychology, 53, 92–99.
Carrington, M. J., Neville, B. A., & Whitwell, G. J. (2010). Why ethical consumers don’t walk their talk: Towards a framework for understanding the gap between the ethical purchase intentions and actual buying behaviour of ethically minded consumers. Journal of Business Ethics, 97(1), 139–158.
Casaló, L. V., Escario, J., & Sanchezb, C. R. (2019). Analysing differences between different types of pro-environmental behaviors: Do attitude intensity and type of knowledge matter? Resources Conservation and Recycling, 149, 56–64.
Chin, W. W. (1998). The partial least squares approach to structural equationmodeling. In G. A. Marcoulides (Ed.), Modern methods for business research, Erlbaum. Mahwah.
Chin, W. W., Marcolin, B. L., & Newsted, P. R. (2003). A partial least squares latent variable modeling approach for measuring interaction effects: Results from a Monte Carlo simulation study and an electronic-mail emotion/adoption study. Information Systems Research, 14(2), 189–217.
Coelho, F., Pereira, M. C., Cruz, L., Simoes, P., & Barataet, E. (2017). Affect and the adoption of pro-environmental behaviour: A structural model. Journal of Environmental Psychology, 54, 127–138.
Cohen, J. (1988). Statistical Power Analysis for Behavioral Sciences. Lawrence Erlbaum.
Cohen, J. (1992). Statistical power analysis. Current Directions in Psychological Science, 1(3), 98–101.
De Groot, J. I., & Steg, L. (2009). Morality and pro-social behavior: The role of awareness, responsibility, and norms in the norm activation model. Journal of Social Psychology, 149(4), 425–449.
Degirmenci, K., & Breitner, M. H. (2017). Consumer purchase intentions for electric vehicles: Is green more important than price and range? Transportation Research Part d: Transport and Environment, 51, 250–260.
Donald, I. J., Cooper, S. R., & Conchie, S. M. (2014). An extended theory of planned behaviour model of the sychological factors affecting commuters’ transport mode use. Journal of Environmental Psychology, 40, 39–48.
Echegaray, F., & Hansstein, F. V. (2017). Assessing the intention-behavior gap in electronic waste recycling: The case of Brazil. Journal of Cleaner Production, 142(SI1), 180–190.
Eriksson, L., Garvill, J., & Nordlund, A. M. (2008). Acceptability of single and combined transport policy measures: The importance of environmental and policy specific beliefs. Transportation Research Part A, 42(8), 1117–1128.
Ertz, M., Karakas, F., & Sarigöllü, E. (2016). Exploring pro-environmental behaviors of consumers: An analysis of contextual factors, attitude, and behaviors. Journal of Business Research, 69(10), 3971–3980.
Fang, C., & Zhang, J. (2019). Users’ continued participation behavior in social Q&A communities: A motivation perspective. Computers in Human Behavior, 92, 87–109.
Farjam, M., Nikolaychuk, O., & Bravo, G. (2019). Experimental evidence of an environmental attitude-behavior gap in high-cost situations. Ecological Economics, 166, 106434.
Fornell, C., & Bookstein, F. L. (1982). Two structural equation models: LISREL and PLS applied to consumer exit-voice theory. Journal of Marketing Research, 19(4), 440–452.
Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 24(2), 337–346.
Gao, L., Wang, S., Li, J., & Li, H. (2017). Application of the extended theory of planned behavior to understand individual’s energy saving behavior in workplaces. Resources Conservation and Recycling, 127, 107–113.
Gardner, G. T., & Stern, P. C. (2002). Environmental Problems and Human Behavior (2nd ed.). Pearson Custom Publishing.
Gaspar, R. (2013). Understanding the reasons for behavioral failure: A process view of psychosocial barriers and constraints to pro-ecological behavior. Sustainability, 5(7), 2960–2975.
Gatersleben, B., Murtagh, N., & Abrahamse, W. (2014). Values, identity and pro-environmental behaviour. Contemp. Soc, 9, 374–392.
Geisser, S. (1974). A predictive approach to the random effects model. Biometrika, 61(1), 101–107.
Gifford, R. (2011). The dragons of inaction: Psychological barriers that limit climate change mitigation and adaptation. American Psychologist, 66(4), 290–302.
Gkargkavouzi, A., Halkos, G., & Matsiori, S. (2019). How do motives and knowledge relate to intention to perform environmental behavior? Assessing the mediating role of constraints. Ecological Economics, 165, 106394.
Gkargkavouzi, A., Halkos, G., & Matsioria, S. (2019b). Environmental behavior in a private-sphere context: Integrating theories of planned behavior and value belief norm, self-identity and habit. Resources Conservation and Recycling, 148, 145–156.
Guagnano, G. A., Stern, P. C., & Dietz, T. (1995). Influences on attitude-behavior relationships: A natural experiment with curbside recycling. Environment and Behavior, 27(5), 699–718.
Hage O, Sandberg K, Söderholm P, Berglund C. (2008). Household plastic waste collection in Swedish municipalities: a spatial-eonometric approach. In: Th Annual EAERE Conference in Gothenburg. Citeseer 25–28.
Hair, J. F., Ringle, C. M., & Sarstedt, M. (2011). PLS-SEM: indeed a silver bullet. Journal of Marketing Theory and Practice, 19(2), 39–151.
Hair, J. F., Jr., et al. (2014). Partial least squares structural equation modeling (PLS-SEM): An emerging tool in business research. European Business Review, 26(2), 106–121.
Hair, J. F., Jr., Hult, G. T. M., Ringle, C., & Sarstedt, M. (2017). A Primer on Partial Least Squares Structural quation Modeling (PLS-SEM) (2nd ed.). Sage Publications.
Han, L., Wang, S., Zhao, D., & Li, J. (2017). The intention to adopt electric vehicles: Driven by functional and non-functional values. Transportation Research Part A: Policy and Practice, 103, 185–197.
Han, H., Hsu, L., & Sheu, C. (2010). Application of the theory of planned behavior to green hotel choice: Testing the effect of environmental friendly activities. Tourism Management, 31(3), 325–334.
Han, H., Hwang, J., & Lee, M. J. (2017a). The value-belief-emotion-norm model: Investigating customers’ eco-friendly behavior. Journal of Travel and Tourism Marketing, 34(5), 590–607.
Hansla, A., Gamble, A., Juliusson, A., & G€arling T. . (2008). The relationships between awareness of consequences, environmental concern, and value orientations. Journal of Environmental Psychology, 28(1), 1–9.
Harland, P., Staats, H., & Wilke, A. M. (2007). Situational and personality factors as direct or personal norm mediated predictors of pro-environmental behavior: Questions derived from norm-activation theory. Basic and Applied Social Psychology, 29(4), 323–334.
Harland, P., Staats, H., & Wilke, H. A. M. (1999). Explaining proenvironmental intention and behavior by personal norms and the theory of planned behavior1. Journal of Applied Social Psychology, 29(12), 2505–2528.
Harman, D. (1967). A single factor test of common method variance. Journal of Psychology, 35(1967), 359–378.
He, X., & Zhan, W. (2018). How to activate moral norm to adopt electric vehicles in China? An empirical study based on extended norm activation theory. Journal of Cleaner Production, 172, 3546–3556.
Heath, Y., & Gifford, R. (2002). Extending the theory of planned behavior: Predicting the use of public transportation. Journal of Applied Social Psychology, 32(10), 2154–2189.
Heimlich, J., & Ardoin, N. (2008). Understanding behavior to understand behavior change:A literature review. Environmental Education Research, 14(3), 215–237.
Hiratsuka, J., Perlaviciute, G., & Steg, L. (2018). Testing VBN theory in Japan: Relationships between values, beliefs, norms, and acceptability and expected effects of a car pricing policy. Transportation Research Part F: Traffic Psychology and Behaviour, 53, 74–83.
Homburg, A., & Stolberg, A. (2006). Explaining pro-environmental behavior with a cognitive theory of stress. Journal of Environmental Psychology, 26(1), 1–14.
Hsieh, J. J. P., Rai, A., & Keil, M. (2008). Understanding digital inequality: Comparing continued use behavioral models of the socio-economically advantaged and disadvantaged. MIS Quart, 32(1), 97–126.
Huang, L., Wen, Y., & Gao, J. (2020). What ultimately prevents the pro-environmental behavior? An in-depth and extensive study of the behavioral costs. Resources, Conservation and Recycling, 158, 104747.
Huang, H. (2016). Media use, environmental beliefs, self-efficacy, and pro-environmental behavior. Journal of Business Research, 69(6), 2206–2212.
Hunecke, M., Blobaum, A., Matthies, E., & Hoger, R. (2001). Responsibility and environment: Ecological norm orientation and external factors in the domain of travel mode choice behavior. Environment and Behavior, 33(6), 830–852.
Hunter, L. M., Hatch, A., & Johnson, A. (2004). Cross-national gender variation in environmental behaviors. Soc. Sci. Quart., 85(3), 677–694.
Jääskeläinen, A., Schiele, H., et al. (2020). Getting the best solution from a supplier – A social capital perspective. Journal of Purchasing and Supply Management, 26(5), 100648.
Kaiser, F. G., & Gutscher, H. (2003). The proposition of a general version of the theory of planned behavior: Predicting ecological behavior. Journal of Applied Social Psychology, 33(3), 586–603.
Karp, D. G. (1996). Values and their effect on pro-environmental behavior. Environment and Behavior, 28(1), 111–133.
Kim, S. H., & Seock, Y. (2019). The roles of values and social norm on personal norms and pro-environmentally friendly apparel product purchasing behavior: The mediating role of personal norms. Journal of Retailing and Consumer Services, 51, 83–90.
Klöckner, C. A. (2013). A comprehensive model of the psychology of environmental behavior—a meta-analysis. Global Environmental Change-Human and Policy Dimensions, 23(5), 1028–1038.
Kollmuss, A., & Agyeman, J. (2002). Mind the gap: Why do people act environmentally and what are the barriers to pro-environmental behavior? Environmental Education Research, 8(3), 239–260.
Larson, L. R., Stedman, R. C., Cooper, C. B., & Decke, D. J. (2015). Understanding the multidimensional structure of pro-environmental behavior. Journal of Environmental Psychology, 43, 112–124.
Li, D., Zhao, L., Ma, S., Shao, S., & Zhang, L. (2019). What influences an individual’s pro-environmental behavior? A literature review. Resources Conservation and Recycling, 146, 28–34.
Li, L., Gu, Y., Ge, X., Yang, Y., Cai, H., Hang, J., & Zhang, J. (2018). Exploring the residents’ intention to separate MSW in Beijing and understanding the reasons: An explanation by extended VBN theory. Sustainable Cities and Society, 37, 637–648.
Liobikienė, G., & Juknys, R. (2016). The role of values, environmental risk perception, awareness of consequences, and willingness to assume responsibility for environmentally-friendly behaviour: The Lithuanian case. Journal of Cleaner Production, 112(4), 3413–3422.
Lobato, N. C., Villegas, E. A., & Mansur, M. B. (2015). Management of solid wastes from steelmaking and galvanising processes: A brief review. Resources Conservation and Recycling, 102, 49–57.
López-Mosquera, N., Lera-López, F., & Sánchezcet, M. (2015). Key factors to explain recycling, car use and environmentally responsible purchase behaviors: A comparative perspective. Resources Conservation and Recycling, 99, 29–39.
Lu, H., Liu, X., et al. (2017b). Who contributed to “corporation green” in China? A view of public- and private-sphere pro-environmental behavior among employees. Resources, Conservation and Recycling, 120, 166–175.
Lu, H., Liu, X., Chen, H., Long, R., & Yue, T. (2017a). Who contributed to “corporation green” in China? A view of public- and private-sphere pro-environmental behavior among employees. Resources Conservation and Recycling, 120, 166–175.
Mancha, R. M., & Yoder, C. Y. (2015). Cultural antecedents of green behavioral intent: An environmental theory of planned behavior. Journal of Environmental Psychology, 43, 145–154.
Matthies, E., Selge, S., & Klöckner, C. (2012). The role of parental behaviour for the development of behaviour specific environmental norms – The example of recycling and re-use behaviour. Journal of Environmental Psychology, 32(3), 277–284.
Miao, L., & Wei, W. (2013). Consumers’ pro-environmental behavior and the underlying motivations: a comparison between household and hotel settings. International Journal of Hospitality Management, 32, 102–112.
Moghimehfar, F., & Halpenny, E. A. (2016). How do people negotiate through their constraints to engage in pro-environmental behavior? A study of front-country campers in Alberta, Canada. Tourism Management, 57, 362–372.
Mohamed, M., Higgins, C., Ferguson, M., & Kanaroglouet, P. (2016). Identifying and characterising potential electric vehicle adopters in Canada: A two-stage modelling approach. Transport Policy, 52, 100–112.
Noppers, E. H., Keizer, K., Bolderdijk, J., & Steg, L. (2014). The adoption of sustainable innovations: Driven by symbolic and environmental motives. Global Environmental Change-Human and Policy Dimensions, 25, 52–62.
Nordlund, A. M., & Garvill, J. (2003). Effects of values, problem awareness, and personal norm on willingness to reduce personal car use. Journal of Environmental Psychology, 23(4), 339–347.
Nunnally, J. C. (1978). Psychometric theory (2nd ed.). McGraw-Hill.
Onwezen, M. C., Antonides, G., & Bartels, J. (2013). The norm activation model: An exploration of the functions of anticipated pride and guilt in pro-environmental behaviour. Journal of Economic Psychology, 39, 141–153.
People's Daily online: "citizens' ecological environment behavior investigation report (2020). http://env.people.com.cn/n1/2020/0714/c1010-31782772.html., 2020–07–14
Podsakoff, P. M., MacKenzie, S. B., Podsakoff, N. P., & Lee, J. Y. (2003). Common method biases in behavioral research: A critical review of the literature and recommended remedies. Journal of Applied Psychology, 88(5), 879–903.
Poortinga, W., Steg, L., & Vlek, C. (2004). Values, environmental concern, and environmental behavior: a study into household energy use. Environment and Behavior, 36(1), 70–93.
Pouta, E., & Rekola, M. (2001). The theory of planned behavior in predicting willingness to pay for abatement of forest regeneration. Society & Natural Resources, 14(2), 93–106.
Ramayah, T., Lee, J. W. C., & Mohamad, O. (2010). Green product purchase intention: Some insights from a developing country. Resources Conservation and Recycling, 54(12), 1419–1427.
Richter, N. F., Cepeda, G., Roldán, J. L., & Ringle, C. M. (2016). European management research using partial least squares structural equation modeling (PLS-SEM). European Management Journal, 34(6), 589–597.
Sarstedt, M., Ringle, C., Smith, D., Reams, R., & Hair, J. (2014). Partial least squares structural equation modeling (PLS-SEM): A useful tool for family business researchers. Journal of Family Business Strategy, 5(1), 105–115.
Schmitt, M. T., Aknin, L. B., Jonn, Axsen, & Shwomcet, R. L. (2018). Unpacking the relationships between pro-environmental behavior, life satisfaction, and perceived ecological threat. Ecological Economics, 143, 130–140.
Schwartz, S. H. (1977). Normative influences on altruism. In L. Berkowitz (Ed.), Advances in Experimental Social Psychology, 10 (pp. 221–279). Academic Press.
Schwartz, S. H., & Howard, J. A. (1980). Explanations of the moderating effect of responsibility denial on the personal norm-behavior relationship. Social Psychology Quarterly, 43(4), 441–446.
Schwarz, A., Rizzuto, T., Carraher-Wolverton, C., Roldan, J. L., & Barrera-Barrera, R. (2017). Examining the impact and detection of the “Urban Legend” of common method bias. Data Base for Advances in Information Systems, 48(1), 93–118.
Si, H., Shi, J., Tang, D., Wu, G., & Lan, J. (2020). Understanding intention and behavior toward sustainable usage of bike sharing by extending the theory of planned behavior. Resources Conservation and Recycling, 152, 1–10.
Spash, C. L., Urama, K., Burton, R., Kenyon, W., Shannon, P., & Hill, G. (2009). Motives behind willingness to pay for improving biodiversity in awater ecosystem: Economics, ethics and social psychology. Ecological Economics, 68(4), 955–964.
Steg, L., Bolderdijk, J. W., Keizer, K., & Perlaviciute, G. (2014). An integrated framework for encouraging pro-environmental behaviour: the role of values, situational factors and goals. Journal of Environmental Psychology, 38(3), 104–115.
Steg, L., & De Groot, J. (2010). Explaining pro-social intentions: Testing causal relationships in the norm activation model. British Journal of Social Psychology, 49(Pt 4), 725–743.
Steg, L., & Vlek, C. (2009). Encouraging pro-environmental behaviour: An integrative review and research agenda. Journal of Environmental Psychology, 29(3), 309–317.
Stern, P. C. (1999). Information, incentives, and proenvironmental consumer behavior. Journal of Consumer Policy, 22(4), 461–478.
Stern, P. C. (2000). New environmental theories: Toward a coherent theory of environmentally significant behavior. Journal of Social Issues, 56(3), 407–424.
Stern, P. C., Dietz, T., Abel, T., Guagnano, G. A., & Kalof, L. (1999). A value-belief-norm theory of support for social movements: The case of environmentalism. Human Ecology Review, 6(2), 81–97.
Stone, M. (1974). Cross-validatory choice and assessment of statistical predictions. Journal of the Royal Statistical Society, 36, 111–147.
Tan, C. S., Ooi, H. Y., & Goh, Y. N. (2017). A moral extension of the theory of planned behavior to predict consumers’ purchase intention for energy-efficient household appliances in Malaysia. Energy Policy, 107, 459–471.
Tanner, C. (1999). Constraints on environmental behavior. Journal of Environmental Psychology, 19(2), 145–157.
Thøgersen, J. (1996). Recycling and morality—a critical review of the literature. Environment and Behavior, 28(4), 546–558.
Thøgersen, J. (2009). The motivational roots of norms for environmentally responsible behaviour. Basic and Applied Social Psychology, 31(4), 348–362.
Tian, H., Zhang, J., & Li, J. (2019). The relationship between pro-environmental attitude and employee green behavior: The role of motivational states and green work climate perceptions.". Environmental Science and Pollution Research International, 27(7), 7341–7352.
Truelove, H., Barnes, , et al. (2018). Perception of pro-environmental behavior. Global Environmental Change: Human and Policy Dimensions, 49, 175–185.
Turaga, R. M., Howarth, R. B., & Borsuk, M. E. (2010). Pro-environmental behavior Rational choice meets moral motivation. Annals of the New York Academy of Sciences, 1185(1), 211–224.
Vinzi, V. E., Trinchera, L., & Amato, S. (2010). Handbook of partial least squares (pp. 47–82). Handbook of Partial Least quares.
Wall, R., Devine-Wright, P., & Mill, G. (2007). Comparing and combining theories to explain proenvironmental intentions: The case of commuting-mode choice. Environment and Behavior, 39(6), 731–753.
Wan, C., Shen, G. Q., & Choi, S. (2017). Experiential and instrumental attitudes: Interaction effect of attitude and subjective norm on recycling intention. Journal of Environmental Psychology, 50, 69–79.
Webb, D., Soutar, G. N., Mazzarol, T., & Saldaris, P. (2013). Self-determination theory and consumer behavioural change: evidence from a household energy-saving behaviour study. Journal of Environmental Psychology, 35, 59–66.
Wittenberg, I., Blöbaum, A., & Matthies, E. (2018). Environmental motivations for energy use in P.V. households: Proposal of a modified norm activation model for the specific context of P.V. households. Journal of Environmental Psychology, 55, 110–120.
Wold, H. (1982). Soft modeling: the basic design and some extensions. In K. G. Joreskog & H. Wold (Eds.), Systems under Indirect Observation, Part 2. North-Holland.
Wynne, C. W. (1998). Issues and opinion on structural equation modelling. Management Information Systems Quarterly, 22(1), 1–8.
Xu, L., Zhang, X., & Ling, M. (2018). Pro-environmental spillover under environmental appeals and monetary incentives: Evidence from an intervention study on household waste separation. Journal of Environmental Psychology, 60, 27–33.
Zahedi, S., Batista-Foguet, J. M., & Wunnik, L. (2019). Exploring the public’s willingness to reduce air pollution and greenhouse gas emissions from private road transport in Catalonia. Science of The Total Environment, 646(1660), 850–861.
Zhang, B., Lai, K., Wang, B., & Wang, Z. (2019). From intention to action: How do personal attitudes, facilities accessibility, and government stimulus matter for household waste sorting? Journal of Environmental Management, 233, 447–458.
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This research was supported by the (Ministry of Education in China) Project of Humanities and Social Sciences (Grant nos. 18YJAZH055).
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Yuanhong LIAO designed of framework of the paper and analysed and interpreted the data. Weihong YANG designed the questionnaire and conducted the survey. All authors read and approved the final manuscript.
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Liao, Y., Yang, W. The determinants of different types of private-sphere pro-environmental behaviour: an integrating framework. Environ Dev Sustain 24, 8566–8592 (2022). https://doi.org/10.1007/s10668-021-01800-7
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DOI: https://doi.org/10.1007/s10668-021-01800-7