{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,27]],"date-time":"2026-07-27T19:51:16Z","timestamp":1785181876623,"version":"3.55.0"},"reference-count":68,"publisher":"MDPI AG","issue":"24","license":[{"start":{"date-parts":[[2021,12,12]],"date-time":"2021-12-12T00:00:00Z","timestamp":1639267200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJERPH"],"abstract":"<jats:p>Small individual behaviors such as household energy-saving behaviors may have major environmental impacts. Individuals may combat global warming by replacing traditional light bulbs with more energy-efficient light bulbs such as LED bulbs, which save electricity and reduce greenhouse gas emissions. Guided by the integrative model of behavioral prediction, the current study explored the effects of five individual personality differences (i.e., consideration of future consequences, environmental value orientation, individualism and collectivism, regulatory focus, and self-monitoring) on young Millennials\u2019 and Gen Z\u2019s attitudes, perceived norms, perceived control, and intention to switch light bulbs. The results of a survey indicated that environmental value orientation, individualism and collectivism, regulatory focus, and self-monitoring all significantly predicted attitudes, perceived norms, and perceived control, which predicted behavioral intention. The findings suggested the complex psychological nuance of environmental protection behaviors, even among the \u201cgreenest\u201d generations. Implications and directions for future studies were discussed.<\/jats:p>","DOI":"10.3390\/ijerph182413104","type":"journal-article","created":{"date-parts":[[2021,12,13]],"date-time":"2021-12-13T01:28:11Z","timestamp":1639358891000},"page":"13104","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":16,"title":["They Are Just Light Bulbs, Right? The Personality Antecedents of Household Energy-Saving Behavioral Intentions among Young Millennials and Gen Z"],"prefix":"10.3390","volume":"18","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4030-3965","authenticated-orcid":false,"given":"Minhao","family":"Dai","sequence":"first","affiliation":[{"name":"School of Communication and Media, Radow College of Humanities and Social Sciences, Kennesaw State University, Kennesaw, GA 30144, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tianen","family":"Chen","sequence":"additional","affiliation":[{"name":"Department of Communication, Cornell University, Ithaca, NY 14850, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2021,12,12]]},"reference":[{"key":"ref_1","unstructured":"National Aeronautics and Space Administration (2018, January 18). Long-Term Warming Trend Continued in 2017: NASA, NOAA, Available online: https:\/\/www.nasa.gov\/press-release\/long-term-warming-trend-continued-in-2017-nasa-noaa."},{"key":"ref_2","unstructured":"Riebeek, H. (2010, June 03). Global Warming. NASA Earth Observatory, Available online: https:\/\/earthobservatory.nasa.gov\/features\/GlobalWarming."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1088\/1748-9326\/11\/4\/048002","article-title":"Consensus on consensus: A synthesis of consensus estimates on human-caused global warming","volume":"11","author":"Cook","year":"2016","journal-title":"Environ. Res. Lett."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"539","DOI":"10.1177\/0956247808096127","article-title":"Cities\u2019 contribution to global warming: Notes on the allocation of greenhouse gas emissions","volume":"20","author":"Satterthwaite","year":"2008","journal-title":"Environ. Urban."},{"key":"ref_5","first-page":"141","article-title":"Personal and social factors that influence environmentally friendly concern and behaviour: A review","volume":"49","author":"Gifford","year":"2014","journal-title":"Int. J. Psychol."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"237","DOI":"10.1016\/j.ijggc.2008.07.004","article-title":"The carbon neutral free for all","volume":"3","author":"Murray","year":"2009","journal-title":"Int. J. Greenh. Gas Control."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"318","DOI":"10.1016\/j.enbuild.2013.02.041","article-title":"A collective approach to reducing carbon dioxide emission: A case study of four University of Lagos Halls of residence","volume":"61","author":"Abolarin","year":"2013","journal-title":"Energy Build."},{"key":"ref_8","unstructured":"IHS Markit (2020, December 21). LEDs Took Half a Billion Tons of Carbon Dioxide from the Sky in 2017, IHS Markit Says. Available online: https:\/\/news.ihsmarkit.com\/prviewer\/release_only\/slug\/energy-leds-took-half-billion-tons-carbon-dioxide-sky-2017-ihs-markit-says."},{"key":"ref_9","unstructured":"Beresford Research (2021, December 08). Age Range by Generation. Available online: https:\/\/www.beresfordresearch.com\/age-range-by-generation\/."},{"key":"ref_10","unstructured":"Ballew, M., Marlon, J., Kotcher, J., Maibach, E., Rosenthal, S., Bergquist, P., Gustafson, A., Goldberg, M., and Leiserowitz, A. (2020). Young Adults, across Party Lines, Are More Willing to Take Climate Action. Yale Program on Climate Change Communication, Yale University and George Mason University. Available online: https:\/\/climatecommunication.yale.edu\/publications\/young-adults-climate-activism\/."},{"key":"ref_11","unstructured":"Funk, C., and Tyson, A. (2020, June 24). Millennial and Gen Z Republicans Stand out from Their Elders on Climate and Energy Issues. Pew Research Center. Available online: https:\/\/www.pewresearch.org\/fact-tank\/2020\/06\/24\/millennial-and-gen-z-republicans-stand-out-from-their-elders-on-climate-and-energy-issues\/."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1080\/09540120050042918","article-title":"The role of theory in HIV prevention","volume":"12","author":"Fishbein","year":"2000","journal-title":"AIDS Care"},{"key":"ref_13","doi-asserted-by":"crossref","unstructured":"Fishbein, M., and Ajzen, I. (2010). Predicting and Changing Behavior, Psychology Press.","DOI":"10.4324\/9780203838020"},{"key":"ref_14","unstructured":"Cho, H. (2012). The integrative model of behavioral prediction as a tool for designing health messages. Health Communication Message Design: Theory and Practice, Sage."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"1817","DOI":"10.1007\/s10508-020-01802-y","article-title":"Intention to behavior: Using the integrative model of behavioral prediction to understand actual control of PrEP uptake among gay men","volume":"50","author":"Dai","year":"2021","journal-title":"Arch. Sex. Behav."},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Gibson, K.E., Lamm, A.J., Woosnam, K.M., and Croom, D.B. (2021). Predicting intent to conserve freshwater resources using the theory of planned behavior (TPB). Water, 13.","DOI":"10.3390\/w13182581"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"2150","DOI":"10.1111\/j.1559-1816.2005.tb02213.x","article-title":"Contrasting the theory of planned behavior with the value-belief-norm model in explaining conservation behavior","volume":"35","author":"Kaiser","year":"2005","journal-title":"J. Appl. Soc. Psychol."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"110","DOI":"10.1177\/0013916508325892","article-title":"The effect of empathy in environmental moral reasoning","volume":"42","author":"Berenguer","year":"2010","journal-title":"Environ. Behav."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"133","DOI":"10.1348\/014466601164731","article-title":"Integrating social value orientation and the consideration of future consequences within the extended norm activation model of proenvironmental behaviour","volume":"40","author":"Joireman","year":"2001","journal-title":"Br. J. Soc. Psychol."},{"key":"ref_20","first-page":"592","article-title":"Antecedents of green purchase behavior: An examination of collectivism, environmental concern, and PCE","volume":"32","author":"Kim","year":"2005","journal-title":"Adv. Consum. Res."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"377","DOI":"10.2753\/MTP1069-6679180405","article-title":"Applying the environmental propensity framework: A segmented approach to hybrid electric vehicle marketing strategies","volume":"18","author":"Oliver","year":"2010","journal-title":"J. Mark. Theory Pract."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1016\/j.jenvp.2014.07.003","article-title":"Environmentally friendly consumer choices: Cultural differences in the self-regulatory function of anticipated pride and guilt","volume":"40","author":"Onwezen","year":"2014","journal-title":"J. Environ. Psychol."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1016\/j.jenvp.2015.09.004","article-title":"The moderating role of individual differences in responses to benefit and temporal framing of messages promoting residential energy saving","volume":"44","author":"Xu","year":"2015","journal-title":"J. Environ. Psychol."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"683","DOI":"10.1080\/10410236.2011.563350","article-title":"The role of anticipated guilt in intentions to register as organ donors and to discuss organ donation with family","volume":"26","author":"Wang","year":"2011","journal-title":"Health Commun."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"742","DOI":"10.1037\/0022-3514.66.4.742","article-title":"The consideration of future consequences: Weighing immediate and distant outcomes of behavior","volume":"66","author":"Strathman","year":"1994","journal-title":"J. Personal. Soc. Psychol."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"191","DOI":"10.1016\/j.erap.2005.09.002","article-title":"Sustainability, future orientation and water conservation","volume":"56","author":"Pinheiro","year":"2006","journal-title":"Eur. Rev. Appl. Psychol."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"618","DOI":"10.1177\/0013916513512204","article-title":"Consideration of future consequences as a predictor of environmentally responsible behavior: Evidence from a general population study","volume":"47","author":"Enzler","year":"2013","journal-title":"Environ. Behav."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"101501","DOI":"10.1016\/j.jenvp.2020.101501","article-title":"Concern for the future and saving the earth: When does ecological resource scarcity promote environmentally friendly behavior?","volume":"72","author":"Gu","year":"2020","journal-title":"J. Environ. Psychol."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1016\/j.jenvp.2013.01.001","article-title":"Relating values and consideration of future and immediate consequences to consumer preference for biofuels: A three-dimensional social dilemma analysis","volume":"34","author":"Khachatryan","year":"2013","journal-title":"J. Environ. Psychol."},{"key":"ref_30","first-page":"122305","article-title":"The influence of cultural values on environmentally friendly behavior","volume":"38","author":"Chwialkowska","year":"2021","journal-title":"J. Clean. Prod."},{"key":"ref_31","unstructured":"Hofstede, G. (1980). Culture\u2019s Consequences: International Differences in Work Related Values, Sage Publications."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"2143","DOI":"10.1007\/s13762-019-02235-4","article-title":"The role of collectivism in modeling the adoption of renewable energies: A cross-cultural approach","volume":"16","author":"Molinillo","year":"2019","journal-title":"Int. J. Environ. Sci. Technol."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"187","DOI":"10.3389\/fpsyg.2019.00187","article-title":"Individualist\u2013collectivist differences in climate change inaction: The role of perceived intractability","volume":"10","author":"Xiang","year":"2019","journal-title":"Front. Psychol."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"118","DOI":"10.1037\/0022-3514.74.1.118","article-title":"Converging measurement of horizontal and vertical individualism and collectivism","volume":"74","author":"Triandis","year":"1998","journal-title":"J. Personal. Soc. Psychol."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"1052","DOI":"10.1016\/j.jbusres.2012.08.020","article-title":"To be or not to be green: Exploring individualism and collectivism as antecedents of environmental behavior","volume":"66","author":"Cho","year":"2013","journal-title":"J. Bus. Res."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"833","DOI":"10.1002\/bse.2284","article-title":"Customer motivations for sustainable consumption: Investigating the drivers of purchase behavior for a green-luxury car","volume":"28","author":"Ali","year":"2019","journal-title":"Bus. Strategy Environ."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/S0065-2601(08)60381-0","article-title":"Promotion and prevention: Regulatory focus as a motivational principle","volume":"30","author":"Higgins","year":"1998","journal-title":"Adv. Exp. Soc. Psychol."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"8862","DOI":"10.1007\/s11356-019-04416-7","article-title":"Impact of regulatory focus on express packaging waste recycling behavior: Moderating role of psychological empowerment perception","volume":"26","author":"Chen","year":"2019","journal-title":"Environ. Sci. Pollut. Res."},{"key":"ref_39","unstructured":"van Eemeren, F.H., Garssen, B., Godden, D., and Mitchell, G. (July, January 29). The argumentative structure of some persuasive appeal variations. Proceedings of the Seventh Conference of the International Society for the Study of Argumentation, Amsterdam, The Netherlands."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1080\/02650487.2015.1101225","article-title":"Pro-environment advertising messages: The role of regulatory focus","volume":"35","author":"Bhatnagar","year":"2016","journal-title":"Int. J. Advert."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"113","DOI":"10.1016\/j.jbusres.2018.04.006","article-title":"Why and when do consumers perform green behaviors? An examination of regulatory focus and ethical ideology","volume":"94","author":"Zou","year":"2019","journal-title":"J. Bus. Res."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"237","DOI":"10.1016\/S0272-4944(02)00105-6","article-title":"Internal and external influences on environmentally friendly behavior: Participation in a green electricity program","volume":"23","author":"Clark","year":"2003","journal-title":"J. Environ. Psychol."},{"key":"ref_43","unstructured":"Zanna, M. (1992). Universals in the content and structure of values: Theoretical advances and empirical tests in 20 countries. Advances in Experimental Social Psychology, Academic Press."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1016\/S0272-4944(05)80168-9","article-title":"Ecocentric and anthropocentric attitudes toward the environment","volume":"14","author":"Thompson","year":"1994","journal-title":"J. Environ. Psychol."},{"key":"ref_45","first-page":"61","article-title":"Environmental value orientations and its relation to environmentally friendly behavior among Petra University students in Jordan","volume":"4","author":"Gheith","year":"2013","journal-title":"J. Educ. Pract."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"57","DOI":"10.1080\/00049530600730419","article-title":"Environmental concern and behaviour in an Australian sample within an ecocentric-anthropocentric framework","volume":"58","author":"Casey","year":"2006","journal-title":"Aust. J. Psychol."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"1243","DOI":"10.1007\/s11205-015-0943-4","article-title":"Facilitating environmentally friendly behavior: The role of pessimism and anthropocentric environmental values","volume":"126","author":"Kaida","year":"2016","journal-title":"Soc. Indic. Res."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"669","DOI":"10.1108\/F-12-2017-0134","article-title":"Understanding environmentally friendly workplace behavior: A comparative study","volume":"37","author":"Tezel","year":"2019","journal-title":"Facilities"},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"526","DOI":"10.1037\/h0037039","article-title":"Self-monitoring of expressive behavior","volume":"30","author":"Snyder","year":"1974","journal-title":"J. Personal. Soc. Psychol."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"1254","DOI":"10.1016\/j.jbusres.2011.11.001","article-title":"Consumer attitude and purchase intention toward green energy brands: The roles of psychological benefits and environmental concern","volume":"65","author":"Hartmann","year":"2012","journal-title":"J. Bus. Res."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"165","DOI":"10.1016\/j.sbspro.2015.10.167","article-title":"Green purchase intention of young Turkish consumers: Effects of consumer\u2019s guilt, self-monitoring and perceived consumer effectiveness","volume":"207","author":"Dursun","year":"2015","journal-title":"Procedia-Soc. Behav. Sci."},{"key":"ref_52","unstructured":"Strathman, A., Gleicher, F., Boninger, D.S., and Edwards, C.S. (2021, August 01). Considerations of Future Consequences (CFC Scale). Measurement Instrument Database for the Social Science. Available online: https\/\/medical-data-models.org\/41234?lang=en&form-id=1."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1002\/ejsp.27","article-title":"Achievement orientations from subjective histories of success: Promotion pride versus prevention pride","volume":"31","author":"Higgins","year":"2001","journal-title":"Eur. J. Soc. Psychol."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"323","DOI":"10.3200\/JOER.99.6.323-338","article-title":"Reporting structural equation modeling and confirmatory factor analysis results: A review","volume":"99","author":"Schreiber","year":"2006","journal-title":"J. Educ. Res."},{"key":"ref_55","unstructured":"Brewer, G.D., and Stern, P.C. (2015). Environmentally significant individual behavior. Decision Making for the Environment: Social and Behavioral Science Research Priorities, National Academies Press."},{"key":"ref_56","unstructured":"Grdina, L.B., Johnson, N., and Pereira, A. (2020, March 11). Connecting Individual and Societal Change. Stanford Social Innovation Review. Available online: https:\/\/ssir.org\/articles\/entry\/connecting_individual_and_societal_change."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"433","DOI":"10.1017\/S0714980813000500","article-title":"A balanced time perspective in adulthood: Well-being and developmental effects","volume":"32","author":"Webster","year":"2013","journal-title":"Can. J. Aging"},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"1228","DOI":"10.1177\/0956797617700622","article-title":"Global increases in individualism","volume":"28","author":"Santos","year":"2017","journal-title":"Psychol. Sci."},{"key":"ref_59","unstructured":"Marsh, A. (2018, February 05). Could a More Individualistic World Also Be a More Altruistic One? NPR. Available online: https:\/\/www.npr.org\/sections\/13.7\/2018\/02\/05\/581873428\/could-a-more-individualistic-world-also-be-a-more-altruistic-one."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"213","DOI":"10.1177\/0022022113509132","article-title":"Opposite ends of the same stick? Multi-method test of the dimensionality of individualism and collectivism","volume":"45","author":"Taras","year":"2014","journal-title":"J. Cross-Cult. Psychol."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1016\/j.jnc.2016.12.002","article-title":"Conservation education program for threatened Asian horseshoe crabs: A step towards reducing community apathy to environmental conservation","volume":"35","author":"Kwan","year":"2017","journal-title":"J. Nat. Conserv."},{"key":"ref_62","unstructured":"Stacey, A. (2019, June 02). The Danger of Environmental Apathy. The Release. Available online: http:\/\/therelease.co.uk\/the-danger-of-environmental-apathy."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1016\/j.sbspro.2013.07.177","article-title":"Apathy towards environmental issues, narcissism, and competitive view of the world","volume":"101","author":"Juneman","year":"2013","journal-title":"Procedia-Soc. Behav. Sci."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1017\/S0814062600000963","article-title":"Constructing apathy: How environmentalism and environmental education may be fostering \u201clearned hopelessness\u201d in children","volume":"21","author":"Nagel","year":"2005","journal-title":"Aust. J. Environ. Educ."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"280","DOI":"10.1108\/YC-08-2017-00722","article-title":"Me first, then the environment: Young Millennials as green consumers","volume":"19","author":"Naderi","year":"2018","journal-title":"Young Consum."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"1078","DOI":"10.1080\/10410236.2017.1331306","article-title":"Using the integrative model of behavioral prediction (IMBP) to understand college Students\u2019 hook-up sex beliefs, intentions, and behaviors","volume":"33","author":"Dai","year":"2017","journal-title":"Health Commun."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"334","DOI":"10.1108\/JOSM-05-2013-0122","article-title":"Motivating millennials to engage in charitable causes through social media","volume":"25","author":"Paulin","year":"2014","journal-title":"J. Serv. Manag."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"257","DOI":"10.1089\/eco.2011.0043","article-title":"The influence of social desirability and item priming effects on reports of proenvironmental behavior","volume":"3","author":"Sintov","year":"2021","journal-title":"Ecopsychology"}],"container-title":["International Journal of Environmental Research and Public Health"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1660-4601\/18\/24\/13104\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T07:45:54Z","timestamp":1760168754000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1660-4601\/18\/24\/13104"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,12,12]]},"references-count":68,"journal-issue":{"issue":"24","published-online":{"date-parts":[[2021,12]]}},"alternative-id":["ijerph182413104"],"URL":"https:\/\/doi.org\/10.3390\/ijerph182413104","relation":{},"ISSN":["1660-4601"],"issn-type":[{"value":"1660-4601","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,12,12]]}}}