Exploring cognitive-behavioral drivers impacting consumer continuance intention of fitness apps using a hybrid approach of text mining, SEM, and ANN
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DOI: 10.1016/j.jretconser.2024.104045
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- Meena, Rahul & Sarabhai, Samar, 2023. "Extrinsic and intrinsic motivators for usage continuance of hedonic mobile apps," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
- Anshu, Kumari & Gaur, Loveleen & Singh, Gurmeet, 2022. "Impact of customer experience on attitude and repurchase intention in online grocery retailing: A moderation mechanism of value Co-creation," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
- Pham, Hong Chuong & Duong, Cong Doanh & Nguyen, Giang Khanh Huyen, 2024. "What drives tourists’ continuance intention to use ChatGPT for travel services? A stimulus-organism-response perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 78(C).
- Birkmeyer, Steven & Wirtz, Bernd W. & Langer, Paul F., 2021. "Determinants of mHealth success: An empirical investigation of the user perspective," International Journal of Information Management, Elsevier, vol. 59(C).
- Xu, Xiao-Yu & Gao, Ya-Xuan & Jia, Qing-Dan, 2023. "The role of social commerce for enhancing consumers’ involvement in the cross-border product: Evidence from SEM and ANN based on MOA framework," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
- MoonKi Choi, 2020. "Association of eHealth Use, Literacy, Informational Social Support, and Health-Promoting Behaviors: Mediation of Health Self-Efficacy," IJERPH, MDPI, vol. 17(21), pages 1-12, October.
- Hair, Joe F. & Howard, Matt C. & Nitzl, Christian, 2020. "Assessing measurement model quality in PLS-SEM using confirmatory composite analysis," Journal of Business Research, Elsevier, vol. 109(C), pages 101-110.
- So Young Bae & Po-Ju Chang, 2021. "The effect of coronavirus disease-19 (COVID-19) risk perception on behavioural intention towards ‘untact’ tourism in South Korea during the first wave of the pandemic (March 2020)," Current Issues in Tourism, Taylor & Francis Journals, vol. 24(7), pages 1017-1035, April.
- Soren, Anup Anurag & Chakraborty, Shibashish, 2024. "Adoption, satisfaction, trust, and commitment of over-the-top platforms: An integrated approach," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
- Park, Hyun Jung & Zhang, Yining, 2022. "Technology readiness and technology paradox of unmanned convenience store users," Journal of Retailing and Consumer Services, Elsevier, vol. 65(C).
- Chatterjee, Swagato & Goyal, Divesh & Prakash, Atul & Sharma, Jiwan, 2021. "Exploring healthcare/health-product ecommerce satisfaction: A text mining and machine learning application," Journal of Business Research, Elsevier, vol. 131(C), pages 815-825.
- Pilawa, Joanna & Witell, Lars & Valtakoski, Aku & Kristensson, Per, 2022. "Service innovativeness in retailing: Increasing the relative attractiveness during the COVID-19 pandemic," Journal of Retailing and Consumer Services, Elsevier, vol. 67(C).
- Chakraborty, Debarun & Singu, Hari Babu & Patre, Smruti, 2022. "Fitness Apps's purchase behaviour: Amalgamation of Stimulus-Organism-Behaviour-Consequence framework (S–O–B–C) and the innovation resistance theory (IRT)," Journal of Retailing and Consumer Services, Elsevier, vol. 67(C).
- Wahab, Hamza Kaka Abdul & Tao, Meng & Tandon, Anushree & Ashfaq, Muhammad & Dhir, Amandeep, 2022. "Social media celebrities and new world order. What drives purchasing behavior among social media followers?," Journal of Retailing and Consumer Services, Elsevier, vol. 68(C).
- Hassan H. H. Aldboush & Marah Ferdous, 2023. "Building Trust in Fintech: An Analysis of Ethical and Privacy Considerations in the Intersection of Big Data, AI, and Customer Trust," IJFS, MDPI, vol. 11(3), pages 1-18, July.
- Shen, Yimo & Chou, Wan-Ju & Schaubroeck, John M. & Liu, Jun, 2023. "Benevolent leadership, harmonious passion, and employee work behaviors: A multi-level moderated mediation model," Journal of Business Research, Elsevier, vol. 157(C).
- Nilashi, Mehrbakhsh & Abumalloh, Rabab Ali & Samad, Sarminah & Alrizq, Mesfer & Alyami, Sultan & Alghamdi, Abdullah, 2023. "Analysis of customers' satisfaction with baby products: The moderating role of brand image," Journal of Retailing and Consumer Services, Elsevier, vol. 73(C).
- Ferrara, Federico M. & Masciandaro, Donato & Moschella, Manuela & Romelli, Davide, 2022.
"Political voice on monetary policy: Evidence from the parliamentary hearings of the European Central Bank,"
European Journal of Political Economy, Elsevier, vol. 74(C).
- Federico M. Ferrara & Donato Masciandaro & Manuela Moschella & Davide Romelli, 2021. "Political Voice on Monetary Policy: Evidence from the Parliamentary Hearings of the European Central Bank," BAFFI CAREFIN Working Papers 21159, BAFFI CAREFIN, Centre for Applied Research on International Markets Banking Finance and Regulation, Universita' Bocconi, Milano, Italy.
- Ferrara, Federico M. & Masciandaro, Donato & Moschella, Manuela & Romelli, Davide, 2022. "Political voice on monetary policy: evidence from the parliamentary hearings of the European Central Bank," LSE Research Online Documents on Economics 114278, London School of Economics and Political Science, LSE Library.
- Margaret E. Roberts & Brandon M. Stewart & Edoardo M. Airoldi, 2016. "A Model of Text for Experimentation in the Social Sciences," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 111(515), pages 988-1003, July.
- Nagaraj, Samala, 2021. "Role of consumer health consciousness, food safety & attitude on organic food purchase in emerging market: A serial mediation model," Journal of Retailing and Consumer Services, Elsevier, vol. 59(C).
- Verma, Surabhi & Gustafsson, Anders, 2020. "Investigating the emerging COVID-19 research trends in the field of business and management: A bibliometric analysis approach," Journal of Business Research, Elsevier, vol. 118(C), pages 253-261.
- Ruan, Yanya & Mezei, József, 2022. "When do AI chatbots lead to higher customer satisfaction than human frontline employees in online shopping assistance? Considering product attribute type," Journal of Retailing and Consumer Services, Elsevier, vol. 68(C).
- Cho, Heetae & Chi, Christina & Chiu, Weisheng, 2020. "Understanding sustained usage of health and fitness apps: Incorporating the technology acceptance model with the investment model," Technology in Society, Elsevier, vol. 63(C).
- Armstrong, J. Scott & Overton, Terry S., 1977.
"Estimating Nonresponse Bias in Mail Surveys,"
MPRA Paper
81694, University Library of Munich, Germany.
- JS Armstrong & Terry Overton, 2005. "Estimating Nonresponse Bias in Mail Surveys," General Economics and Teaching 0502044, University Library of Munich, Germany.
- Kraus, Sascha & Schiavone, Francesco & Pluzhnikova, Anna & Invernizzi, Anna Chiara, 2021. "Digital transformation in healthcare: Analyzing the current state-of-research," Journal of Business Research, Elsevier, vol. 123(C), pages 557-567.
- Seongsoo Jang & Philip Kitchen & Jinwon Kim, 2018. "The effects of gamified customer benefits and characteristics on behavioral engagement and purchase: Evidence from mobile exercise application uses," Post-Print hal-02014162, HAL.
- Abrokwah, Eugene & Rachayeeta, Priti & Affum-Osei, Emmanuel & Yeboah, Gifty & Agyare, Collins & Boadi, Evans Asante, 2023. "Engaging in unpaid jobs out of free will: an attribution theory perspective on the effects of supervisor support attributions on volunteers' service quality," Journal of Retailing and Consumer Services, Elsevier, vol. 74(C).
- Selim, Hassan & Eid, Riyad & Agag, Gomaa & Shehawy, Yasser Moustafa, 2022. "Cross-national differences in travelers’ continuance of knowledge sharing in online travel communities," Journal of Retailing and Consumer Services, Elsevier, vol. 65(C).
- Thabang Excellent Mofokeng, 2021. "The impact of online shopping attributes on customer satisfaction and loyalty: Moderating effects of e-commerce experience," Cogent Business & Management, Taylor & Francis Journals, vol. 8(1), pages 1968206-196, January.
- Sokolova, Karina & Perez, Charles, 2021. "You follow fitness influencers on YouTube. But do you actually exercise? How parasocial relationships, and watching fitness influencers, relate to intentions to exercise," Journal of Retailing and Consumer Services, Elsevier, vol. 58(C).
- Basu, Bibaswan & Sebastian, M.P. & Kar, Arpan Kumar, 2024. "What affects the promoting intention of mobile banking services? Insights from mining consumer reviews," Journal of Retailing and Consumer Services, Elsevier, vol. 77(C).
- Arghya Ray & Pradip Kumar Bala & Rashmi Jain, 2022. "How can topic-modelling of user-reviews reshape market surveys? Exploring factors influencing usage intention of e-learning services through a novel multi-method approach," International Journal of Business Information Systems, Inderscience Enterprises Ltd, vol. 40(2), pages 259-284.
- Ray, Arghya & Bala, Pradip Kumar & Rana, Nripendra P., 2021. "Exploring the drivers of customers’ brand attitudes of online travel agency services: A text-mining based approach," Journal of Business Research, Elsevier, vol. 128(C), pages 391-404.
- Margaret E. Roberts & Brandon M. Stewart & Dustin Tingley & Christopher Lucas & Jetson Leder‐Luis & Shana Kushner Gadarian & Bethany Albertson & David G. Rand, 2014. "Structural Topic Models for Open‐Ended Survey Responses," American Journal of Political Science, John Wiley & Sons, vol. 58(4), pages 1064-1082, October.
- Yuen, Kum Fai & Chua, Jie Ying & Li, Xue & Wang, Xueqin, 2023. "The determinants of users’ intention to adopt telehealth: Health belief, perceived value and self-determination perspectives," Journal of Retailing and Consumer Services, Elsevier, vol. 73(C).
- Soren, Anup Anurag & Chakraborty, Shibashish, 2023. "The formation of habit and word-of-mouth intention of over-the-top platforms," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
- Tsiotsou, Rodoula H. & Boukis, Achilleas, 2022. "In-home service consumption: A systematic review, integrative framework and future research agenda," Journal of Business Research, Elsevier, vol. 145(C), pages 49-64.
- Jang, Seongsoo & Kitchen, Philip Jame & Kim, Jinwon, 2018. "The effects of gamified customer benefits and characteristics on behavioral engagement and purchase: Evidence from mobile exercise application uses," Journal of Business Research, Elsevier, vol. 92(C), pages 250-259.
- Modgil, Sachin & Dwivedi, Yogesh K. & Rana, Nripendra P. & Gupta, Shivam & Kamble, Sachin, 2022. "Has Covid-19 accelerated opportunities for digital entrepreneurship? An Indian perspective," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
- repec:hal:journl:hal-04779110 is not listed on IDEAS
- Patricio Ramirez-Correa & F. Javier Rondán-Cataluña & Jorge Arenas-Gaitán & Tarcilla Mariano Mello, 2022. "Is your smartphone ugly? Importance of aesthetics in young people's intention to continue using smartphones," Behaviour and Information Technology, Taylor & Francis Journals, vol. 41(1), pages 72-84, January.
- Jeyaraj, Anand, 2022. "Models of information systems habit: An exploratory meta-analysis," International Journal of Information Management, Elsevier, vol. 62(C).
- Jae-Yoon Kwon & Ji-Suk Lee & Tae-Seung Park, 2022. "Analysis of Strategies to Increase User Retention of Fitness Mobile Apps during and after the COVID-19 Pandemic," IJERPH, MDPI, vol. 19(17), pages 1-12, August.
- Kumar, Anand & Bala, Pradip Kumar & Chakraborty, Shibashish & Behera, Rajat Kumar, 2024. "Exploring antecedents impacting user satisfaction with voice assistant app: A text mining-based analysis on Alexa services," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
- Wang, Guoqiang & Tan, Garry Wei-Han & Yuan, Yunpeng & Ooi, Keng-Boon & Dwivedi, Yogesh K., 2022. "Revisiting TAM2 in behavioral targeting advertising: A deep learning-based dual-stage SEM-ANN analysis," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
- Kumar, Avinash & Chakraborty, Shibashish & Bala, Pradip Kumar, 2023. "Text mining approach to explore determinants of grocery mobile app satisfaction using online customer reviews," Journal of Retailing and Consumer Services, Elsevier, vol. 73(C).
- Maduku, Daniel K. & Thusi, Philile, 2023. "Understanding consumers' mobile shopping continuance intention: New perspectives from South Africa," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
- Carlos Tam & Diogo Santos & Tiago Oliveira, 2020. "Exploring the influential factors of continuance intention to use mobile Apps: Extending the expectation confirmation model," Information Systems Frontiers, Springer, vol. 22(1), pages 243-257, February.
- Amoroso, Donald & Lim, Ricardo, 2017. "The mediating effects of habit on continuance intention," International Journal of Information Management, Elsevier, vol. 37(6), pages 693-702.
- Kim, Minseong, 2022. "How can I Be as attractive as a Fitness YouTuber in the era of COVID-19? The impact of digital attributes on flow experience, satisfaction, and behavioral intention," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
- Akdim, Khaoula & Casaló, Luis V. & Flavián, Carlos, 2022. "The role of utilitarian and hedonic aspects in the continuance intention to use social mobile apps," Journal of Retailing and Consumer Services, Elsevier, vol. 66(C).
- Magno, Francesca & Cassia, Fabio, 2024. "Predicting restaurants’ surplus food platform continuance: Insights from the combined use of PLS-SEM and NCA and predictive model comparisons," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
- Nurul-Ain Abdul-Halim & Ali Vafaei-Zadeh & Haniruzila Hanifah & Ai Ping Teoh & Khaled Nawaser, 2022. "Understanding the determinants of e-wallet continuance usage intention in Malaysia," Quality & Quantity: International Journal of Methodology, Springer, vol. 56(5), pages 3413-3439, October.
- Kim, Minseong, 2021. "Conceptualization of e-servicescapes in the fitness applications and wearable devices context: Multi-dimensions, consumer satisfaction, and behavioral intention," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
- Luong, Van Ha & Tarquini, Annalisa & Anadol, Yaprak & Klaus, Phil & Manthiou, Aikaterini, 2024. "Is digital fashion the future of the metaverse? Insights from YouTube comments," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
- Bohl, Martin T. & Kanelis, Dimitrios & Siklos, Pierre L., 2023. "Central bank mandates: How differences can influence the content and tone of central bank communication," Journal of International Money and Finance, Elsevier, vol. 130(C).
- Raouf Ahmad Rather, 2021. "Monitoring the impacts of tourism-based social media, risk perception and fear on tourist’s attitude and revisiting behaviour in the wake of COVID-19 pandemic," Current Issues in Tourism, Taylor & Francis Journals, vol. 24(23), pages 3275-3283, December.
- Zhang, Hui & Sun, Qi, 2024. "The transformation mechanism of fitness clubs: Pricing of joint fitness courses by online platforms and well-known coaches," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
- Alalwan, Ali Abdallah, 2020. "Mobile food ordering apps: An empirical study of the factors affecting customer e-satisfaction and continued intention to reuse," International Journal of Information Management, Elsevier, vol. 50(C), pages 28-44.
- Matthias Söllner & Abhay Nath Mishra & Jan-Michael Becker & Jan Marco Leimeister, 2024. "Use IT again? Dynamic roles of habit, intention and their interaction on continued system use by individuals in utilitarian, volitional contexts," European Journal of Information Systems, Taylor & Francis Journals, vol. 33(1), pages 80-96, January.
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Keywords
Consumer services; Continuance intention; Health and fitness apps; Habit; Topic modeling; Structural equation modeling; Artificial neural network;All these keywords.
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