Sustainable Paper Consumption: Exploring Behavioral Factors
Abstract
:1. Introduction
2. The Theoretical Framework
3. Method
3.1. Sample
Attribute | ||
---|---|---|
Age | Mean (year) | SD (year) |
19.9 | 2.2 | |
Gender | N | Percentage (%) |
Male Female | 141 125 | 53 47 |
Education Level Undergraduate 1st year 2nd year 3rd year and above Graduate 1st year 2nd year | 244 1 115 128 22 10 12 | 92.7 0.4 43.2 48.1 8.3 3.8 4.5 |
3.2. Questionnaire
4. Results
B | SE | Beta | p | R2 | |
---|---|---|---|---|---|
BEH INT | −0.262 | 0.149 | −0.287 | 0.077 ms | |
BEH HAB | 0.531 | 0.115 | 0.678 | <0.001 *** | |
BEH PBC | 0.106 | 0.111 | 0.128 | 0.341 | |
BEH | 0.358 | ||||
INT ATT | −0.132 | 0.246 | 0−.056 | 0.591 | |
INT PBC | 0.094 | 0.135 | 0.104 | 0.487 | |
INT SN | −0.093 | 0.090 | −0.107 | 0.301 | |
INT PN | 0.867 | 0.178 | 0.939 | <0.001 ** | |
INT | 0.829 | ||||
ATT PN | 0.147 | 0.051 | 0.374 | 0.004 ** | |
ATT PBC | 0.176 | 0.062 | 0.456 | 0.004 ** | |
ATT | |||||
HAB PN | 0.702 | 0.094 | 0.653 | <0.001 ** | |
HAB | 0.426 | ||||
PN PBC | 0.515 | 0.113 | 0.524 | <0.001 ** | |
PN SN | 0.407 | 0.085 | 0.432 | <0.001 ** | |
PN | 0.635 | ||||
SN PBC | 0.401 | 0.109 | 0.384 | <0.001 ** | |
SN | 0.147 |
Index | Acceptable Fit Criteria | Measurement Model | Structural Model |
---|---|---|---|
Chi2/df/p Ratio of Chi2 to df | 2–5 [42–44] | 124.226/57/<0.001 2.1 | 145.640/66/<0.001 2.4 |
CFI (Comparative Fit Index) | equal to or greater than 0.90 [45] | 0.941 | 0.918 |
RMSEA (Root Mean Square Error of Approximation) | less than or equal to 0.08 | 0.067 | 0.074 |
5. Discussions
Acknowledgements
Conflicts of Interest
References
- Stephen J. DeCanio. “The efficiency paradox: Bureaucratic and organizational barriers to profitable energy-saving investment.” Energy Policy 26 (1988): 441–54. [Google Scholar] [CrossRef]
- Reinhard Haas, and Peter Biermayr. “The rebound effect for space heating: Empirical evidence from Austria.” Energy Policy 28 (2000): 403–10. [Google Scholar] [CrossRef]
- Abigail J. Sellen, and Richard H. R. Harper. The Myth of the Paperless Office. Cambridge: MIT Press, 2002. [Google Scholar]
- Richard York. “Ecological paradoxes: William Stanley Jevons and the paperless office.” Human Ecology Review 13 (2006): 143–47. [Google Scholar]
- Cees J. H. Midden, Florian G. Kaiser, and Teddy McCalley. “Technology’s four roles in understanding individuals’ conservation of natural resources.” Journal of Social Issues 63 (2007): 155–74. [Google Scholar] [CrossRef]
- Thomas Dietz, Paul C. Stern, and Gregory A. Guagnano. “Social structural and social psychological bases of environmental concern.” Environment and Behavior 30 (1998): 450–71. [Google Scholar] [CrossRef]
- “Indonesian Environmental Ministry, 2012.” Available online: http://www.menlh.go.id/konservasihutan Indonesia/ (accessed on 10 June 2012).
- “Indonesian Forestry Ministry, 2000.” Available online: http://www.dephut.go.id/ (accessed on 10 June 2012).
- Asosiasi Pulp dan Kertas Indonesia (APKI). Indonesian Pulp and Paper Industry Directory 2005. Jakarta: APKI, 2005. [Google Scholar]
- Michael W. Toffel, and Arpad Horvath. “Environmental implications of wireless technologies: News delivery and business meetings.” Environmental Science and Technology 38 (2004): 2961–70. [Google Scholar] [CrossRef]
- “Indonesian Ministry of Industry, 2013.” Available online: http://agro.kemenperin.go.id/1298-Produksi-Kertas-Diproyeksi-Capai-13-Juta-Ton (accessed on 15 May 2013).
- J. Stanley Black, Paul C. Stern, and Julie T. Elworth. “Personal and contextual influences on household energy adaptations.” Journal of Applied Psychology 70 (1985): 3–21. [Google Scholar]
- Linda Steg, and Charles Vlek. “Encouraging pro-environmental behavior: An integrative review and research agenda.” Journal of Environmental Psychology 29 (2009): 309–17. [Google Scholar] [CrossRef]
- Wokje Abrahamse, Linda Steg, Charles Vlek, and Talib Rothengatter. “A review of intervention studies aimed at household energy conservation.” Journal of Environmental Psychology 25 (2005): 273–91. [Google Scholar] [CrossRef]
- Charlie Wilson, and Hadi Dowlatabadi. “Models of decision making and residential energy use.” Annual Review of Environment and Resources 32 (2007): 169–203. [Google Scholar] [CrossRef]
- Gerald T. Gardner, and Paul C. Stern. Environmental Problems and Human Behaviour. Boston: Pearson, 2002. [Google Scholar]
- Corrado Di Maria, Susana Ferreira, and Emiliya A. Lazarova. “Shedding light on the light bulb puzzle: The role of attitudes and perceptions in the adoption of energy efficient light bulbs.” Scottish Journal of Political Economy 57 (2010): 48–67. [Google Scholar] [CrossRef]
- André Hansla, Amelia Gamble, Asgeir Juliusson, and Tommy Gärling. “Psychological determinants of attitudes towards and willingness to pay for green electricity.” Energy Policy 36 (2008): 768–74. [Google Scholar] [CrossRef]
- Bertha Maya Sopha, and Christian A. Klӧckner. “Psychological factors in the diffusion of sustainable technology: A study of Norwegian households’ adoption of wood pellet heating.” Renewable and Sustainable Energy Reviews 15 (2011): 2756–65. [Google Scholar] [CrossRef]
- Anders Q. Nyrud, Anders Roos, and Jon Bingen Sande. “Residential bio-energy heating: A study of consumer perceptions of improved woodstoves.” Energy Policy 36 (2008): 3169–76. [Google Scholar] [CrossRef]
- Wokje Abrahamse, and Linda Steg. “How do socio-demographic and psychological factors relate to households’ direct and indirect energy use and savings? ” Journal of Economic Psychology 30 (2009): 711–20. [Google Scholar] [CrossRef]
- Susan M. Macey. “A causal model of the adoption of home heating energy conservation measures.” Energy 16 (1991): 621–30. [Google Scholar] [CrossRef]
- Benjamin Gardner, and Charles Abraham. “Going green? Modeling the impact of environmental concerns and perceptions of transportation alternatives on decision to drive.” Journal of Applied Social Psychology 40 (2010): 831–49. [Google Scholar] [CrossRef]
- Bas Verplanken, Ian Walker, Adrian Davis, and Michaela Jurasek. “Context change and travel mode choice: Combining the habit discontinuity and self-activation hypotheses.” Journal Environmental Psychology 28 (2008): 121–27. [Google Scholar] [CrossRef]
- Annika M. Nordlund, and Jörgen Garvill. “Effects of values, problem awareness, and personal norm on willingness to reduce personal car use.” Journal of Environmental Psychology 23 (2003): 339–47. [Google Scholar] [CrossRef]
- Anja Peters, Heinz Gutscher, and Roland W. Scholz. “Psychological determinants of fuel consumption of purchased new cars.” Transportation Research Part F 14 (2011): 229–39. [Google Scholar] [CrossRef] [Green Version]
- Kimberly D. Johns, Kseniya M. Khovanova, and Eric W. Welch. “Fleet conversion in local government: Determinants of driver fuel choice for bi-fuel vehicles.” Environment and Behavior 41 (2009): 402–26. [Google Scholar] [CrossRef]
- Paul C. Stern, Oran R. Young, and Daniel Druckman, eds. Global Environmental Change: Understanding the Human Dimensions. Washington: National Academy Press, 1992.
- Icek Ajzen. “The theory of planned behavior.” Organizational Behavior and Human Decision Process 50 (1991): 179–211. [Google Scholar] [CrossRef]
- Shalom H. Schwartz. “Normative Influences on Altruism.” In Advances in Experimental Social Psychology. Edited by Leonard Berkowitz. New York: Academic Press, 1977, pp. 1–63. [Google Scholar]
- Paul C. Stern, Thomas Dietz, Troy Abel, Gregory A. Guagnano, and Linda Kalof. “A Value-belief-norm theory of support for social movements: The case of environmentalism.” Human Ecology Reviews 6 (1999): 81–96. [Google Scholar]
- Harry C. Triandis. “Values, Attitudes, and Interpersonal Behavior.” In Nebraska Symposium on Motivation. Edited by Herbert E. Howe and Monte M. Page. Lincoln: University of Nebraska Press, 1980. [Google Scholar]
- Christian A. Klӧckner, and Anke Blӧbaum. “A comprehensive action determination model: Toward a broader understanding of ecological behavior using the example of travel mode choice.” Journal of Environmental Psychology 30 (2010): 574–86. [Google Scholar] [CrossRef] [Green Version]
- Sebastian Bamberg, and Guido Mӧser. “Twenty years after Hines, Hungerford, and Tomera: A new meta-analysis of psycho-social determinants of pro-environmental behavior.” Journal of Environmental Psychology 24 (2007): 14–25. [Google Scholar] [CrossRef]
- Bas Verplanken, Henk Aarts, Ad Van Knippenberg, and Anja Moonen. “Habit versus planned behavior: A field experiment.” British Journal of Social Psychology 37 (1998): 111–28. [Google Scholar] [CrossRef]
- Iris Vermeir, and Wim Verbeke. “Sustainable food consumption: Exploring the consumer attitude-behavioral intention gap.” Journal of Agriculture and Environmental Ethics 19 (2006): 169–94. [Google Scholar] [CrossRef]
- Midori Aoyagi-Usui, Henk Vinken, and Atsuko Kuribayashi. “Pro-environmental attitudes and behaviors: An international comparison.” Research in Human Ecology 10 (2003): 23–31. [Google Scholar]
- Icek Ajzen. “Residual effects of past on later behavior: Habituation and reasoned action perspectives.” Personality and Social Psychology Review 6 (2002): 107–22. [Google Scholar] [CrossRef]
- Moez Limayem, Sabine Gabriele Hirt, and Christy M. K. Cheung. “How habit limits the predictive power of intention: The case of information systems continuance.” MIS Quarterly 31 (2007): 705–37. [Google Scholar]
- Emily Huddart Kennedy, Thomas M. Beckley, Bonita L. McFarlane, and Solange Nadeau. “Why we don’t ‘walk the talk’: Understanding the environmental values/behavior gap in Canada.” Research in Human Ecology 16 (2009): 151–60. [Google Scholar]
- Bertha Maya Sopha, Christian A. Klӧckner, Even Bjørnstad, and Ellen Matthies. “Literature Research on Energy Behavior: Behavioral Models, Determinants, Indicators, Barriers and Interventions.” Enova Project Report. 2011, unpublished. [Google Scholar]
- Blair Wheaton, Bengt Muthén, Duan F. Alwin, and Gene F. Summers. “Assessing Reliability and Stability in Panel Models.” In Sociological Methodology. Edited by David R. Heise. San Francisco: Jossey-Bass, 1977. [Google Scholar]
- Randall E. Schumacker, and Richard G. Lomax. A Beginner’s Guide to Structural Equation Modeling, 2nd ed. Mahwah, NJ: Lawrence Erlbaum Associates, 2004. [Google Scholar]
- Herbert W. Marsh, and Dennis Hocevar. “Application of confirmatory factor analysis to the study of self-concept: First- and higher order factor models and their invariance across groups.” Psychological Bulletin 97 (1985): 562–82. [Google Scholar] [CrossRef]
- Xitao Fan, Bruce Thompson, and Lin Wang. “Effects of sample size, estimation method, and model specification on structural equation modeling fit indexes.” Structural Equation Modeling 6 (1999): 56–83. [Google Scholar]
- Gary D. Gregory, and Michael Di Leo. “Repeated behavior and environmental psychology: The role of personal involvement and habit formation in explaining water consumption.” Journal of Applied Social Psychology 33 (2006): 1261–96. [Google Scholar] [CrossRef]
- Kevin Marechal. “Not irrational but habitual: The importance of behavioral lock-in energy consumption.” Ecological Economics 69 (2010): 1104–14. [Google Scholar] [CrossRef]
- Bas Verplanken, Henk Aarts, and Ad Van Knippenberg. “Habit, information acquisition, and the process of making travel mode choice.” European Journal of Social Psychology 27 (1997): 539–60. [Google Scholar] [CrossRef]
- Blake Alcott. “Jevon’s Paradox.” Ecological Economics 54 (2005): 9–21. [Google Scholar] [CrossRef]
- Sarah Darby. “The Effectiveness of Feedback on Energy Consumption—A Review for Defra on the Literature on Metering, Billing and Direct Displays.” Oxford University, Environmental Change Institute, UK. 2006. Available online: http://www.eci.ox.ac.uk/research/energy/downloads/smart-metering-report.pdf (accessed on 5 January 2012).
- Thomas Dietz, Gerald T. Gardner, Jonathan Giligan, Paul C. Stern, and Michael P. Vandenbergh. “Household actions can provide a behavioral edge to rapidly reduce US carbon emissions.” Proceedings of the National Academy of Sciences of the United States of America 106 (2009): 18452–56. [Google Scholar] [CrossRef] [PubMed]
- Edwin T. Fuj, Michael Hennessy, and James Mak. “An evaluation of the validity and reliability of survey response data on household electricity conservation.” Evaluation Review 9 (1985): 93–104. [Google Scholar]
- Agne Suziedelyte, and Meliyanni Johar. “Can you trust survey responses? Evidence using objective health measures.” Economics Letters 121 (2013): 163–66. [Google Scholar] [CrossRef]
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Sopha, B.M. Sustainable Paper Consumption: Exploring Behavioral Factors. Soc. Sci. 2013, 2, 270-283. https://doi.org/10.3390/socsci2040270
Sopha BM. Sustainable Paper Consumption: Exploring Behavioral Factors. Social Sciences. 2013; 2(4):270-283. https://doi.org/10.3390/socsci2040270
Chicago/Turabian StyleSopha, Bertha Maya. 2013. "Sustainable Paper Consumption: Exploring Behavioral Factors" Social Sciences 2, no. 4: 270-283. https://doi.org/10.3390/socsci2040270
APA StyleSopha, B. M. (2013). Sustainable Paper Consumption: Exploring Behavioral Factors. Social Sciences, 2(4), 270-283. https://doi.org/10.3390/socsci2040270