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Abstract

Research Aims: This study aimed to reveal the underlying attributes of the customer experience in the sharing economy of online food delivery (OFD).

Design/Methodology/Approach: After collecting 45,116 reviews from the Google Play store, a semantic network analysis was conducted. Python programming language and text mining were utilised to extract keywords from online reviews, a frequency analysis was performed, and a CONvergence of iterated CORrelations (CONCOR) analysis was conducted using Ucinet 6.0.

Research Findings: The keywords ‘food,’ ‘order,’ ‘driver,’ and ‘application’ had the highest frequency and centrality. Customer experience attributes were classified into four clusters: ‘Delivery Procedure’, ‘OFD Platform’, ‘Payment Process’ and ‘Value of Money’.

Theoretical Contribution/Originality: This study provides a relevant and novel assessment of customer experience using semantic network analysis, which should be more broadly used in academic research.

Managerial Implications in the Southeast Asian Context: Given the predicted growth of online food delivery in Southeast Asia and shared cultural values with Indonesia, the findings of this study may have implications for developing strategies of sustainability in the sharing economy of online food delivery enterprises.

Research Limitations & Implications: This study only collected online customer reviews from the Google Play store, and because the method focused on word frequency, understanding of the additional meaning of words is lacking.

References

Abutaleb, S., El-Bassiouny, N., & Hamed, S. (2021). Exploring the notion of collaborative consumption in an emerging market: The use of netnography. International Review on Public and Nonprofit Marketing, 18(4), 599–627.

Akhmedova, A., Marimon, F., & Mas-Machuca, M. (2020). Winning strategies for customer loyalty in the sharing economy: A mixed-methods study. Journal of Business Research, 112, 33–44.

Akin, D., Jakobsen, K. C., Floch, J., & Hoff, E. (2021). Sharing with neighbours: Insights from local practices of the sharing economy. Technology in Society, 64, 101481.

Ala-Mantila, S., Ottelin, J., Heinonen, J., & Junnila, S. (2016). To each their own? The greenhouse gas impacts of intra-household sharing in different urban zones. Journal of Cleaner Production, 135, 356–367.

Ali, S., Khalid, N., Javed, H. M. U., & Islam, D. Md. Z. (2020a). Consumer adoption of online food delivery ordering (OFDO) services in Pakistan: The impact of the COVID-19 pandemic situation. Journal of Open Innovation: Technology, Market, and Complexity, 7(1), 10.

Aloni, E. (2016). Pluralizing the sharing economy. Washington Law Review, 91, 1397.

Anshu, K., Gaur, L., & Singh, G. (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, 64, 102798.

Bačíková, M., & Galko, L. (2018). The design of manual domain usability evaluation techniques. Open Computer Science, 8(1), 51–67.

Ban, H. J, & Kim, H.-S. (2019a). Semantic network analysis of hotel package through the big data. Culinary Science & Hospitality Research, 25(2), 111–119.

Ban, H.-J., & Kim, H.-S. (2019b). Understanding customer experience and satisfaction through airline passengers’ online review. Sustainability, 11(15), 4066.

Bascur, C., & Rusu, C. (2020). Customer experience in retail: A systematic literature review. Applied Sciences, 10(21), 7644.

Batool, M., Ghulam, H., Hayat, M. A., Naeem, M. Z., Ejaz, A., Imran, Z. A., Spulbar, C., Birau, R., & Gorun, T. H. (2020). How COVID-19 has shaken the sharing economy? An analysis using Google trends data. Economic Research-Ekonomska Istraživanja, 34(1), 2374–2386.

Belarmino, A., Raab, C., Tang, J., & Han, W. (2021). Exploring the motivations to use online meal delivery platforms: Before and during quarantine. International Journal of Hospitality Management, 96, 102983.

Belk, R. (2014). You are what you can access: Sharing and collaborative consumption online. Journal of Business Research, 67(8), 1595–1600.

Benkler, Y. (2016). Peer production, the commons, and the future of the firm. Strategic Organization, 15(2), 264–274.

Bian, Y., Cui, Y., Yan, S., & Han, X. (2021). Optimal strategy of a customer-to-customer sharing platform: Whether to launch its own sharing service? Transportation Research Part E: Logistics and Transportation Review, 149, 102288.

Bonciu, F., & Balgar, A. (2016). Sharing economy as a contributor to sustainable growth. An EU perspective. Romanian Journal of European Affair, 16(2), 36–45

Botsman, R. (2013). The sharing economy lacks a shared definition. Fast company, 21, 2013.

Bouncken, R. B., & Reuschl, A. J. (2018). Coworking-spaces: How a phenomenon of the sharing economy builds a novel trend for the workplace and for entrepreneurship. Review of Managerial Science, 12(1), 317–334.

Cahyani, Z., Nurcahyo, R., & Farizal. (2020). Popularity analysis of mobile food ordering apps in Indonesia. 2020 IEEE 7th International Conference on Industrial Engineering and Applications (ICIEA).

Chen, N., & Yang, Y. (2020). The impact of customer experience on consumer purchase intention in cross-border E-commerce——Taking network structural embeddedness as mediator variable. Journal of Retailing and Consumer Services, 59, 102344.

Cheng, X., Mou, J., & Yan, X. (2021). Sharing economy enabled digital platforms for development. Information Technology for Development, 27(4), 635–644.

Chi, V. T. M., Paramita, W., & Ha Minh Quan, T. (2021). Does customer experience always benefit company? Examining customers’ epistemic motivation and interaction with service contexts. Australasian Marketing Journal, 30(1), 35–50.

Christensen, A. P., & Kenett, Y. (2020). Semantic network analysis (semna): A tutorial on preprocessing, estimating, and analyzing semantic networks. Center for Open Science.

Correa, J. C., Garzón, W., Brooker, P., Sakarkar, G., Carranza, S. A., Yunado, L., & Rincón, A. (2019). Evaluation of collaborative consumption of food delivery services through web mining techniques. Journal of Retailing and Consumer Services, 46, 45–50.

Cottica, A., Hassoun, A., Manca, M., Vallet, J., & Melançon, G. (2020). Semantic Social Networks: A Mixed Methods Approach to Digital Ethnography. Field Methods, 1-17.

Cui, R., Li, J., & Zhang, D. J. (2020). Reducing discrimination with reviews in the sharing economy: Evidence from field experiments on airbnb. Management Science, 66(3), 1071–1094.

Curtis, S. K., & Lehner, M. (2019). Defining the sharing economy for sustainability. Sustainability, 11(3), 567.

Dabbous, A., & Tarhini, A. (2021). Does sharing economy promote sustainable economic development and energy efficiency? Evidence from OECD countries. Journal of Innovation & Knowledge, 6(1), 58–68.

Davis, E. (2001). Knowledge representation. In International Encyclopedia of the Social & Behavioral Sciences, 8132–8139. Elsevier.

Dewi, R. and Sjabadhymi, B. (2021). Digital Leadership as a Resource to Enhance Managers’ Psychological Well-Being in COVID-19 Pandemic Situation in Indonesia. The South East Asian Journal of Management, 15(2).

De Keyser, A., Verleye, K., Lemon, K. N., Keiningham, T. L., & Klaus, P. (2020). Moving the customer experience field forward: Introducing the touchpoints, context, qualities (TCQ) nomenclature. Journal of Service Research, 23(4), 433–455.

Diefenbach, T. (2016). Empowerment of The Few and Disempowerment of The Many - Disempowerment in Thai ‘One Tambon One Product' Organizations (OTOPS). The South East Asian Journal of Management, 10(1), 30-53.

Engert, S., Rauter, R., & Baumgartner, R. J. (2016). Exploring the integration of corporate sustainability into strategic management: A literature review. Journal of Cleaner Production, 112, 2833–2850.

Fang, B., Ye, Q., & Law, R. (2015). Effect of sharing economy on tourism industry employment. Annals of Tourism Research, 57, 264–267.

Fu, W., Choi, E.-K., & Kim, H.-S. (2022). Text mining with network analysis of online reviews and consumers’ satisfaction: A case study in Busan wine bars. Information, 13(3), 127.

Furunes, T., & Mkono, M. (2019a). Service-delivery success and failure under the sharing economy. International Journal of Contemporary Hospitality Management, 31(8), 3352–3370.

Furunes, T., & Mkono, M. (2019b). Service-delivery success and failure under the sharing economy. International Journal of Contemporary Hospitality Management, 31(8), 3352–3370.

Gârdan, D. A., Epuran, G., Paștiu, C. A., Gârdan, I. P., Jiroveanu, D. C., Tecău, A. S., & Prihoancă, D. M. (2021). Enhancing consumer experience through development of implicit attitudes using food delivery applications. Journal of Theoretical and Applied Electronic Commerce Research, 16(7), 2858–2882.

Garud, R., Kumaraswamy, A., Roberts, A., & Xu, L. (2022). Liminal movement by digital platform‐based sharing economy ventures: The case of Uber Technologies. Strategic Management Journal, 43(3), 447-475.

Gentile, C., Spiller, N., & Noci, G. (2007). How to sustain the customer experience: European Management Journal, 25(5), 395–410.

Guo, Y., Li, X., & Zeng, X. (2019). Platform competition in the sharing economy: Understanding how ride-hailing services influence new car purchases. Journal of Management Information Systems, 36(4), 1043–1070.

Ha, S., & Stoel, L. (2009). Consumer e-shopping acceptance: Antecedents in a technology acceptance model. Journal of Business Research, 62(5), 565–571.

Hamari, J., Sjöklint, M., & Ukkonen, A. (2016). The sharing economy: Why people participate in collaborative consumption. Journal of the Association for Information Science and Technology, 67(9), 2047–2059.

Handani, N.D., Riswanto, A.L., & Kim, H.-S. (2022). A Study of Inbound Travelers Experience and Satisfaction at Quarantine Hotels in Indonesia during the COVID-19 Pandemic. Information, 13, 254.

Heinrichs, H. (2013). Sharing economy: A potential new pathway to sustainability. GAIA - Ecological Perspectives for Science and Society, 22(4), 228–231.

Hofstede. (2016). The 6 dimensions model of national culture by Geert Hofstede. Geert Hofstede.

Holmlund, M., Van Vaerenbergh, Y., Ciuchita, R., Ravald, A., Sarantopoulos, P., Ordenes, F. V., & Zaki, M. (2020). Customer experience management in the age of big data analytics: A strategic framework. Journal of Business Research, 116, 356–365.

Hong, C., Choi, H. (Hailey), Choi, E.-K. (Cindy), & Joung, H.-W. (David). (2021). Factors affecting customer intention to use online food delivery services before and during the COVID-19 pandemic. Journal of Hospitality and Tourism Management, 48, 509–518.

Ilyas, I. Y. (2021, June 10). Perception of delivery services in Malaysia during movement control order (mco). European Proceedings of Social and Behavioural Sciences.

Janairo, J. I. B. (2021). Unsustainable plastic consumption associated with online food delivery services in the new normal. Cleaner and Responsible Consumption, 2, 100014.

Jun, K., Yoon, B., Lee, S., & Lee, D.-S. (2021). Factors influencing customer decisions to use online food delivery service during the COVID-19 pandemic. Foods, 11(1), 64.

Jung, H., & Lee, B. G. (2020). Research trends in text mining: Semantic network and main path analysis of selected journals. Expert Systems with Applications, 162, 113851.

Karlsson, L., & Dolnicar, S. (2016). Someone’s been sleeping in my bed. Annals of Tourism Research, 58, 159–162.

KataData. (2021). Transaksi GoFood, ShopeeFood, Traveloka Eats Meroket saat PPKM Level 4. https://katadata.co.id/desysetyowati/digital/6103d72b9abdb/transaksi-gofood-shopeefood-traveloka-eats-meroket-saat-ppkm-level-4.

Kim, C., Galliers, R. D., Shin, N., Ryoo, J.-H., & Kim, J. (2012). Factors influencing Internet shopping value and customer repurchase intention. Electronic Commerce Research and Applications, 11(4), 374–387.

Kim, H. S. (2017). An exploratory study on the semantic network analysis of food tourism through the big data. Culinary Science & Hospitality Research, 23(4), 22–32.

Kim, Y. J., Ban, H. J., Kim, D. H., & Kim, H. S. (2020). Understanding customer experience of airline lounge using text mining of online review. Culinary Science & Hospitality Research, 26(2), 36-44.

Kim, H.-S., & Noh, Y. (2019). Elicitation of design factors through big data analysis of online customer reviews for washing machines. Journal of Mechanical Science and Technology, 33(6), 2785–2795.

Kim, Y.-J., & Kim, H.-S. (2022). The impact of hotel customer experience on customer satisfaction through online reviews. Sustainability, 14(2), 848.

Kok, T. H., & Kim, V. W. E. (2021). Examining the Factors that Influence Consumer Satisfaction with Online Food Delivery in Klang Valley, Malaysia. The Journal of Management Theory and Practice (JMTP), 88–95.

Kong, Y., Wang, Y., Hajli, S., & Featherman, M. (2020). In sharing economy We Trust: Examining the effect of social and technical enablers on millennials’ trust in sharing commerce. Computers in Human Behavior, 108, 105993.

Kumar, A., & Anjaly, B. (2017). How to measure post-purchase customer experience in online retailing? A scale development study. International Journal of Retail & Distribution Management, 45(12), 1277–1297.

Lee, C. K. H., Tse, Y. K., Zhang, M., & Ma, J. (2019). Analyzing online reviews to investigate customer behaviour in the sharing economy. Information Technology & People, 33(3), 945–961.

Leismann, K., Schmitt, M., Rohn, H., & Baedeker, C. (2013). Collaborative consumption: Towards a resource-saving consumption culture. Resources, 2(3), 184–203.

Lemon, K. N., & Verhoef, P. C. (2016). Understanding customer experience throughout the customer journey. Journal of Marketing, 80(6), 69–96.

Li, C., Mirosa, M., & Bremer, P. (2020). Review of Online Food Delivery Platforms and their Impacts on Sustainability. Sustainability, 12(14), 5528.

Limon, M. R. (2021). Food safety practices of food handlers at home engaged in online food businesses during COVID-19 pandemic in the Philippines. Current Research in Food Science, 4, 63–73.

Lin, P. M. C., Au, W. C., Leung, V. T. Y., & Peng, K.-L. (2020). Exploring the meaning of work within the sharing economy: A case of food-delivery workers. International Journal of Hospitality Management, 91, 102686.

Lin, P. M. C., Peng, K.-L., Wang, S., Au, W. C., & Feng, S. (2021). Impact of online food delivery services on China’s hotel catering businesses. Journal of China Tourism Research, 1–21.

Liu, F., Lai, K.-H., Wu, J., & Duan, W. (2021). Listening to online reviews: A mixed-methods investigation of customer experience in the sharing economy. Decision Support Systems, 149, 113609.

Long, K. (2010). Customer loyalty and experience design in e-business. Design Management Review, 15(2), 60–67.

Lopes, A. B., Chiappetta Jabbour, C. J., Hingley, M., Vilalta-Perdomo, E. L., Ramsden, G., & Twigg, D. (2020). Sustainability of supply chains in the wake of the coronavirus (COVID-19/SARS-CoV-2) pandemic: Lessons and trends. Modern Supply Chain Research and Applications, 2(3), 117–122.

Lovelock, C. H., Patterson, P., & Wirtz, J. (2015). Services marketing: An Asia-Pacific and Australian perspective. Pearson.

Ma, Y., Lan, J., Thornton, T., Mangalagiu, D., & Zhu, D. (2018). Challenges of collaborative governance in the sharing economy: The case of free-floating bike sharing in Shanghai. Journal of Cleaner Production, 197, 356–365.

Mai Chi, V. T., Paramita, W., & Ha Minh Quan, T. (2021). Does customer experience always benefit company? Examining customers’ epistemic motivation and interaction with service contexts. Australasian Marketing Journal, 30(1), 35–50.

Malik, F., & Wahaj, Z. (2019). Sharing economy digital platforms and social inclusion/exclusion: A research study of uber and careem in Pakistan. In IFIP Advances in Information and Communication Technology, 248–259. Springer International Publishing.

Mascarenhas, O. A., Kesavan, R., & Bernacchi, M. (2006). Lasting customer loyalty: A total customer experience approach. Journal of Consumer Marketing, 23(7), 397–405.

McKinsey & Company. (2020). Delivering when it metters: Quick-service restaurants in coronavirus times.

Mehrolia, S., Alagarsamy, S., & Solaikutty, V. M. (2020). Customers response to online food delivery services during COVID‐19 outbreak using binary logistic regression. International Journal of Consumer Studies, 45(3), 396–408.

Meyer, C. & Schwager, A. (2007). Understanding customer experience. Harvard Business Review, February, 1-12.

Miller, J., Ward, C., Lee, C., D’Ambrosio, L., & Coughlin, J. (2018). Sharing is caring: The potential of the sharing economy to support aging in place. Gerontology & Geriatrics Education, 41(4), 407–429.

Mohamed, M. J., Rye, T., & Fonzone, A. (2020). The utilization and user characteristics of Uber services in London. Transportation Planning and Technology, 43(4), 424–441.

Mont, O., Curtis, S. K., & Voytenko Palgan, Y. (2021). Organizational response strategies to COVID-19 in the sharing economy. Sustainable Production and Consumption, 28, 52–70.

Mont, O., Palgan, Y. V., Bradley, K., & Zvolska, L. (2020). A decade of the sharing economy: Concepts, users, business and governance perspectives. Journal of Cleaner Production, 269, 122215.

Momentum Works. (2021). Food Delivery Platforms in Southeast Asia. https://thelowdown.momentum.asia/food-delivery-in-south-east-asia-almost-tripled-in-2020-accelerated-by-covid-19/.

Münzel, K., Boon, W., Frenken, K., Blomme, J., & van der Linden, D. (2019). Explaining carsharing supply across Western European cities. International Journal of Sustainable Transportation, 14(4), 243–254.

Netter, S. (2017). User satisfaction and dissatisfaction in the app sharing economy. In Sustainability in Fashion, 217–244. Springer International Publishing.

Nguyen, N. B. T., Lin, G.-H., & Dang, T. T. (2021). Fuzzy multi-criteria decision-making approach for online food delivery (OFD) companies evaluation and selection: A case study in Vietnam. Processes, 9(8), 1274.

Nguyen, T. H. D., & Vu, D. C. (2020). Food delivery service during social distancing: Proactively preventing or potentially spreading coronavirus disease–2019? Disaster Medicine and Public Health Preparedness, 14(3), e9–e10.

NPD. (2020). Online food orders, delivery surge amid COVID-19 lockdown. https://www.npd.com/wps/portal/npd/us/news/press-releases/2020/while-total-us-restaurant-traffic-declines-by-22-in-march-digital-and-delivery-orders-jump-by-over60/.

Park, S., & Nicolau, J. L. (2015). Asymmetric effects of online consumer reviews. Annals of Tourism Research, 50, 67–83.

Pigatto, G., Machado, J. G. de C. F., Negreti, A. dos S., & Machado, L. M. (2017). Have you chosen your request? Analysis of online food delivery companies in Brazil. British Food Journal, 119(3), 639–657.

Pine, B. J., & Gilmore, J. H. (2013). The experience economy: Past, present and future. Handbook on the Experience Economy, 21–44.

Plewnia, F., & Guenther, E. (2018). Mapping the sharing economy for sustainability research. Management Decision, 56(3), 570–583.

Prabowo, G. T., & Nugroho, A. (2019). Factors that Influence the Attitude and Behavioral Intention of Indonesian Users toward Online Food Delivery Service by the Go-Food Application. Proceedings of the 12th International Conference on Business and Management Research (ICBMR 2018).

Prasetyo, Y. T., Tanto, H., Mariyanto, M., Hanjaya, C., Young, M. N., Persada, S. F., Miraja, B. A., & Redi, A. A. N. P. (2021). Factors affecting customer satisfaction and loyalty in online food delivery service during the COVID-19 pandemic: Its relation with open innovation. Journal of Open Innovation: Technology, Market, and Complexity, 7(1), 76.

Prayag, G., & Ozanne, L. K. (2018). A systematic review of peer-to-peer (P2P) accommodation sharing research from 2010 to 2016: Progress and prospects from the multi-level perspective. Journal of Hospitality Marketing & Management, 27(6), 649–678.

PwC. (2015). The sharing economy: Consumer intelligence series. https://www.pwc.com/us/en/technology/publications/assets/pwc-consumer-intelligence-series-the-sharing-economy.pdf.

Raghubir, P. (2004). Free gift with purchase: Promoting or discounting the brand? Journal of Consumer Psychology, 14(1–2), 181–186.

Rahardja, U., Hongsuchon, T., Hariguna, T., & Ruangkanjanases, A. (2021). Understanding impact sustainable intention of s-commerce activities: The role of customer experiences, perceived value, and mediation of relationship quality. Sustainability, 13(20), 11492.

Ray, A., Dhir, A., Bala, P. K., & Kaur, P. (2019). Why do people use food delivery apps (FDA)? A uses and gratification theory perspective. Journal of Retailing and Consumer Services, 51, 221–230.

Roh, M., & Park, K. (2019). Adoption of O2O food delivery services in South Korea: The moderating role of moral obligation in meal preparation. International Journal of Information Management, 47, 262–273.

Saad, A. T. (2020). Factors affecting online food delivery service in Bangladesh: An empirical study. British Food Journal, 123(2), 535–550.

Shadiyar, A., Ban, H.-J., & Kim, H.-S. (2020). Extracting key drivers of air passenger’s experience and satisfaction through online review analysis. Sustainability, 12(21), 9188.

Statista. (2020). eServices Report. https://www.statista.com/study/42306/eservices-report/.

Southey, F. (2020). Online food delivery ‘one of the only winners’ in coronavirus outbreak. Foodnavigator.Com. https://www.foodnavigator.com/Article/2020/03/19/Online-food-delivery-one-of-the-only-winners-in-coronavirus-outbreak.

Ta, A. H., Aarikka-Stenroos, L., & Litovuo, L. (2022a). Customer experience in circular economy: Experiential dimensions among consumers of reused and recycled clothes. Sustainability, 14(1), 509.

Tao, S., & Kim, H.-S. (2019). Cruising in Asia: What can we dig from online cruiser reviews to understand their experience and satisfaction. Asia Pacific Journal of Tourism Research, 24(6), 514–528.

Tech in Asia. (2016). Why Foodpanda and OpenRice are losing their appetite for Indonesia. https://www.techinasia.com/foodpanda-openrice-losing-appetite-indonesia.

Tech in Asia. (2021). AirAsia Food to launch in Indonesia early next year. https://www.techinasia.com/airasia-food-launch-indonesia-early-2022.

Teichert, T., Rezaei, S., & Correa, J. C. (2020). Customers’ experiences of fast food delivery services: Uncovering the semantic core benefits, actual and augmented product by text mining. British Food Journal, 122(11), 3513–3528.

The Jakarta Post. (2016). Indonesia’s foodpanda closes down after being defeated by newcomers. https://www.thejakartapost.com/news/2016/10/03/indonesias-foodpanda-closes-down-after-being-defeated-by-newcomers.html.

Tran, V. D. (2021). Using mobile food delivery applications during the COVID-19 Pandemic: Applying the theory of planned behavior to examine continuance behavior. Sustainability, 13(21), 12066.

Trivedi, J. (2019). Examining the customer experience of using banking chatbots and its impact on brand love: The moderating role of perceived risk. Journal of Internet Commerce, 18(1), 91–111.

Troise, C., O’Driscoll, A., Tani, M., & Prisco, A. (2020). Online food delivery services and behavioural intention – a test of an integrated TAM and TPB framework. British Food Journal, 123(2), 664–683.

Tussyadiah, I. P., & Pesonen, J. (2016). Impacts of peer-to-peer accommodation use on travel patterns. Journal of Travel Research, 55(8), 1022–1040.

Ukolov, V., Solomation, A., Solomatin, Y., Chernikov, S., & Ukolov, V. (2016). Food-sharing economy pattern comparison in UK and Russian markets. International Business Management, 10, 4268-4282.

Wang, J., Shen, X., Huang, X., & Liu, Y. (2021a). Influencing factors of the continuous usage intention of consumers of online food delivery platform based on an information system success model. Frontiers in Psychology, 12, 716796.

Wang, Y.-S., Tseng, T. H., Wang, W.-T., Shih, Y.-W., & Chan, P.-Y. (2019). Developing and validating a mobile catering app success model. International Journal of Hospitality Management, 77, 19–30.

WHO. (2020). WHO Director-General’s opening remarks at the media briefing on COVID-19 - 11 March 2020. https://www.who.int/director-general/speeches/detail/who-director-general-s-opening-remarks-at-the-media-briefing-on-covid-19---11-march-2020.

Wibowo, A., Chen, S.-C., Wiangin, U., Ma, Y., & Ruangkanjanases, A. (2020). Customer behavior as an outcome of social media marketing: The role of social media marketing activity and customer experience. Sustainability, 13(1), 189.

Wu, J.-H., & Wang, S.-C. (2005). What drives mobile commerce? Information & Management, 42(5), 719–729.

Wosskow, D. (2014). Unlocking the sharing economy: An independent review. Department for Business, Innovation and Skills.

Xiang, Z., Du, Q., Ma, Y., & Fan, W. (2017). A comparative analysis of major online review platforms: Implications for social media analytics in hospitality and tourism. Tourism Management, 58, 51–65.

Xiang, Z., Schwartz, Z., Gerdes, J. H., Jr., & Uysal, M. (2015). What can big data and text analytics tell us about hotel guest experience and satisfaction? International Journal of Hospitality Management, 44, 120–130.

Xu, T. (2017). Development analysis of O2O model based on mobile electronic business. In Proceedings of the Fourth International Forum on Decision Sciences, 507–516. Springer Singapore.

Xu, X., & Huang, Y. (2019). Restaurant information cues, Diners’ expectations, and need for cognition: Experimental studies of online-to-offline mobile food ordering. Journal of Retailing and Consumer Services, 51, 231–241.

Yeo, V. C. S., Goh, S.-K., & Rezaei, S. (2017). Consumer experiences, attitude and behavioral intention toward online food delivery (OFD) services. Journal of Retailing and Consumer Services, 35, 150–162.

Yi, J., Yuan, G., & Yoo, C. (2020). The effect of the perceived risk on the adoption of the sharing economy in the tourism industry: The case of Airbnb. Information Processing & Management, 57(1), 102108.

Yoo, S. R., Lee, S. W., & Jeon, H. M. (2020). The role of customer experience, food healthiness, and value for revisit intention in GROCERANT. Sustainability, 12(6), 2359.

Zhang, J. (2019). What’s yours is mine: Exploring customer voice on Airbnb using text-mining approaches. Journal of Consumer Marketing, 36(5), 655–665.

Zhang, X., & Kim, H.-S. (2021). Customer experience and satisfaction of Disneyland Hotel through big data analysis of online customer reviews. Sustainability, 13(22), 12699.

Zhao, Y., & Bacao, F. (2020). What factors determining customer continuingly using food delivery apps during 2019 novel coronavirus pandemic period? International Journal of Hospitality Management, 91, 102683.

Zhu, X., & Liu, K. (2021). A systematic review and future directions of the sharing economy: Business models, operational insights and environment-based utilities. Journal of Cleaner Production, 290, 125209.

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