A roadmap of consumer empowerment through digital technologies: A systematic review

Jalilvand, Mohammad Reza; Mirzaei, Amirsajed

doi:10.22059/jcss.2026.410998.1227

A roadmap of consumer empowerment through digital technologies: A systematic review

Articles in Press

Document Type : Original article

Authors

Department of Business Management, Faculty of Management, College of Farabi, University of Tehran, Qom, Iran.

10.22059/jcss.2026.410998.1227

Abstract

Background: In today's digital age, understanding consumer behavior in digital environments has emerged as a critical imperative for both industries and academic research.
Aims: This study develops a comprehensive roadmap for consumer empowerment through modern digital technologies.
Methodology: The study employs a systematic review methodology to address four core research questions examining the fundamental aspects of digital consumer empowerment. A rigorous search of Scopus and Web of Science databases initially identified 3,201 studies, which underwent multiple filtering stages including title and abstract screening, quality assessment, and ten-criterion evaluation. The final sample of 84 relevant studies was analyzed using thematic analysis through MAXQDA and Excel software to ensure comprehensive data extraction and synthesis.
Findings: The analysis reveals dual dimensions of consumer empowerment: behavioral and psychological. The study identifies critical digital tools, including VR, AR, MR, AI, Blockchain, IoT, and Metaverse technologies, that significantly enhance consumer experiences. Implementation mechanisms emerge as crucial elements, particularly AI integration, user-centric design, and continuous data analysis. The research further identifies key functionalities including personalized recommendations, smart interactions, and collaborative creation, which collectively enhance consumer satisfaction and decision-making capabilities.
Conclusion: By bridging neoliberal and Foucauldian theoretical perspectives, this study advances a unified conceptual foundation for digital consumer empowerment. The proposed roadmap equips businesses and scholars with an actionable framework to strategically leverage emerging technologies while addressing ethical, privacy, and implementation challenges.

Keywords

Main Subjects

computer science & technology

References

Acikgoz, F.; Perez-Vega, R.; Okumus, F. & Stylos, N. (2023). “Consumer engagement with AI-powered voice assistants: A behavioral reasoning perspective”. Psychology and Marketing. 40(11): 2226-2243. https://doi.org/10.1002/mar.21873.

Ahmadi, S.; Khorasani, A.H.F.; Vakili, A.; Saboohi, Y. & Tsatsaronis, G. (2022). “Developing an innovating optimization framework for enhancing the long-term energy system resilience against climate change disruptive events”. Energy Strategy Reviews. 40: 100820. https://doi.org/10.1016/j.esr.2022.100820.

Akhavannasab, S.; Dantas, D.C.; Senecal, S. & Grohmann, B. (2022). “Consumer power: Scale development and validation in consumer-firm relationship”. European Journal of Marketing. 56(5): 1337-1371. https://doi.org/10.1108/EJM-08-2019-0652.

Angraal, S.; Krumholz, H.M. & Schulz, W.L. (2017). “Blockchain technology: Applications in health care”. Circulation: Population Health and Outcomes. 10(9): e003800. https://doi.org/10.1161/CIRCOUTCOMES.117.003800.

Berlin, I. (1969). Four Essays on Liberty. Oxford University Press, Oxford, UK.

Blut, M.; Wünderlich, N.V. & Brock, C. (2024). “Meta-analysis of factors influencing virtual assistant use in retailing”. Journal of Retailing. 100(3): 293-315. https://doi.org/10.1016/j.jretai.2024.04.001.

Bonetti, F.; Warnaby, G. & Quinn, L. (2018). “Augmented reality and virtual reality in physical and online retailing: A review, synthesis and research agenda”. In Jung, T. & Tom Dieck, M.C. (Eds.). Augmented Reality and Virtual Reality (pp. 119-132). Springer. https://doi.org/10.1007/978-3-319-64027-3_9.

Brannon Barhorst, J.; McLean, G.; Shah, E. & Mack, R. (2021). “Blending the real world and the virtual world: Exploring the role of flow in augmented reality experiences”. Journal of Business Research. 122: 423-436. https://doi.org/10.1016/j.jbusres.2020.08.041.

Braun, V. & Clarke, V. (2023). Thematic Analysis: A Practical Guide. 2nd ed. SAGE Publications.

Broniarczyk, S.M. & Griffin, J. (2014). “Decision difficulty in the age of consumer empowerment”. Journal of Consumer Psychology. 24(4)” 608-625. https://doi.org/10.1016/j.jcps.2014.05.003.

Butler, J. (1997). The Psychic Life of Power: Theories in Subjection. Stanford University Press

CASP: Critical Appraisal Skills Programme. (2008). “CASP systematic review checklist”. Retrieved from https://casp-uk.net/casp-tools-checklists/.

Casino, F.; Dasaklis, T.K. & Patsakis, C. (2019). “A systematic literature review of blockchain-based applications: Current status, classification and open issues”. Telematics and Informatics. 36(1): 55-81. https://doi.org/10.1016/j.tele.2018.11.006.

Chen, J.V.; Ha, Q.A. & Vu, M.T. (2022). “The influences of virtual reality shopping characteristics on consumers' impulse buying behavior”. International Journal of Human-Computer Interaction. 39(17): 3473-3491. https://doi.org/10.1080/10447318.2022.2098566.

Conti, M.; Kumar, E.S.; Lal, C. & Ruj, S. (2018). “A survey on security and privacy issues of bitcoin”. IEEE Communications Surveys & Tutorials. 20(4): 3416-3452. https://doi.org/10.1109/COMST.2018.2842460.

Cova, B. & Pace, S. (2006). "Brand community of convenience products: new forms of customer empowerment – the case ‘my Nutella The Community’". European Journal of Marketing. 40(9-10): 1087-1105. https://doi.org/10.1108/03090560610681023.

Crolic, C.; Thomaz, F.; Hadi, R. & Stephen, A.T. (2022). “Blame the bot: Anthropomorphism and anger in customer- chatbot interacions”. Journal of Marketing. 86(3): 132-148. https://doi.org/10.1177/00222429211045687.

Davenport, T.H. & Ronanki, R. (2018). “Artificial intelligence for the real world”. Harvard Business Review. 96(1): 108-116. https://hbr.org/2018/01/artificial-intelligence-for-the-real-world.

Dwivedi, Y.K.; Bhardwaj, D. & Sharma, P. (2023). “Metaverse marketing: Evolution and future directions”. International Journal of Information Management. 75: 102684. https://doi.org/10.1016/j.ijinfomgt.2023.102684.

Dwivedi, Y.K.; Hughes, D.L.; Ismagilova, E.; Aarts, G.; Coombs, C.; Crick, T. ... & Williams, M.D. (2021). “Artificial Intelligence (AI): Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for research, practice and policy”. International Journal of Information Management. 57: 101994. https://doi.org/10.1016/j.ijinfomgt.2019.08.002.

El-Ansari, A. & Beni-Hssane, A. (2023). “Sentiment analysis for personalized chatbots in e-commerce applications”. Wireless Personal Communications. 129(3): 1623-1644. https://doi.org/10.1007/s11277-023-10199-5.

Feizi-Derakhshi, AR.; Feizi-Derakhshi, MR.; Ramezani, M.; Nikzad-Khasmakhi, N.; Asgari-Chanaghlu, M.; Akan, T.; Ranjbar-Khadivi, M.; Zafarni-Moattar, E.; Jahanbakhsh-Naghadeh, Z. (2022). “Text-based automatic personality prediction: a bibliographic review”. Journal of Computational Social Science. 5: 1555-1593. https://doi.org/10.1007/s42001-022-00178-4.

Fernando, Y.; Rozuar, N.H.M. & Mergeresa, F. (2021). “The blockchain-enabled technology and carbon performance: Insights from early adopters”. Technology in Society. 64: 101507. https://doi.org/10.1016/j.techsoc.2020.101507.

Flavián, C.; Ibáñez-Sánchez, S. & Orús, C. (2019). “The impact of virtual, augmented and mixed reality technologies on the customer experience”. Journal of Business Research. 100: 547-560. https://doi.org/10.1016/j.jbusres.2018.10.050.

Følstad, A. & Skjuve, M. (2019). “Chatbots for customer service: User experience and motivation”. Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems. 1-9. https://doi.org/10.1145/3342775.3342784.

Foucault, M. (1980). “Truth and power”. In Gordon, C. (Ed.). Power/Knowledge: Selected Interviews and Other Writings 1972-1977 (pp. 109-133). Pantheon.

Friedman, M. & Friedman, R. (1980). Free to Choose: A Personal Statement. Harcourt Brace, New York, NY.

----------------. (1962). Freedom and Capitalism. Chicago University Press, Chicago, IL.

Go, E. & Sundar, S.S. (2019). “Humanizing chatbots: The effects of visual, identity and conversational cues on humanness perceptions”. Computers in Human Behavior. 97: 304-316. https://doi.org/10.1016/j.chb.2019.01.020.

Gregory, S.; Scutter, S.; Jacka, L.; McDonald, M.; Farley, H. & Newman, C. (2015). “Barriers and enablers to adoption of virtual worlds in higher education an exploration of educator perceptions, attitudes and experiences”. Educational Technology & Society. 18(1): 3-12 http://www.jstor.org/stable/jeductechsoci.18.1.3.

Grzegorczyk, T.; Sliwinski, R. & Kaczmarek, J. (2019). “Attractiveness of augmented reality to consumers”. Technology Analysis & Strategic Management. 31(11): 1257-1269. https://doi.org/10.1080/09537325.2019.1603368.

Heller, J.; Chylinski, M.; de Ruyter, K.; Mahr, D., Keeling, D.I. (2019). “Touching the untouchable: Exploring multi-sensory augmented reality in the context of online retailing”. Journal of Retailing. 95(4): 219-234. https://doi.org/10.1016/j.jretai.2019.10.008.

Hernández-Ortega, B.; Aldas-Manzano, J. & Ferreira, I. (2022). "Relational cohesion between users and smart voice assistants". Journal of Services Marketing. 36(5): 725-740. https://doi.org/10.1108/JSM-07-2020-0286.

Hilken, T.; Chylinski, M.; Keeling, D.I.; Heller, J.; de Ruyter, K. & Mahr, D. (2021). “How to strategically choose or combine augmented and virtual reality for improved online experiential retailing”. Psychology & Marketing. 38(2): 495-507. https://doi.org/10.1002/mar.21600.

Hoffman, D.L. & Novak, T. (2018). “Consumer and object experience in the internet of things: An assemblage theory approach”. Journal of Consumer Research. 44(6): 1178-1204. https://doi.org/10.1093/jcr/ucx105.

---------------. (2015). “Emergent experience and the connected consumer in the smart home assemblage and the Internet of Things”. SSRN. http://dx.doi.org/10.2139/ssrn.2648786

---------------. (2009). “Flow online: Lessons learned and future prospects”. Journal of Interactive Marketing. 23(1): 23-34. https://doi.org/10.1016/j.intmar.2008.10.003.

Holmner, M.A. (2025). “Navigating the digital frontier: Information ethics and the future of information science”. In Baker, D. & Ellis, L. (Eds.). Encyclopedia of Libraries, Librarianship, and Information Science (pp. 388-400). Academic Press. https://doi.org/10.1016/B978-0-323-95689-5.00074-2.

Huang, M.H. & Rust, R.T. (2018). “Artificial intelligence in service”. Journal of Service Research. 21(2): 155-172. https://doi.org/10.1177/1094670517752459.

Huang, T.L. & Liao, S.L. (2017). “Creating e-shopping multisensory flow experience through augmented-reality interactive technology”. Internet Research. 27(2): 449-475. https://doi.org/10.1108/IntR-11-2015-0321.

Hunter, G.L. & Garnefeld, I. (2008). “When does consumer empowerment lead to satisfied customers? Some mediating and moderating effects of the empowerment-satisfaction link”. Journal of Research for Consumers. 15: 1-4. https://www.jrconsumers.com/2008/09/17/when-does-consumer-empowerment-lead-to-satisfied-customers-some-mediating-and-moderating-effects-of-the-empowerment-satisfaction-link/.

Ivančić, L.; Spremić, M. & Bosilj Vukšić, V. (2024). “Supporting customer care and analytics with personal AI assistant: Case study of a food wholesale industry”. Procedia Computer Science. 237: 437-444. https://doi.org/10.1016/j.procs.2024.05.125.

Johnson, M.D. & Gustafsson, A. (2019). Improving Customer Satisfaction, Loyalty, and Profit: An Integrated Measurement and Management System. Springer.

Kauppinen-Räisänen, H.; Gummerus, J.; Cristini, H. & Jauffret, M.N. (2020). “The new wave of luxury: The meaning and value of luxury to the contemporary consumer”. Qualitative Market Research: An International Journal. 23(3): 229-249. https://doi.org/10.1108/QMR-03-2016-0025.

Kim, M. & Kim, J. (2020). “How does a celebrity make fans happy? Interaction between celebrities and fans in the social media context”. Computers in Human Behavior. 111: 106419. https://doi.org/10.1016/j.chb.2020.106419.

Klein, H.K. & Myers, M.D. (1999). “A set of principles for conducting and evaluating interpretive field studies in information systems”. MIS Quarterly. 23(1): 67-93. https://doi.org/10.2307/249410.

Knof, M.; Stock-Homburg, R. & Schurer, J. (2023). “How in-store sensor technologies can help retailers to understand their customers: overview on two decades of research”. The International Review of Retail, Distribution and Consumer Research. 34(5): 1-18. https://doi.org/10.1080/09593969.2023.2273256.

Kumar, H.; Rauschnabel, P.A.; Agarwal, M.N.; Singh, R.K. & Srivastava, R. (2024). “Towards a theoretical framework for augmented reality marketing: A means-end chain perspective on retailing”. Information & Management. 61(2): 103910. https://doi.org/10.1016/j.im.2023.103910.

Lee, S.M. & Kim, M. (2023). “How can restaurant companies effectively deliver CSR efforts to consumers on social media?”. Behavioral Sciences. 13(3): 211. https://doi.org/10.3390/bs13030211.

Lemon, K.N. & Verhoef, P.C. (2016). “Understanding customer experience throughout the customer journey”. Journal of Marketing. 80(6): 69-96. https://doi.org/10.1509/jm.15.0420.

Li, C.; Chrysostomou, D.; Pinto, D.; Hansen, A.K.; Bøgh, S. & Madsen, O. (2022a). “Hey Max, can you help me? An intuitive virtual assistant for industrial robots”. Applied Sciences. 13(1): 205. https://doi.org/10.3390/app13010205.

Li, Z.; Li, H. & Wang, S. (2022b). “How multidimensional digital empowerment affects technology innovation performance: The moderating effect of adaptability to technology embedding”. Sustainability. 14(23): 15916. https://doi.org/10.3390/su142315916.

Lu, V.N.; Wirtz, J.; Kunz, W.H.; Paluch, S.; Gruber, T.; Martins, A.; Patterson, P.G. (2020). “Service robots, customers and service employees: What can we learn from the academic literature and where are the gaps?”. Journal of Service Theory and Practice. 30(3): 361-391. https://doi.org/10.1108/JSTP-04-2019-0088.

Mariani, M.M.; Perez‐Vega, R. & Wirtz, J. (2022). “AI in marketing, consumer research and psychology: A systematic literature review and research agenda”. Psychology & Marketing. 39(4): 755-776. https://doi.org/10.1002/mar.21619.

McKinsey & Company. (2024). “The top trends in tech: Enterprise tech adoption”. https://www.mckinsey.com/capabilities/mckinsey-digital/our-insights/the-top-trends-in-tech#enterprise-tech-adoption.

---------------. (2023). “Value creation in the metaverse”. https://www.mckinsey.com/capabilities/growth-marketing-and-sales/our-insights/value-creation-in-the-metaverse.

Meyer, C. & Schwager, A. (2007). “Understanding customer experience”. Harvard Business Review. 85(2): 116-126. https://hbr.org/2007/02/understanding-customer-experience.

Mostafa, R. & Kasamani, T. (2021). “Antecedents and consequences of chatbot initial trust”. European Journal of Marketing. 56(6): 1512-1542. https://doi.org/10.1108/EJM-02-2020-0084.

Murtarelli, G.; Gregory, A. & Romenti, S. (2020). “A conversation-based perspective for shaping ethical human–machine interactions: The particular challenge of chatbots”. Journal of Business Research. 116: 511-518. https://doi.org/10.1016/j.jbusres.2020.09.018.

Muthaffar, A.; Vilches-Montero, S. & Bravo-Olavarria, R. (2024). “From digital touchpoints to digital journeys: How shopping mindsets influence appraisal of omnichannel journeys”. International Journal of Information Management. 70: 102778. https://doi.org/10.1016/j.ijinfomgt.2023.102778.

Ozkan, F.N. & Sekerkaya, A. (2024). “E-servicescape and customer equity based customer loyalty model for digital services”. Electronic Commerce Research and Applications. 69: 101475. https://doi.org/10.1016/j.elerap.2024.101475.

Page, M.J.; McKenzie, J.E.; Bossuyt, P.M.; ... & Moher, D. (2021). “The PRISMA 2020 statement: An updated guideline for reporting systematic reviews”. BMJ. 372, n71. https://doi.org/10.1136/bmj.n71.

Pantano, E. & Vannucci, V. (2019). “Who is innovating? An exploratory research of digital technologies diffusion in retail industry”. Journal of Retailing and Consumer Services. 49(C): 297-304. https://doi.org/10.1016/j.jretconser.2019.01.019.

Parasuraman, A.; Zeithaml, V.A. & Malhotra, A. (2005). “E-S-QUAL: A multiple-item scale for assessing electronic service quality”. Journal of Service Research. 7(3): 213-233. https://doi.org/10.1177/1094670504271156.

Paul, J.; Ueno, A.; Dennis, C.; Alamanos, E.; Curtis, L.; Foroudi, P.; Kacprzak, A.; Kunz, W.H.; Liu, J.; Marvi, R.; Nair, S.L.S.; Ozdemir, O.; Pantano, E.; Papadopoulos, T.; Petit, O.; Tyagi, S. & Wirtz, J. (2024). “Digital transformation: A multidisciplinary perspective and future research agenda”. International Journal of Consumer Studies. 48(2). https://doi.org/10.1111/ijcs.13015.

Ping, N.L.; Hussin, A.R. & Ali, N.M. (2019). “Constructs for artificial intelligence customer service in e-commerce”. In 6th International Conference on Research and Innovation in Information Systems (ICRIIS) (pp. 1-6). IEEE. https://doi.org/10.1109/ICRIIS48246.2019.9073486.

Pitardi, V. & Marriott, H.R. (2021). “Alexa, she's not human but... Unveiling the drivers of consumers' trust in voice‐based artificial intelligence”. Psychology & Marketing. 38(4): 626-642. https://doi.org/10.1002/mar.21457.

Pizzi, G.; Vannucci, V. & Aiello, G. (2024). “Consumer behavior in immersive virtual reality retail environments: A systematic literature review, integrative framework and future research agenda”. Journal of Consumer Behaviour. 23(4): 1765–1785. https://doi.org/10.1002/cb.2374.

Porter, M.E. & Heppelmann, J.E. (2017). “Why every organization needs an augmented reality strategy”. Harvard Business Review. 95(6): 46-57. https://hbr.org/2017/11/why-every-organization-needs-an-augmented-reality-strategy.

Poushneh, A. & Vasquez-Parraga, A.Z. (2017). “Discernible impact of augmented reality on retail customer's experience, satisfaction and willingness to buy”. Journal of Retailing and Consumer Services. 34: 229-234. https://doi.org/10.1016/j.jretconser.2016.10.005.

Prahalad, C.K. & Ramaswamy, V. (2004). “Co-creation experiences: The next practice in value creation”. Journal of Interactive Marketing. 18(3): 5-14. https://doi.org/10.1002/dir.20015.

Pranić, L. & Roehl, W.S. (2012). “Development and validation of the customer empowerment scale in hotel service recovery”. Current Issues in Tourism. 16(4): 369-387. https://doi.org/10.1080/13683500.2012.699511.

Prentice, C.; Lopes, S.D. & Wang, X. (2020). “The impact of artificial intelligence and employee service quality on customer satisfaction and loyalty”. Journal of Hospitality Marketing & Management. 29(7): 739-756. https://doi.org/10.1080/19368623.2020.1722304.

Rather, R.A. (2024). “Does consumers' reveal engagement behaviours in artificial intelligence (AI)-based technologies? The dynamics of perceived value and self-congruence”. International Journal of Hospitality Management. 126: 103989. https://doi.org/10.1016/j.ijhm.2024.103989.

Rauschnabel, P.A.; Felix, R. & Hinsch, C. (2019). “Augmented reality marketing: How mobile AR-apps can improve brands through inspiration”. Journal of Retailing and Consumer Services. 49: 43-53. https://doi.org/10.1016/j.jretconser.2019.03.004.

Rohden, S.F. & Espartel, L.B. (2024). “Consumer reactions to technology in retail: Choice uncertainty and reduced perceived control in decisions assisted by recommendation agents”. Electronic Commerce Research. 24: 901-923. https://doi.org/10.1007/s10660-024-09808-7.

Rohden, S.F. & Zeferino, D.G. (2022). “Recommendation agents: An analysis of consumers’ risk perceptions toward artificial intelligence”. Electronic Commerce Research. 23(4): 2035-2050. https://doi.org/10.1007/s10660-022-09626-9.

Rosedale, P. (2017). “The metaverse: What it is, where it came from, and why it matters”. In Himmelreich, J. & A.T. (Eds.). The Metaverse Handbook: Navigating the Future of Virtual Worlds (pp. 3-19). CRC Press.

Rumokoy, F.S. & Frank, B. (2024). “Retail value creation through augmented reality: The role of task-technology fit, consumer knowledge, and personality”. Journal of Retailing and Consumer Services. 84: 104173. https://doi.org/10.1016/j.jretconser.2024.104173.

Rust, R.T. & Huang, M.H. (2014). “The service revolution and the transformation of marketing science”. Marketing Science. 33(2): 206-221. https://doi.org/10.1287/mksc.2013.0836.

Sağkaya Güngör, A. & Ozansoy Çadırcı, T. (2022). “Understanding digital consumer: A review, synthesis, and future research agenda”. International Journal of Consumer Studies. 46(5): 1829-1858. https://doi.org/10.1111/ijcs.12809.

Sandelowski, M. & Barroso, J. (2006). Handbook for Synthesizing Qualitative Research. Springer Publishing Company.

Schwartz, S.H.; Cieciuch, J.; Vecchione, M.; Davidov, E.; Fischer, R.; Beierlein, C.; Ramos, A.; Verkasalo, M.; Lönnqvist, J.E.; Demirutku, K.; Dirilen-Gumus, O. & Konty, M. (2012). “Refining the theory of basic individual values”. Journal of Personality and Social Psychology. 103(4): 663-688. https://doi.org/10.1037/a0029393.

Shankar, V. (2018). “How artificial intelligence (AI) is reshaping retailing”. Journal of Retailing. 94(4): vi-xi. https://doi.org/10.1016/S0022-4359(18)30076-9.

Smith, B. & Linden, G. (2017). “Two decades of recommender systems at Amazon.com”. IEEE Internet Computing. 21(3): 12-18. https://doi.org/10.1109/MIC.2017.72.

Stojkoska, B.L.R. & Trivodaliev, K.V. (2017). “A review of Internet of Things for smart home: Challenges and solutions”. Journal of Cleaner Production. 140: 1454-1464. https://doi.org/10.1016/j.jclepro.2016.10.006.

Tan, Y.C.; Chandukala, S.R. & Reddy, S.K. (2022). “Augmented reality in retail and its impact on sales”. Journal of Marketing. 86(1): 48-66. https://doi.org/10.1177/0022242921995449.

Venkatesh, V.; Thong, J.Y. & Xu, X. (2016). “Unified theory of acceptance and use of technology: A synthesis and the road ahead”. Journal of the Association for Information Systems. 17(5): 328-376. https://doi.org/10.17705/1jais.00428.

Verhoef, P.C.; Lemon, K.N.; Parasuraman, A.; Roggeveen, A.; Tsiros, M. & Schlesinger, L.A. (2009). “Customer experience creation: Determinants, dynamics and management strategies”. Journal of Retailing. 85(1): 31-41. https://doi.org/10.1016/j.jretai.2008.11.001.

Vial, G. (2019). “Understanding digital transformation: A review and a research agenda”. The Journal of Strategic Information Systems. 28(2): 118-144. https://doi.org/10.1016/j.jsis.2019.01.003.

Walsham, G. (1995). “Interpretive case studies in IS research: Nature and method”. European Journal of Information Systems. 4(2): 74-81. https://doi.org/10.1057/ejis.1995.9.

Watkins, C.P.; Zhang, W.; Wylder, A.C.; Branton, W.D. & Raikhel, N.V. (2022). “A multiplex platform for small RNA sequencing elucidates multifaceted tRNA stress response and translational regulation”. Nature Communications. 13: 2491. https://doi.org/10.1038/s41467-022-30261-3.

Weber, R.H. (2010). “Internet of Things– New security and privacy challenges”. Computer Law & Security Review. 26(1): 23-30. https://doi.org/10.1016/j.clsr.2009.11.008.

Wei, H. & Prentice, C. (2022). “Addressing service profit chain with artificial and emotional intelligence”. Journal of Hospitality Marketing & Management. 31(6): 730-756. https://doi.org/10.1080/19368623.2022.2058671.

Wirtz, J.; So, K.K.F.; Mody, M.A.; Liu, S.Q. & Chun, H.H. (2018). “Platforms in the peer-to-peer sharing economy”. Journal of Service Management. 30(4): 452-483. https://doi.org/10.1108/JOSM-11-2018-0369.

Wu, P.; Sun, S.; Zhou, L.; Yao, Y. & Deveci, M. (2025). “Platforms empower: Mining online reviews for supporting consumers decisions”. Journal of Retailing and Consumer Services. 84: 104214. https://doi.org/10.1016/j.jretconser.2024.104214.

Zhang, X. & Ming, X. (2022). “Comprehensive understanding of smart product service system from multi-dimension and multi-perspective: An innovative service model for customer-product interaction life cycle (CILC)”. Advanced Engineering Informatics. 52: 101619. https://doi.org/10.1016/j.aei.2022.101619.

Zimmerman, M.A. (1995). “Psychological empowerment: Issues and illustrations”. American Journal of Communication Psychology. 23: 581-599. https://doi.org/10.1007/BF02506983.