The effect of social influence and social interactions on the adoption of a new technology: The use of bike sharing in a student population
Open accessIntegrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The positive effects of SI are consistent with prior research indicating that social expectations, peer endorsement, and collective support can shape users' acceptance of new technologies.
“Similarly, the positive effects of SI are consistent with prior research indicating that social expectations, peer endorsement, and collective support can shape users’ acceptance of new technologies [61,103,104,105,106].”
Cites
The theory of planned behavior
Ajzen, I. (1991) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(91)90020-t · Cited by 90,587 · see citing works
Rogers, E. M., Singhal, A., & Quinlan, M. M. (2019) · Routledge eBooks · doi:10.4324/9780203710753-35 · Cited by 37,557 · see citing works
Valente, T. W. (2003) · Genetics in Medicine · doi:10.1097/01.gim.0000061743.67794.c4 · Cited by 20,555 · see citing works
Discrete Choice Methods with Simulation
Train, K. E. (2001) · doi:10.1017/cbo9780511805271 · Cited by 7,784 · see citing works
Louviere, J. J., Hensher, D. A., Swait́, J., & Adamowicz, W. (2000) · Cambridge University Press eBooks · doi:10.1017/cbo9780511753831 · Cited by 6,915 · see citing works
Identification of Endogenous Social Effects: The Reflection Problem
Manski, C. F. (1993) · The Review of Economic Studies · doi:10.2307/2298123 · Cited by 6,209 · see citing works
Social Influence: Compliance and Conformity
Cialdini, R. B., & Goldstein, N. J. (2004) · Annual Review of Psychology · doi:10.1146/annurev.psych.55.090902.142015 · Cited by 6,077 · see citing works
Maximum Likelihood Estimation of Misspecified Models
White, H. (1982) · Econometrica · doi:10.2307/1912526 · Cited by 4,175 · see citing works
Compliance, identification, and internalization three processes of attitude change
Kelman, H. C. (1958) · Journal of Conflict Resolution · doi:10.1177/002200275800200106 · Cited by 3,830 · see citing works
Maximum Likelihood Estimation of Misspecified Models
White, H. (1983) · Econometrica · doi:10.2307/1912004 · Cited by 3,702 · see citing works
Structural analysis of discrete data with econometric applications
Grether, D. M. (1982) · Journal of Mathematical Psychology · doi:10.1016/0022-2496(82)90042-6 · Cited by 1,928 · see citing works
Econometric Models of Probabilistic Choice
McFadden, D. L. (1981) · Medical Entomology and Zoology · Cited by 1,832 · see citing works
Discrete Choice with Social Interactions
Brock, W. A., & Durlauf, S. N. (2001) · The Review of Economic Studies · doi:10.1111/1467-937x.00168 · Cited by 1,645 · see citing works
Urban Travel Demand: A Behavioral Analysis
Gaudry, M. J. I., Domencich, T. A., & McFadden, D. L. (1977) · Canadian Journal of Economics/Revue canadienne d économique · doi:10.2307/134305 · Cited by 1,312 · see citing works
Discrete choice methods with simulation
(2004) · Computers & Mathematics with Applications · doi:10.1016/s0898-1221(04)90100-9 · Cited by 1,196 · see citing works
Bike-sharing: History, Impacts, Models of Provision, and Future
DeMaio, P. (2009) · Journal of Public Transportation · doi:10.5038/2375-0901.12.4.3 · Cited by 1,081 · see citing works
On the Formation of Travel Demand Models and Economic Evaluation Measures of User Benefit
Williams, H. C. W. L. (1977) · Environment and Planning A Economy and Space · doi:10.1068/a090285 · Cited by 1,030 · see citing works
Binary-Choice Constraints and Random Utility Indicators (1960)
Marschak, J. (1974) · Springer eBooks · doi:10.1007/978-94-010-9276-0_9 · Cited by 439 · see citing works
Understanding the usage of dockless bike sharing in Singapore
Shen, Y., Zhang, X., & Zhao, J. (2018) · International Journal of Sustainable Transportation · doi:10.1080/15568318.2018.1429696 · Cited by 426 · see citing works
Social Influence: Direct and Indirect Processes
Forgas, J. P., & Williams, K. D. (2001) · Cited by 307 · see citing works
Intentions to use bike-sharing for holiday cycling: An application of the Theory of Planned Behavior
Kaplan, S., Manca, F., Nielsen, T. A. S., & Prato, C. G. (2014) · Tourism Management · doi:10.1016/j.tourman.2014.08.017 · Cited by 263 · see citing works
Axsen, J., Orlebar, C. N., & Skippon, S. (2013) · Ecological Economics · doi:10.1016/j.ecolecon.2013.08.009 · Cited by 239 · see citing works
Chataway, E. S., Kaplan, S., Nielsen, T. A. S., & Prato, C. G. (2014) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2013.12.021 · Cited by 226 · see citing works
Kim, J., Rasouli, S., & Timmermans, H. J. P. (2014) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2014.08.016 · Cited by 218 · see citing works
Exploring the propensity to perform social activities: a social network approach
Carrasco, J. A., & Miller, E. J. (2006) · Transportation · doi:10.1007/s11116-006-8074-z · Cited by 210 · see citing works
The effect of social comparisons on commute well-being
Abou-Zeid, M., & Ben-Akiva, M. E. (2011) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2011.01.011 · Cited by 187 · see citing works
Understanding travel behaviour in an era of change
(1997) · Choice Reviews Online · doi:10.5860/choice.34-6368 · Cited by 180 · see citing works
Modeling Discrete Choices in the Presence of Inertia and Serial Correlation
Cantillo, V., Ortúzar, J. D. D., & Williams, H. C. W. L. (2007) · Transportation Science · doi:10.1287/trsc.1060.0178 · Cited by 172 · see citing works
Social Influence, Consumer Behavior, and Low-Carbon Energy Transitions
Axsen, J., & Kurani, K. S. (2012) · Annual Review of Environment and Resources · doi:10.1146/annurev-environ-062111-145049 · Cited by 170 · see citing works
Dugundji, E., & Walker, J. L. (2005) · Transportation Research Record Journal of the Transportation Research Board · doi:10.3141/1921-09 · Cited by 165 · see citing works
Identification of parameters in normal error component logit‐mixture (NECLM) models
Walker, J. L., Ben-Akiva, M. E., & Bolduc, D. (2007) · Journal of Applied Econometrics · doi:10.1002/jae.971 · Cited by 145 · see citing works
Habit and Hysteresis in Mode Choice
Goodwin, P. B. (1977) · Urban Studies · doi:10.1080/00420987720080101 · Cited by 135 · see citing works
Cherchi, E. (2017) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2017.04.009 · Cited by 133 · see citing works
A Discrete-Choice Approach to Modeling Social Influence on Individual Decision Making
Páez, A., Scott, D. M., & Volz, E. (2008) · Environment and Planning B Planning and Design · doi:10.1068/b3320t · Cited by 131 · see citing works
Correcting state dependence and serial correlation in the RP/SP combined estimation method
Morikawa, T. (1994) · Transportation · doi:10.1007/bf01098790 · Cited by 129 · see citing works
Public transport strikes and traveller behaviour
van Exel, J. N. A., & Rietveld, P. (2001) · Transport Policy · doi:10.1016/s0967-070x(01)00022-1 · Cited by 114 · see citing works
Estimation of discrete choice models: extending BIOGEME
Bierlaire, M., & Fetiarison, M. (2009) · Cited by 110 · see citing works
Tests for multiple forecast encompassing
Harvey, D. I., & Newbold, P. (2000) · Journal of Applied Econometrics · doi:10.1002/1099-1255(200009/10)15:5 · Cited by 107 · see citing works
Correcting for endogeneity in behavioral choice models with social influence variables
Walker, J. L., Ehlers, E., Banerjee, I., & Dugundji, E. R. (2011) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2011.01.003 · Cited by 101 · see citing works
Incorporating social interaction into hybrid choice models
Kamargianni, M., Ben-Akiva, M. E., & Polydoropoulou, A. (2014) · Transportation · doi:10.1007/s11116-014-9550-5 · Cited by 101 · see citing works
Be green and clearly be seen: How consumer values and attitudes affect adoption of bicycle sharing
Wang, Y., Douglas, M. A., Hazen, B. T., & Dresner, M. (2018) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2018.06.043 · Cited by 100 · see citing works
Mixed Logit (or Logit Kernel) Model: Dispelling Misconceptions of Identification
Walker, J. L. (2002) · Transportation Research Record Journal of the Transportation Research Board · doi:10.3141/1805-11 · Cited by 93 · see citing works
Discrete Choice with Social and Spatial Network Interdependencies
Dugundji, E., & Walker, J. L. (2005) · Transportation Research Record Journal of the Transportation Research Board · doi:10.1177/0361198105192100109 · Cited by 84 · see citing works
Barriers to Cycling: An Exploration of Quantitative Analyses
Mackintosh, P. G., & Norcliffe, G. (2016) · Routledge eBooks · doi:10.4324/9781315575735-9 · Cited by 83 · see citing works
Mixed RP/SP models incorporating interaction effects
Cherchi, E., & Ortúzar, J. D. D. (2002) · Transportation · doi:10.1023/a:1016307308723 · Cited by 82 · see citing works
Accounting for inertia in modal choices: some new evidence using a RP/SP dataset
Cherchi, E., & Manca, F. (2011) · Transportation · doi:10.1007/s11116-011-9338-9 · Cited by 69 · see citing works
Maness, M., Cirillo, C., & Dugundji, E. R. (2015) · Journal of Transport Geography · doi:10.1016/j.jtrangeo.2015.06.005 · Cited by 68 · see citing works
PythonBiogeme: a short introduction
Bierlaire, M. (2016) · Infoscience (Ecole Polytechnique Fédérale de Lausanne) · Cited by 66 · see citing works
Testing for inertia effect when a new tram is implemented
González, R. M., Marrero, Á. S., & Cherchi, E. (2017) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2017.02.007 · Cited by 38 · see citing works
Cherchi, E., & Ortúzar, J. D. D. (2010) · Transportation Science · doi:10.1287/trsc.1100.0334 · Cited by 35 · see citing works
Social Influence and Proenvironmental Behavior: The Reflexive Layers of Influence Framework
Axsen, J., & Kurani, K. S. (2014) · Environment and Planning B Planning and Design · doi:10.1068/b38101 · Cited by 32 · see citing works
Incorporating Mechanisms of Social Adoption in Design and Analysis of Stated-Choice Experiments
Rasouli, S., & Timmermans, H. J. P. (2013) · Transportation Research Record Journal of the Transportation Research Board · doi:10.3141/2344-02 · Cited by 32 · see citing works
Sottile, E., Cherchi, E., & Meloni, I. (2015) · Transportation research procedia · doi:10.1016/j.trpro.2015.12.036 · Cited by 27 · see citing works
Social Influence: Introduction and Overview
Forgas, J. P., & Williams, K. D. (2016) · Social Influence · doi:10.4324/9781315783031-10 · Cited by 12 · see citing works
Beck, M. J., & Rose, J. M. (2017) · Transportation · doi:10.1007/s11116-017-9822-y · Cited by 10 · see citing works
Flagged first, then by citations
1 of the 56 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Huang, Y., Qian, L., Soopramanien, D., & Tyfield, D. (2021) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2021.120639 · Cited by 98 · see citing works
Yadav, R., Giri, A., & Chatterjee, S. (2022) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2022.121932 · Cited by 94 · see citing works
Samala, A. D., Rawas, S., Criollo-C, S., Bojić, L., Prasetya, F., Ranuharja, F., & Marta, R. (2024) · SN Computer Science · doi:10.1007/s42979-024-03538-1 · Cited by 85 · see citing works
“…extended reality (XR), 5G, machine learning, robotics, deep learning, and artificial intelligence (AI) [98, 100], have transformed multiple sectors such as the economy [59], financial services, industry [65, 79], social interactions [67], healthcare [50, 102], tourism [61], and education [5, 110].”
Chibwe, J., Heydari, S., Faghih-Imani, A., & Scurtu, A. (2021) · Sustainable Cities and Society · doi:10.1016/j.scs.2021.102871 · Cited by 68 · see citing works
Chopdar, P. K., Lytras, M. D., & Visvizi, A. (2022) · International Journal of Emerging Markets · doi:10.1108/ijoem-06-2021-0862 · Cited by 49 · see citing works
Yadav, R., & Yadav, R. (2024) · Energy Policy · doi:10.1016/j.enpol.2024.114173 · Cited by 46 · see citing works
Demand And/oR Equity (DARE) method for planning bike-sharing
Durán-Rodas, D., Wright, B., Pereira, F. C., & Wulfhorst, G. (2021) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2021.102914 · Cited by 45 · see citing works
External Environmental Analysis for Sustainable Bike-Sharing System Development
Macioszek, E., & Cieśla, M. (2022) · Energies · doi:10.3390/en15030791 · Cited by 45 · see citing works
Wang, Z., Cheng, L., Li, Y., & Li, Z. (2020) · Sustainability · doi:10.3390/su12041299 · Cited by 43 · see citing works
“) related to bike-sharing was necessary to understand travel demands and improve customer satisfaction [23].”
BackgroundAnwar, M., Dhir, A., Jabeen, F., Zhang, Q., & Siddiquei, A. N. (2022) · Journal of Business Research · doi:10.1016/j.jbusres.2022.113442 · Cited by 41 · see citing works
Hong, D., Jang, S., & Lee, C. (2022) · Travel Behaviour and Society · doi:10.1016/j.tbs.2022.09.002 · Cited by 39 · see citing works
Vongvit, R., Maeng, K., & Lee, S. C. (2024) · Travel Behaviour and Society · doi:10.1016/j.tbs.2024.100788 · Cited by 37 · see citing works
Curtale, R., & Liao, F. (2023) · Transportation Research Part C Emerging Technologies · doi:10.1016/j.trc.2023.104321 · Cited by 36 · see citing works
Soria, J., & Stathopoulos, A. (2021) · Journal of Transport Geography · doi:10.1016/j.jtrangeo.2021.103148 · Cited by 36 · see citing works
Manca, F., Sivakumar, A., Daina, N., Axsen, J., & Polak, J. W. (2020) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2020.08.016 · Cited by 35 · see citing works
Chohan, S. R., Hu, G., Khan, A. U., Pasha, A. T., Saleem, F., & Sheikh, M. A. (2021) · Library Hi Tech · doi:10.1108/lht-05-2021-0156 · Cited by 32 · see citing works
The fleet size and mix vehicle routing problem with synchronized visits
Masmoudi, M. A., Hosny, M., & Koç, Ç. (2021) · Transportation Letters · doi:10.1080/19427867.2021.1888196 · Cited by 31 · see citing works
Empirical Study on Bikesharing Brand Selection in China in the Post-Sharing Era
Xiao, G., & Wang, Z. (2020) · Sustainability · doi:10.3390/su12083125 · Cited by 29 · see citing works
“The social interaction influences cyclists’ bikesharing choice by inducing family members or close friends to make the same choices [31].”
BackgroundManca, F., Sivakumar, A., & Polak, J. W. (2022) · Journal of Choice Modelling · doi:10.1016/j.jocm.2022.100344 · Cited by 29 · see citing works
Hu, G., Chohan, S. R., & Liu, J. (2020) · Asian Journal of Technology Innovation · doi:10.1080/19761597.2020.1865824 · Cited by 35 · see citing works
“The social influence is related to the citizens that get influenced by other citizens in society and develop a negative or positive impact to use IoT services, it generally focuses on the citizens in a society affected by their peers’ behaviour (Manca et al., 2019).”
BackgroundWang, K., Salehin, M. F., & Habib, K. N. (2021) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2021.04.020 · Cited by 28 · see citing works
Irawan, M. Z., Belgiawan, P. F., & Joewono, T. B. (2022) · Travel Behaviour and Society · doi:10.1016/j.tbs.2022.02.009 · Cited by 27 · see citing works
Impact of public transport strikes on the road network: The case of Athens
Spyropoulou, I. (2019) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2019.12.022 · Cited by 26 · see citing works
Zhang, X., Shao, C., Wang, B., & Huang, S. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19127130 · Cited by 26 · see citing works
“Male + + [3,12,13] Age + + [17–20] Income + + + [21–23] Education + + + [2,20,22,23] Car ownership + [7,22–24] Security risk [25–28] Environmental awareness + + + + [3,14,29,30] Bad weather + + + [15,31–33] Non-commuting + + [2,5,7,8] Travel time [2,7,20,31] Travel cost [2,7,16,31]”
BackgroundAbbasi, S., Ko, J., & Min, J. (2021) · Journal of Transport Geography · doi:10.1016/j.jtrangeo.2021.103025 · Cited by 21 · see citing works
Exploring patient's intention towards e-health consultation using an extended UTAUT model
Dash, A., & Sahoo, A. K. (2022) · Journal of Enabling Technologies · doi:10.1108/jet-08-2021-0042 · Cited by 23 · see citing works
Manca, F., Daina, N., Sivakumar, A., Yi, J. W. X., Zavitsas, K., Gemini, G., Vegetti, I., Dargan, L., & Marchet, F. (2021) · Sustainable Cities and Society · doi:10.1016/j.scs.2021.103595 · Cited by 22 · see citing works
A human behaviour model and its implications in the transport context
Najmi, A., Waller, S. T., Memarpour, M., Nair, D. J., & Rashidi, T. H. (2023) · Transportation Research Interdisciplinary Perspectives · doi:10.1016/j.trip.2023.100800 · Cited by 21 · see citing works
Sun, S., & Duan, Z. (2021) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2021.126483 · Cited by 18 · see citing works
Yin, Y., Zhao, Y. P., Wang, H., & Ye, J. (2021) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2021.127231 · Cited by 16 · see citing works
Manca, F., Pawlak, J., & Sivakumar, A. (2022) · Travel Behaviour and Society · doi:10.1016/j.tbs.2022.10.006 · Cited by 15 · see citing works
Shakya, L. K., Devkota, N., Dhakal, K., Poudyal, R., Mahato, S., Paudel, U. R., & Parajuli, S. (2024) · Environment Development and Sustainability · doi:10.1007/s10668-024-04595-5 · Cited by 14 · see citing works
“The desire for social acceptance, conformity to social norms, and the influence of peer pressure contribute to the behavioural intention of adopting e-bikes (Manca et al., 2019).”
Awua, J., Tuliao, A. P., Gabben-Mensah, D., Kanjor, F., Botor, N. J. B., Ohene, L., & Meisel, M. K. (2024) · The American Journal of Drug and Alcohol Abuse · doi:10.1080/00952990.2024.2346928 · Cited by 14 · see citing works
“For instance, existing evidence shows that through social interactions, others influence individuals to adopt behaviors such as e-cigarette use (27,28).”
Sha, C., Che, T., Xu, T., & Yang, Z. L. (2024) · Electronic Commerce Research and Applications · doi:10.1016/j.elerap.2024.101467 · Cited by 13 · see citing works
Blazquez, C. A., Laurent, J. G. C., & Nazif‐Muñoz, J. I. (2021) · BMC Public Health · doi:10.1186/s12889-021-12066-z · Cited by 13 · see citing works
“This has been the case for instance of mobile ticketing service in public transport [11], models of bike sharing [12], alternative fuel vehicles [13], seat belts [14] or child restraints [15].”
BackgroundUsing the Extended Acceptance Model to Understand Continuance Intention of Dockless Bike-Sharing
Li, X., & Lin, H. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.786693 · Cited by 13 · see citing works
Unbalanced Usage of Free-Floating Bike-Sharing Connecting with Metro Stations
Li, L., Li, X., Yu, S., Li, X., & Dai, J. (2022) · Physica A Statistical Mechanics and its Applications · doi:10.1016/j.physa.2022.128245 · Cited by 13 · see citing works
Perceived risk and benefits of e-health consultation and their influence on user’s intention to use
Sahoo, A. K., Dash, A., & Nayak, P. (2023) · Journal of Science and Technology Policy Management · doi:10.1108/jstpm-10-2022-0174 · Cited by 13 · see citing works
Liu, Y., Cui, W., Zhou, R., & Chan, A. H. S. (2022) · Travel Behaviour and Society · doi:10.1016/j.tbs.2022.07.005 · Cited by 12 · see citing works
Behavioural nudging for greener travel: A discrete choice experiment in the Greater Toronto Area
Wang, K., Li, M., Xu, J., Hatzopoulou, M., & Habib, K. N. (2025) · Energy · doi:10.1016/j.energy.2025.135745 · Cited by 11 · see citing works
Qin, X. D., Zhen, F., Guo, S., & Tang, J. (2022) · Travel Behaviour and Society · doi:10.1016/j.tbs.2022.08.009 · Cited by 11 · see citing works
Moderating effect of gender on adoption of digital health consultation: a patient perspective study
Dash, A., & Sahoo, A. K. (2021) · International Journal of Pharmaceutical and Healthcare Marketing · doi:10.1108/ijphm-01-2021-0012 · Cited by 10 · see citing works
The Go2School project for promoting cycling to school: A case study in Palermo
Migliore, M., D’Orso, G., & Capodici, A. E. (2021) · Cleaner and Responsible Consumption · doi:10.1016/j.clrc.2021.100019 · Cited by 9 · see citing works
Flexible Pricing Strategies in Electric Free-Floating Bicycle Sharing
Duz, A., & Corno, M. (2021) · IEEE Access · doi:10.1109/access.2021.3127568 · Cited by 8 · see citing works
“In the context of this paper, we are particularly interested in bike sharing (as discussed in [6], [7], [8], [9]).”
BackgroundComparative Analysis of Psychological Well-Being and Emotional Education in Graduate Students
Moreira-Chóez, J. S., de Rodríguez, T. M. L., Espinoza-Solís, E., & Castillo, G. (2024) · F1000Research · doi:10.12688/f1000research.141849.2 · Cited by 8 · see citing works
Islam, M. T., Kumar, J., & Konar, R. (2024) · Advances in marketing, customer relationship management, and e-services book series · doi:10.4018/979-8-3693-1918-5.ch009 · Cited by 7 · see citing works
Lin, Y.-H., Chang, H. H., Yeh, S., Wong, K. H., & Tseng, T. Y. (2023) · Research in Transportation Business & Management · doi:10.1016/j.rtbm.2023.101063 · Cited by 7 · see citing works
Lecouteux, G., & Moulin, L. (2024) · Transportation Research Interdisciplinary Perspectives · doi:10.1016/j.trip.2024.101115 · Cited by 6 · see citing works
Households’ adoption of distributed energy systems: The role of social interaction
Li, H., Wang, J., Zhang, Y., & Long, R. (2025) · Renewable Energy · doi:10.1016/j.renene.2025.123779 · Cited by 3 · see citing works
Bhatt, V., Agnihotri, D., Swarup, K., Chaturvedi, P., Mathur, A., & Tripathi, V. (2025) · International journal of organizational analysis · doi:10.1108/ijoa-05-2024-4489 · Cited by 3 · see citing works
Comparative analysis of psychological well-being and emotional education in graduate students
Moreira-Choez, J. S., de Rodríguez, T. M. L., Espinoza-Solís, E., & Castillo, G. (2023) · F1000Research · doi:10.12688/f1000research.141849.1 · Cited by 3 · see citing works
Zhao, C., Wang, L., Li, M., Chen, X., & Liu, N. (2024) · Journal of the Knowledge Economy · doi:10.1007/s13132-024-01737-y · Cited by 3 · see citing works
“…independent variables, users’ gratification related to convenience, achievement, and social and environmental protection was mainly employed from the studies by Chen et al. (2020), Ma et al. (2018), and Manca et al. (2019) and corresponding adjustment has been made to fit in our research context.”
RetractedAccessibility and Transport Appraisal
Guers, K. (2020) · Discussion papers · doi:10.1787/58a96ff1-en · Cited by 3 · see citing works
Dong, L., Ulak, M. B., Azolin, L. G., Grigolon, A., Abouelela, M., & Geurs, K. (2025) · Travel Behaviour and Society · doi:10.1016/j.tbs.2025.101204 · Cited by 2 · see citing works
What do non-users think about adopting public bicycle sharing systems? Evidence from India
Jena, A., & Kadali, B. R. (2024) · Innovative Infrastructure Solutions · doi:10.1007/s41062-024-01577-4 · Cited by 2 · see citing works
“…study in London, UK, researchers investigated the influence of social norms and social interactions such as diffusion, translation, and reflexivity and found that they have a significant impact on the choice behavior that influences the adoption of the PBSS using a stated-preference survey [17].”
Kubaľák, S., Mazanec, J., & Gogola, M. (2024) · Applied Sciences · doi:10.3390/app142210345 · Cited by 2 · see citing works
Parapanos, D., & Michopoulou, E. (2025) · Strategic Change · doi:10.1002/jsc.2635 · Cited by 2 · see citing works
Travellers’ Propensity to Cycle: The Case of Dublin and Athens
Τσεπέντα, Κ., Spyropoulou, I., & Ahern, A. (2020) · Advances in intelligent systems and computing · doi:10.1007/978-3-030-61075-3_14 · Cited by 2 · see citing works
Nygaard-Petersen, K. (2025) · Transportation Research Interdisciplinary Perspectives · doi:10.1016/j.trip.2025.101371 · Cited by 1 · see citing works
Zhang, Y., Fu, W., Cao, M., & Kong, H. (2025) · Applied Spatial Analysis and Policy · doi:10.1007/s12061-025-09654-6 · Cited by 1 · see citing works
“…population groups, such as with regard to gender (female/male) (Böcker et al., 2020; Teixeira & Cunha, 2023), age (young people/older adults) (Manca et al., 2019; Wang et al., 2018), educational status (college students) (Su et al., 2020), and membership type (annual/casual members) (Hu et…”
Exploring the Relationship Between Student Engagement and Authentic Learning During COVID-19
Hossain, S. F. A., Sofyan, Y., Ushie, A. M., & Srimuang, K. (2022) · International Journal of e-Collaboration · doi:10.4018/ijec.295149 · Cited by 1 · see citing works
Fruhen, L. S., Benetti, P. J., Kanse, L., & Rossen, I. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20065163 · Cited by 1 · see citing works
“Similarly, recent research shows social influence via social interactions to operate alongside social norms in informing travel mode choices [59].”
BackgroundNg, A. H. H., Wider, W., Ho, R. C., Hoo, W. C., Ngui, K. S., & Bien, J. K. (2024) · Asian Development Policy Review · doi:10.55493/5008.v12i2.5032 · Cited by 3 · see citing works
“Social influence is defined as the effect of other people on our decision or behavior to conform to the majority (Manca, Sivakumar, & Polak, 2019).”
BackgroundHernandez, A. A., Escolano, V. J. C., Syukur, M., Lagman, A. C., & Cardaña, D. (2024) · International Conference on Business and Industrial Research (ICBIR) · doi:10.1109/icbir61386.2024.10875886 · Cited by 1 · see citing works
Liao, F., Chow, J. Y. J., Gao, S., & Timmermans, H. J. P. (2019) · Transportation Research Part C Emerging Technologies · doi:10.1016/j.trc.2019.07.021 · Cited by 1 · see citing works
Zhou, Z., Zhou, Y., Ouyang, B., Man, S. S., & Chan, A. H. S. (2026) · Healthcare · doi:10.3390/healthcare14131978
Psychological and Societal Factors of Decision Making in a Transport ContextPreprint
Najmi, A., Nair, D. J., Waller, S. T., & Rashidi, T. H. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4049761
Zatrahadi, M. F., Darmawati, D., Rahmad, R., Syarifah, S., & Arsy, N. (2023) · Jurnal EDUCATIO Jurnal Pendidikan Indonesia · doi:10.29210/1202323581
“Pertama, remaja mungkin mengalami stres yang berlebihan dan tekanan psikologis untuk memenuhi harapan sosial dan mengikuti tren yang sedang popular(Cacioppo & Cacioppo, 2014; Manca et al., 2019; Schmitt ‐ Beck, 2015).”
BackgroundWang, M., Zhang, Q., Hu, J., & Shao, Y. (2024) · Systems · doi:10.3390/systems12100403
Modeling the Constructs of Accelerating Digital Transformation in the Basic EducationPreprint
Grandeza, A. C. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5032189
Effects of workplace peers and informational and normative conformities on commute mode decisions
Krishna, G. V., & Manoj, M. (2025) · Research in Transportation Business & Management · doi:10.1016/j.rtbm.2025.101493
Examine Cross-City Travel Behaviour and Its Associated Cycling Spatial Structures
Zhang, Y. (2025) · Urban sustainability · doi:10.1007/978-981-96-8492-2_2
Blazquez, C. A., Laurent, J. G. C., & Nazif‐Muñoz, J. I. (2021) · Figshare · doi:10.6084/m9.figshare.16935785
Encouraging socially considerate behavior in green travel: A field experiment with shared bicycles
Su, D., Lien, J. W., Wang, Y., Wang, J., & Fu, T. (2026) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2026.105109
MaaS bundle uptake among university students: A cross-European survey
Kriswardhana, W., Pira, M. L., Inturri, G., Geržinič, N., van Oort, N., Sierpiński, G., Barchański, A., & Esztergár‐Kiss, D. (2026) · Transportation Research Interdisciplinary Perspectives · doi:10.1016/j.trip.2026.102125
Service design for shared micromobility: Long-term planning under gradual user adoption
Farhani, M., Rezaei, J., Azadeh, S. S., & Maknoon, Y. (2026) · Research in Transportation Business & Management · doi:10.1016/j.rtbm.2026.101818
SUSTAINING MOBILE BANKING USE: INSIGHTS FROM CUSTOMERS IN THE NORTHERN REGION OF MALAYSIA
Zahari, N. A. S., Rahman, N. L. B. A., Mutalib, H. A., & Safiyuddin, F. S. (2026) · Advanced International Journal of Business Entrepreneurship and SMEs · doi:10.35631/aijbes.829004
- Authors
- Manca, F., Sivakumar, A., & Polak, J. W.
- Affiliations
- Imperial College London (GB)
- Corresponding author
- Manca, Francesco
- Venue
- Transportation Research Part C Emerging Technologies
- Publisher
- Elsevier BV
- Published
- 2019-08
- Volume
- 105
- Pages
- 611-625
- ISSN
- 0968-090X (ISSN-L)
- OpenAlex
- W2917269934
- Cited by
- 78
- References
- 56
- Citations by year
- 2026: 6 · 2025: 10 · 2024: 15 · 2023: 7 · 2022: 16 · 2021: 16 · 2020: 6 · 2019: 2
- FWCI
- 4.57
- Type
- journal article
- Language
- en
- Open access
- green
- hdl.handle.net
- Licence
- cc-by-nc-nd
- www.elsevier.com/tdm/userlicense/1.0/ (tdm)
- Locations
- Transportation Research Part C Emerging Technologies (publishedVersion)
- Spiral (Imperial College London) (submittedVersion, cc-by-nc-nd)
- Funders
- Engineering and Physical Sciences Research Council
- Topics
- Physical Sciences › Engineering › Automotive Engineering › Transportation and Mobility Innovations
- Social Sciences › Transportation › Urban Transport and Accessibility
- Social Sciences › Decision Sciences › Management Science and Operations Research › Innovation Diffusion and Forecasting
- Keywords
- social influence, social interaction, technology adoption, bike sharing, mode choice, social norms, conformity, public transport strikes, mixed logit model, students, cycling, behavioral inertia
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review