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Motivating factors behind the public’s use of smart recycling systems

Perceived playfulness and environmental concern

Bibliographic Data

ID22236352
AuthorsLiyuan Liu (0000-0002-4925-5624, Ningbo University, corresponding author), Yen Hsu (0000-0003-0835-8675, Tatung University)
Year2022
Volume9
Issue1
Publication date2022-09-22
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueHumanities and Social Sciences Communications (JOURNAL)
Journal identifiersISSN: 2662-9992 • E-ISSN: 2662-9992
PublisherSpringer Science and Business Media LLC (PUBLISHER)
DOI10.1057/s41599-022-01347-6
OpenAlexW4296655040
LanguageEN
Citations received6
References cited97

Smart cities around the world are seeking effective ways to recycle waste. A smart recycling service system is a new recycling method that allows people to engage in environmental protection. Previous studies on recycling have only focused on environmental concerns. Whether public intention to use smart recycling is influenced by environmental concern or perceived playfulness has yet to be explored. Therefore, this study proposes a modified technology acceptance model to discuss the impact of perceived playfulness and environmental concern on public intention to use smart recycling systems. We adopted the maximum likelihood estimation method as the measurement model for this study. The results show that both environmental concern and perceived playfulness motivate people to use smart recycling systems. However, perceived playfulness impacts public intention more than environmental concern and had the most significant impact among the four factors discussed in this study. Therefore, when seeking to improve and promote smart recycling systems, the focus should shift to promoting public intention to use and enhance their environmentally-friendly behavior in a playful way. This study provides new insights into the improvement of smart recycling systems and the implications for promoting them

Business · Economics · Environmental economics · Environmental impact assessment · Internet of Things · Internet privacy · Political science · Smart environment · Computer Science · Environmental Education and Sustainability · Environmental Sustainability in Business · Innovative Human-Technology Interaction · Psychology · Marketing

  • Investigating students' behavioral intention to use ChatGPT for educational purposes

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  • IoT-based analysis reveals behavioral differences in public participation in low-value recyclables collection

    Open Access•Xi Tian, Kexin Yuan et al.•Humanities and Social Sciences…•2025

  • Unpacking the decision-making evolution mechanism of governance actors towards smart municipal solid waste (MSW) management

    Open Access•Xinyu Hao, Tingting Tian et al.•Technological Forecasting and…•2025

  • How to improve users' purchase intention of agricultural products through live streaming systems

    Open Access•Chao Gu, Xin Sun et al.•Acta Psychologica•2025

  • Moving from operand to operant resources using smart waste management technologies in developing societies–Evidence from Bangladesh

    Open Access•Md Gazzaly Islam Rafi, Mohammed Salem et al.•Sustainable Futures•2026

  • The collision of tradition and fashion

    Open Access•Shasha Cai, Derong Lin et al.•Tourism Management•2025

  • From intention to action

    Open Access•Bin Zhang, Kee‐hung Lai et al.•Journal of Environmental Management•2019

  • Marketing in Hypermedia Computer-Mediated Environments

    Open Access•Donna L Hoffman, Thomas P Novak•Journal of Marketing•1996

  • Structural Equation Modeling and Regression

    David Gefen, Detmar W Straub et al.•Communications of the Association…•2000

  • Resampling and Distribution of the Product Methods for Testing Indirect Effects in Complex Models

    Jason Williams, David P Mackinnon•Structural Equation Modeling: A…•2008

  • The role of environmental concern in the public acceptance of autonomous electric vehicles

    Open Access•Jingwen Wu, Hua Liao et al.•Transportation Research Part F:…•2019

  • A moral basis for recycling

    Open Access•Lucy Chan, Brian Bishop•Journal of Environmental Psychology•2013

  • The Effects of Environmental Concern on Environmentally Friendly Consumer Behavior

    Open Access•Ann P Minton, Randall L Rose•Journal of Business Research•1997

  • Values, Environmental Concern, and Environmental Behavior

    Open Access•W Poortinga, Linda Steg et al.•Environment and Behavior•2004

  • Attitudes, norms, identity and environmental behaviour

    Open Access•Dennis Nigbur, Evanthia Lyons et al.•British Journal of Social…•2010

  • Intrinsic and Extrinsic Motivation

    Roland Bénabou, Jean Tirole•The Review of Economic Studies•2003

  • The dimensionality and correlates of flow in human-computer interactions

    Open Access•Jane Webster, Linda Klebe Trevino et al.•Computers in Human Behavior•1993

  • Reexamining the Theory of Planned Behavior in Understanding Wastepaper Recycling

    Open Access•Shu Fai Cheung, Darius K S Chan et al.•Environment and Behavior•1999

  • Health monitoring through wearable technologies for older adults

    Open Access•Junde Li, Qi Ma et al.•Applied Ergonomics•2019

  • Experiential and instrumental attitudes

    Open Access•Calvin Wan, Geoffrey Qiping Shen et al.•Journal of Environmental Psychology•2017

  • Extrinsic and Intrinsic Motivation to Use Computers in the Workplace 1

    Open Access•Fred D Davis, Richard P Bagozzi et al.•Journal of Applied Social…•1992

  • Extending the Theory of Planned Behavior in the context of recycling

    Open Access•Iosef Botetzagias, Andora-Fani Dima et al.•Resources Conservation and…•2015

  • Extending the TAM for a World-Wide-Web context

    Open Access•Ji-Won Moon, Young-Gul Kim et al.•Information & Management•2001

  • Using the Theory of Planned Behaviour to investigate the determinants of recycling behaviour

    Open Access•Michele Tonglet, Paul S Phillips et al.•Resources Conservation and…•2004

  • Factors Influencing Community Residents' Participation in Commingled Curbside Recycling Programs

    Open Access•Raymond J Gamba, Stuart Oskamp•Environment and Behavior•1994

  • Using the theory of planned behavior to explore environmental behavioral intentions in the workplace

    Open Access•Martin Greaves, Lara D Zibarras et al.•Journal of Environmental Psychology•2013

  • Studies of Individual Environmental Concern

    Open Access•Joachim Schahn, Erwin Holzer•Environment and Behavior•1990

  • Revisiting Sample Size and Number of Parameter Estimates

    Dennis L Jackson•Structural Equation Modeling: A…•2003

  • From Intentions to Actions

    Icek Ajzen•Action Control•1985

  • The theory of planned behavior

    Open Access•Icek Ajzen•Organizational Behavior and Human…•1991

  • Common method biases in behavioral research

    Philip M Podsakoff, Scott B Mackenzie et al.•Journal of Applied Psychology•2003

  • Evaluating Structural Equation Models with Unobservable Variables and Measurement Error

    Open Access•Claes Fornell, David F Larcker•Journal of Marketing Research•1981

  • A Theoretical Extension of the Technology Acceptance Model

    Open Access•Vivek Venkatesh, Viswanath Venkatesh et al.•Management Science•2000

  • Technology Acceptance Model 3 and a Research Agenda on Interventions

    Open Access•Vivek Venkatesh, Viswanath Venkatesh et al.•Decision Sciences•2008

  • Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology

    Fred D Davis•MIS Quarterly•1989

  • User Acceptance of Computer Technology

    Open Access•Fred D Davis, Richard P Bagozzi et al.•Management Science•1989

  • The respective roles of perceived usefulness and perceived fun in the acceptance of microcomputer technology

    Magid Igbaria, Stephen J Schiffman et al.•Behaviour and Information…•1994

  • Perceived playfulness, gender differences and technology acceptance model in a blended learning scenario

    Open Access•Antonio Padilla-Meléndez, Antonio Padilla Meléndez et al.•Computers & Education•2012

  • Measurement of public awareness of climate change in China

    Open Access•Binbin Wang, Yating Shen et al.•Chinese Journal of Population…•2017

  • Confidence Limits for the Indirect Effect

    David P Mackinnon, Chondra M Lockwood et al.•Multivariate Behavioral Research•2004

  • Structural equation modeling in practice

    James C Anderson, David W Gerbing•Psychological Bulletin•1988

  • Psychology of Computer Use

    Open Access•Nikos Bozionelos, Nicholas Bozionelos et al.•Psychological Reports•1997

  • Beyond Baron and Kenny

    Andrew F Hayes•Communication Monographs•2009

  • Encouraging pro-environmental behaviour

    Open Access•Paidamoyo Mtutu, G Thondhlana•Habitat International•2016

  • Effort as a Moderator of the Attitude-Behavior Relationship

    P Wesley Schultz, Stuart Oskamp•Social Psychology Quarterly•1996

  • Tracking the evolution processes of smart cities in China by assessing performance and efficiency

    Open Access•Mengmeng Wang, Tao Zhou et al.•Technology in Society•2020

  • New Environmental Theories

    Open Access•Paul C Stern•Journal of Social Issues•2000

  • Practical Issues in Structural Modeling

    Open Access•Peter M Bentler, Chih-Ping Chou•Sociological Methods & Research•1987

  • The impact of attitudes and behavioral costs on environmental behavior

    Open Access•H Best, Thorsten Kneip•Social Science Research•2011

Unique citing works6
Citations per year6
Citation span2025 - 2026 (2)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 5

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