Systematic review: opportunities and barriers to online marketing caused by the development of the Internet of Things
Abstract
The current research aims to systematically review the impact of the Internet of Things (IoT) on online marketing, focusing on its opportunities and challenges. Using the PSALSAR methodology, this research delves deep into the literature to understand the nature of IoT influences. The analysis reveals that while IoT offers transformative potential for online marketing, it brings with it significant challenges. Among these challenges are concerns about security, consumer perceptions, and sustainability. Furthermore, there is a noticeable gap concerning the quantifiable impact of IoT on B2B online marketing effectiveness and the long-term customer perceptions of IoT-integrated products. The estimation of effects and opportunities as well as a detailed description of challenges is an important step in every technological development.
Keyword : online marketing, data-driven approach, online marketing opportunities, online marketing barriers, systematic review, Internet of Things
How to Cite
Nikolaev, D. (2024). Systematic review: opportunities and barriers to online marketing caused by the development of the Internet of Things. Business: Theory and Practice, 25(1), 36–50. https://doi.org/10.3846/btp.2024.19203
This work is licensed under a Creative Commons Attribution 4.0 International License.
References
Abbass, A., & Mehmood, K. (2020). Impact of Internet of Things on business policy: The mediating role of marketing intelligence capability. International Journal of Business Information Systems, 43(1). https://doi.org/10.1504/IJBIS.2020.10031672
Abd Latib, A. A., Ismadi, M. A. S., Khairudin, K. H., Aziz, R. C., & Keat, L. C. (2021). The potentials and benefits of Internet of Things (IoT) in travel and tourist industry. International Conference on Entrepreneurship, Business, Tourism and Hospitality 2021, 226.
Abdel-Basset, M., Mohamed, M., Chang, V., & Smarandache, F. (2019). IoT and its impact on the electronics market: A powerful decision support system for helping customers in choosing the best product. Symmetry, 11(5), Article 611. https://doi.org/10.3390/sym11050611
Al-Ababneh, H. A. (2020). Modern trends of digital marketing development in the world. PalArch’s Journal of Archaeology of Egypt/Egyptology, 17(8), 121–139.
Almalki, F., Alsamhi, S. H., Sahal, R., Hassan, J., Hawbani, A., Rajput, N. S., Saif, J. M., & Breslin, J. (2021). Green IoT for eco-friendly and sustainable smart cities: Future directions and opportunities. Mobile Networks and Applications, 28, 178–202. https://doi.org/10.1007/s11036-021-01790-w
Aman, A. H. M., Yadegaridehkordi, E., Attarbashi, Z. S., Hassan, R., & Park, Y. J. (2020). A survey on trend and classification of internet of things reviews. IEEE Access, 8, 111763–111782. https://doi.org/10.1109/ACCESS.2020.3002932
Amjad, M. S., Rafique, M. Z., Khan, M. A., Khan, A., & Bokhari, S. F. (2022). Blue Ocean 4.0 for sustainability–harnessing Blue Ocean Strategy through Industry 4.0. Technology Analysis & Strategic Management, 1–16. https://doi.org/10.1080/09537325.2022.2060072
Anand, P., Singh, Y., Selwal, A., Alazab, M., Tanwar, S., & Kumar, N. (2020). IoT vulnerability assessment for sustainable computing: Threats, current solutions, and open challenges. IEEE Access, 8, 168825–168853. https://doi.org/10.1109/ACCESS.2020.3022842
Andarwati, M., Assih, P., Amrullah, F., Putri, D. M., & Thamrin, E. (2020, October). Success of small and medium enterprices (SMEs): Actual technology use in e-marketplace based on Technology Acceptance Model (TAM) analysis. In 2020 6th International Conference on Education and Technology (ICET) (pp. 142–147). IEEE. https://doi.org/10.1109/ICET51153.2020.9276594
Apasrawirote, D., Yawised, K., & Muneesawang, P. (2022). Digital marketing capability: The mystery of business capabilities. Marketing Intelligence & Planning, 40(4). https://doi.org/10.1108/MIP-11-2021-0399
Aras, A., Xu, X., & Peñaloza, L. (2022). Deciphering B2B marketers’ concerns in marketing “with” clients: Further insights into how B2B characteristics foster and inhibit UGC generation and its leverage. Industrial Marketing Management, 101, 71–81. https://doi.org/10.1016/j.indmarman.2021.11.009
Arora, S. (2020). Security as the enemy of digital transformation. International Journal of Advanced Multidisciplinary Scientific Research (IJAMSR), 3(5), 23–31. https://doi.org/10.31426/ijamsr.2020.3.5.3313
Aslam, B., & Karjaluoto, H. (2017). Digital advertising around paid spaces, E-advertising industry’s revenue engine: A review and research agenda. Telematics and Informatics, 34(8), 1650–1662. https://doi.org/10.1016/j.tele.2017.07.011
Basyazicioglu, H. N., & Karamustafa, K. (2018). Marketing 4.0: Impacts of technological developments on marketing activities. Kırıkkale Üniversitesi Sosyal Bilimler Dergisi, 8(2), 621–640.
Bai, Y. (2022). Application of deep learning and big data in marketing evaluation. In International Conference on Multi-modal Information Analytics (pp. 267–273). Springer. https://doi.org/10.1007/978-3-031-05237-8_33
Bajpai, S., & Pillai, S. (2022, March). Decision making with IoT-Paving an integrated approach. In 2022 International Conference on Decision Aid Sciences and Applications (DASA) (pp. 1305–1310). IEEE. https://doi.org/10.1109/DASA54658.2022.9765169
Bayer, S., Gimpel, H., & Rau, D. (2021). IoT-commerce-opportunities for customers through an affordance lens. Electronic Markets, 31(1), 27–50. https://doi.org/10.1007/s12525-020-00405-8
Bayliss, H. R., & Beyer, F. R. (2015). Information retrieval for ecological syntheses. Research Synthesis Methods, 6(2), 136–148. https://doi.org/10.1002/jrsm.1120
Bhatnagar, S., & Kumra, R. (2020). Understanding consumer motivation to share IoT products data. Journal of Indian Business Research, 12(1). https://doi.org/10.1108/JIBR-09-2019-0268
Blasco-Arcas, L., Lee, H. H. M., Kastanakis, M. N., Alcañiz, M., & Reyes-Menendez, A. (2022). The role of consumer data in marketing: A research agenda. Journal of Business Research, 146, 436–452. https://doi.org/10.1016/j.jbusres.2022.03.054
Bogoviz, A. V., Kurilova, A. A., Kozhanova, T. E., Savelyeva, N. K., & Melikhova, L. A. (2021). Infrastructural provision and organization of production on the basis of the Internet of Things. In Advances in mathematics for Industry 4.0 (pp. 211–233). Academic Press. https://doi.org/10.1016/B978-0-12-818906-1.00009-7
Booth, A., Sutton, A., Clowes, M., & Martyn-St James, M. (2021). Systematic approaches to a successful literature review. Sage.
Broo, D. G., Bravo-Haro, M., & Schooling, J. (2022). Design and implementation of a smart infrastructure digital twin. Automation in Construction, 136, Article 104171. https://doi.org/10.1016/j.autcon.2022.104171
Chakroun, M., Sayah, J., Kallab, C., & El-Haddad, S. (2022). Internet of Things: Towards a solid ecosystem of interconnected things. Advances in Internet of Things, 12(3), 35–64. https://doi.org/10.4236/ait.2022.123004
Chen, G. (2021, November). Design and research of information platform based on Internet of Things. In International Conference on Machine Learning and Big Data Analytics for IoT Security and Privacy (pp. 809–814). Springer. https://doi.org/10.1007/978-3-030-89508-2_105
Chen, K. C., & Lien, S. Y. (2014). Machine-to-machine communications: Technologies and challenges. Ad Hoc Networks, 18, 3–23. https://doi.org/10.1016/j.adhoc.2013.03.007
Chepurna, M., & Criado, J. R. (2018). Identification of barriers to co-create on-line: The perspectives of customers and companies. Journal of Research in Interactive Marketing, 12(4). https://doi.org/10.1108/JRIM-01-2018-0018
Chow, W., Tandetzki, T., & Meakin R. (2021). The global economic impact of 5G. Powering your tomorrow [White paper]. https://www.pwc.com/gx/en/tmt/5g/global-economic-impact-5g.pdf
Chuang, J. H., Wang, J. H., & Liang, C. (2020). Implementation of Internet of Things depends on intention: Young farmers’ willingness to accept innovative technology. International Food and Agribusiness Management Review, 23(2), 253–265. https://doi.org/10.22434/IFAMR2019.0121
Chung, K. C., & Liang, S. W. J. (2020). An empirical study of social network activities via social Internet of Things (SIoT). IEEE Access, 8, 48652–48659. https://doi.org/10.1109/ACCESS.2020.2978151
Codina, L., & Lopezosa, C. (2021). What are scoping reviews and why are they important in doctoral dissertations? [White paper]. https://repositori.upf.edu/bitstream/handle/10230/48625/Codina_scop.pdf?sequence=1&isAllowed=y
Corlis, G. (2020). Four steps to harness IoT for trusted supplier and customer relationships. A network of trust around [White paper]. https://assets.kpmg.com/content/dam/kpmg/xx/pdf/2022/10/kpmg-cyber-trust-insights-2022.pdf
Cruz, A. (Ed.). (2020). Digital and social media marketing: A results-driven approach. Interactive Marketing, 7(3), 166–181.
Curto, D., de Antón, J., Poza, D., & Acebes, F. (2022). A review of tools and techniques in uncertainty management. In Ensuring sustainability (pp. 233–243). Springer. https://doi.org/10.1007/978-3-030-95967-8_21
Davies, K. S. (2011). Formulating the evidence-based practice question: a review of the frameworks. Evidence Based Library and Information Practice, 6(2), 75–80. https://doi.org/10.18438/B8WS5N
Daskalakis, E., Remoundou, K., Peppes, N., Alexakis, T., Demestichas, K., Adamopoulou, E., & Sykas, E. (2022). Applications of fusion techniques in e-commerce environments: A literature review. Sensors, 22(11), Article 3998. https://doi.org/10.3390/s22113998
Delgosha, M. S., Hajiheydari, N., & Talafidaryani, M. (2021). Discovering IoT implications in business and management: A computational thematic analysis. Technovation, 118, Article 102236. https://doi.org/10.1016/j.technovation.2021.102236
Edquist, H., Goodridge, P., & Haskel, J. (2021). The Internet of Things and economic growth in a panel of countries. Economics of Innovation and New Technology, 30(3), 262–283. https://doi.org/10.1080/10438599.2019.1695941
Ferrell, O. C., Hartline, M., & Hochstein, B. W. (2021). Marketing strategy. Cengage Learning.
Fu, H., Manogaran, G., Wu, K., Cao, M., Jiang, S., & Yang, A. (2020). Intelligent decision-making of online shopping behavior based on internet of things. International Journal of Information Management, 50, 515–525. https://doi.org/10.1016/j.ijinfomgt.2019.03.010
Ganesan, S., & Gopalsamy, S. (2022, March 28). Marketing 5.0: Digital marketing trends analysis. Think Beyond.
Gasimov, V., & Aliyeva, S. (2020). Basic components of the digital business: Cryptocurrency, blockchain, cloud technologies and Internet of Things. International Journal of 3D Printing Technologies and Digital Industry, 4(2), 97–105. https://doi.org/10.46519/ij3dptdi.734633
Granheim, S. I., Løvhaug, A. L., Terragni, L., Torheim, L. E., & Thurston, M. (2022). Mapping the digital food environment: A systematic scoping review. Obesity Reviews, 23(1), Article e13356. https://doi.org/10.1111/obr.13356
Guo, J., Liu, R., Cheng, D., Shanthini, A., & Vadivel, T. (2022). Retracted article: Urbanization based on IoT using Big Data analytics the impact of Internet of Things and Big Data in urbanization. Arabian Journal for Science and Engineering, 48, 4147. https://doi.org/10.1007/s13369-021-06124-2
Gupta, N. (2020). Digital marketing: Trends, opportunities, and challenges. Asian Journal of Management, 11(4), 434–440. https://doi.org/10.5958/2321-5763.2020.00066.9
Hanafizadeh, P., Hatami, P., Analoui, M., & Albadvi, A. (2021). Business model innovation driven by the Internet of Things technology, in internet service providers’ business context. Information Systems and e-Business Management, 19, 1175–1243. https://doi.org/10.1007/s10257-021-00537-0
Hannan, U. H., Chowdhury, M. R. U., Rahaman, M., Galib, S. M., & Ahad, M. (2022). IoT based SMEs shop management system. arXiv preprint arXiv:2206.03580.
Haryanti, T., & Subriadi, A. P. (2021). E-commerce acceptance in the dimension of sustainability. Journal of Modelling in Management, 17(2). https://doi.org/10.1108/JM2-05-2020-0141
Hasler, D., Schallmo, D., Hackl, T., & Lang, K. (2020). Understanding Digital Platforms in B2B: Literature review and case studies. In Conference: ISPIM Connects Global 2020: Celebrating the World of Innovation. ResearchGate.
Ho-Sam-Sooi, N., Pieters, W., & Kroesen, M. (2021). Investigating the effect of security and privacy on IoT device purchase behavior. Computers & Security, 102, Article 102132. https://doi.org/10.1016/j.cose.2020.102132
Htun, S. N. N., Zin, T. T., & Tin, P. (2021). Consumer behavior analyzer in Internet of Things (IoT) environments. International Journal of Innovative Computing, Information and Control, 17(1), 345–353.
Hulland, J., & Houston, M. B. (2020). Why systematic review papers and meta-analyses matter: An introduction to the special issue on generalizations in marketing. Journal of the Academy of Marketing Science, 48(3), 351–359. https://doi.org/10.1007/s11747-020-00721-7
Islam, M., Nooruddin, S., Karray, F., & Muhammad, G. (2022). Internet of Things device capabilities, architectures, protocols, and smart applications in healthcare domain: A review. arXiv preprint arXiv:2204.05921. https://doi.org/10.1109/JIOT.2022.3228795
Islam, N. (2018). Making digital marketplaces fairer. SSRN. https://doi.org/10.2139/ssrn.3142558
Ismail Abdulkarim Adamu, M. U., Umaru, J., & Dokoro, H. A. (2020). Utilizing ICT in sustainning national development using digital economy and IOT. International Journal of Wireless Communications and Mobile Computing, 8(2), 18–21. https://doi.org/10.11648/j.wcmc.20200802.11
Ismail, M. Z. B., Ramly, Z. B. M., & Hamid, R. B. A. (2021). Systematic review of cost overrun research in the developed and developing countries. International Journal of Sustainable Construction Engineering and Technology, 12(1), 196–211. https://doi.org/10.30880/ijscet.2021.12.01.020
Jaković, B., Ćurlin, T., & Miloloža, I. (2021). Enterprise digital divide: Website e-commerce functionalities among European Union enterprises. Business Systems Research: International Journal of the Society for Advancing Innovation and Research in Economy, 12(1), 197–215. https://doi.org/10.2478/bsrj-2021-0013
Jensen, M. C. (2002). Value maximization, stakeholder theory, and the corporate objective function. Business Ethics Quarterly, 12(2), 235–256. https://doi.org/10.2307/3857812
Joghee, S. (2021). Internet of Things-assisted E-marketing and distribution framework. Soft Computing, 25(18), 12291–12303. https://doi.org/10.1007/s00500-021-05920-0
Kahn, Z., & Burrell, J. (2021). A sociocultural explanation of Internet-enabled work in rural regions. ACM Transactions on Computer-Human Interaction (TOCHI), 28(3), 1–22. https://doi.org/10.1145/3443705
Karczmarczyk, A., Jankowski, J., & Wątróbski, J. (2018). Multi-criteria decision support for planning and evaluation of performance of viral marketing campaigns in social networks. PloS One, 13(12), Article e0209372. https://doi.org/10.1371/journal.pone.0209372
Kumar, V., Ramachandran, D., & Kumar, B. (2021). Influence of new-age technologies on marketing: A research agenda. Journal of Business Research, 125, 864–877. https://doi.org/10.1016/j.jbusres.2020.01.007
Lei, T., Cai, Z., & Hua, L. (2021). 5G-oriented IoT coverage enhancement and physical education resource management. Microprocessors and Microsystems, 80, Article 103346. https://doi.org/10.1016/j.micpro.2020.103346
Leurent, H., & De Boer, E. (2018). The next economic growth engine: Scaling fourth industrial revolution technologies in production. In World Economic Forum.
Li, G., Hou, Y., & Wu, A. (2017). Fourth industrial revolution: Technological drivers, impacts and coping methods. Chinese Geographical Science, 27(4), 626–637. https://doi.org/10.1007/s11769-017-0890-x
Lo, F. Y., & Campos, N. (2018). Blending Internet-of-Things (IoT) solutions into relationship marketing strategies. Technological Forecasting and Social Change, 137, 10–18. https://doi.org/10.1016/j.techfore.2018.09.029
Lu, X., Wijayaratna, K., Huang, Y., & Qiu, A. (2022). AI-enabled opportunities and transformation challenges for SMEs in the Post-pandemic era: A review and research agenda. Frontiers in Public Health, Article 1079. https://doi.org/10.3389/fpubh.2022.885067
Malik, P., Khurana, M., & Tanwar, R. (2022). Digital marketing: Transforming the management practices. In Transforming management with AI, Big-Data, and IoT (pp. 99–125). Springer. https://doi.org/10.1007/978-3-030-86749-2_6
Mann, M., Wilson, M., & Warren, I. (2022). Smart parenting? The Internet of Things, children’s privacy, and data justice. The International Journal of Children’s Rights, 30(1), 204–231. https://doi.org/10.1163/15718182-30010008
Manyika, J., Chui, M., Bisson, P., Woetzel, J., Dobbs, R., Bughin, J., & Aharon, D. (2015). The Internet of Things: Mapping the value beyond the hype. McKinsey & Company.
Martín-Martín, A., Orduna-Malea, E., Thelwall, M., & López-Cózar, E. D. (2018). Google Scholar, Web of Science, and Scopus: A systematic comparison of citations in 252 subject categories. Journal of Informetrics, 12(4), 1160–1177. https://doi.org/10.1016/j.joi.2018.09.002
Mengist, W., Soromessa, T., & Legese, G. (2020). Method for conducting systematic literature review and meta-analysis for environmental science research. MethodsX, 7, Article 100777. https://doi.org/10.1016/j.mex.2019.100777
Miklosik, A., Kuchta, M., Evans, N., & Zak, S. (2019). Towards the adoption of machine learning-based analytical tools in digital marketing. IEEE Access, 7, 85705–85718. https://doi.org/10.1109/ACCESS.2019.2924425
Mondal, T., Jayadeva, S. M., Pani, R., Subramanian, M., & Sumana, B. (2022). E marketing strategy in health care using IoT and Machine Learning. Materials Today: Proceedings, 56, 2087–2091. https://doi.org/10.1016/j.matpr.2021.11.417
Nagy, J., Oláh, J., Erdei, E., Máté, D., & Popp, J. (2018). The role and impact of Industry 4.0 and the internet of things on the business strategy of the value chain – the case of Hungary. Sustainability, 10(10), Article 3491. https://doi.org/10.3390/su10103491
Nistor, A., & Zadobrischi, E. (2022, March). Analysis and estimation of economic influence of IoT and telecommunication in regional media based on evolution and electronic markets in Romania. Telecom, 3(1), 195–217. https://doi.org/10.3390/telecom3010013
Nunn, N. (2009). The importance of history for economic development (No. w14899). National Bureau of Economic Research. https://doi.org/10.3386/w14899
Nusairat, N., Al-Gasawneh, J., Aloqool, A., Alzubi, K., Akhorshaideh, A., Joudeh, J., & Ibrahim, H. (2021). The relationship between Internet of Things and search engine optimization in Jordanian tele-communication companies: The mediating role of user behavior. International Journal of Data and Network Science, 5(3), 163–172. https://doi.org/10.5267/j.ijdns.2021.6.016
Paramita, R. A., & Dachyar, M. (2020). The alternative selection for Internet of Things (IoT) implementation in medical rehabilitation. International Journal of Advanced Science and Technology, 29(7s), 3632–3640.
Parra, G. D. L. T., Rad, P., & Choo, K. K. R. (2019). Implementation of deep packet inspection in smart grids and industrial Internet of Things: Challenges and opportunities. Journal of Network and Computer Applications, 135, 32–46. https://doi.org/10.1016/j.jnca.2019.02.022
Perwej, Y., Parwej, F., Hassan, M. M. M., & Akhtar, N. (2019). The Internet-of-Things (IOT) security: A technological perspective and review. International Journal of Scientific Research in Computer Science, Engineering and Information Technology (IJSRCSEIT), 5(1), 462–482. https://doi.org/10.32628/CSEIT195193
Puiu, S., Demyen, S., Tănase, A. C., Vărzaru, A. A., & Bocean, C. G. (2022). Assessing the adoption of mobile technology for commerce by Generation Z. Electronics, 11(6), Article 866. https://doi.org/10.3390/electronics11060866
Rajesh, S., Abd Algani, Y. M., Al Ansari, M. S., Balachander, B., Raj, R., Muda, I., Bala, B. K., & Balaji, S. (2022). Detection of features from the internet of things customer attitudes in the hotel industry using a deep neural network model. Measurement: Sensors, 22, Article 100384. https://doi.org/10.1016/j.measen.2022.100384
Rao Hill, S., & Corral de Zubielqui, G. (2022). Managing privacy in B2B marketing: A systematic literature review. Journal of Computer Information Systems, 63(3), 1–18. https://doi.org/10.1080/08874417.2022.2087792
Ramhormozi, L. A., Azh, A. H., & Khaki, M. (2019, April). The effect of Internet of Things on e-business and comparing Friedman’s results with factor analysis (case study: Business in online stores member of Iranian e-mail symbol). In International Congress on High-Performance Computing and Big Data Analysis (pp. 191–219). Springer. https://doi.org/10.1007/978-3-030-33495-6_15
Ramlowat, D. D., & Pattanayak, B. K. (2019). Exploring the internet of things (IoT) in education: A review. In Information systems design and intelligent applications (pp. 245–255). Springer. https://doi.org/10.1007/978-981-13-3338-5_23
Rangsom, K., & Khan-Am, W. (2019). Readiness and reasons for using Internet of Things. RMUTT Global Business Accounting and Finance Review, 2(3).
Raza, R., Hassan, N. U., & Yuen, C. (2020). Determination of consumer behavior-based energy wastage using IoT and machine learning. Energy and Buildings, 220, Article 110060. https://doi.org/10.1016/j.enbuild.2020.110060
Rekha, S., Thirupathi, L., Renikunta, S., & Gangula, R. (2021). Study of security issues and solutions in Internet of Things (IoT). Materials Today: Proceedings, 80(3), 3554–3559. https://doi.org/10.1016/j.matpr.2021.07.295
Ren, G., Yu, M., Yin, D., Huang, S., Xu, H., & Yuan, M. (2021). Design and optimization of integrated energy management network system based on internet of things technology. Sustainable Computing: Informatics and Systems, 30, Article 100502. https://doi.org/10.1016/j.suscom.2020.100502
Robinson, S. C. (2018). Factors predicting attitude toward disclosing personal data online. Journal of Organizational Computing and Electronic Commerce, 28(3), 214–233. https://doi.org/10.1080/10919392.2018.1482601
Rosário, A. T. (2022). Internet of Things, security of data, and cyber security. In Achieving full realization and mitigating the challenges of the internet of things (pp. 148–185). IGI Global. https://doi.org/10.4018/978-1-7998-9312-7.ch007
Sequeiros, H., Oliveira, T., & Thomas, M. A. (2021). The impact of IoT smart home services on psychological well-being. Information Systems Frontiers, 24, 1009–1026. https://doi.org/10.1007/s10796-021-10118-8
Shah, D., & Murthi, B. P. S. (2021). Marketing in a data-driven digital world: Implications for the role and scope of marketing. Journal of Business Research, 125, 772–779. https://doi.org/10.1016/j.jbusres.2020.06.062
Sharma, D., & Venkateswaran, C. (2020). Role of security concept in business environment to transfer the data. Artech Journal of Effective Research in Engineering and Technology (AJERET), 1(1), 11–13.
Shen, Z., Liang, X., Lv, J., Liu, C., & Li, J. (2022). The mechanism of digital environment influencing organizational performance: An empirical analysis based on construction data. Sustainability, 14(6), Article 3330. https://doi.org/10.3390/su14063330
Sheoran, S., & Vij, S. (2021). A consumer-centric paradigm shift in business environment with the evolution of the Internet of Things: A literature review. Vision: The Journal of Business Perspective, 27(4). https://doi.org/10.1177/09722629211033944
Siddaway, A. P., Wood, A. M., & Hedges, L. V. (2019). How to do a systematic review: A best practice guide for conducting and reporting narrative reviews, meta-analyses, and meta-syntheses. Annual Review of Psychology, 70, 747–770. https://doi.org/10.1146/annurev-psych-010418-102803
Simões, D., Filipe, S., & Barbosa, B. (2019). An overview on IoT and its impact on marketing. Smart marketing with the Internet of Things (pp. 1–20). ResearchGate. https://doi.org/10.4018/978-1-5225-5763-0.ch001
Sinha, P., & Brar, K. S. (2022). Application of Internet of Things (IoT) in libraries. In Conference: International Conference on Knowledge Management in Higher Education Institutions (ICKHI 2022). ResearchGate.
Stoiber, C., & Schönig, S. (2021, March). Event-driven business process management enhancing IoT – A systematic literature review and development of research agenda. In International Conference on Wirtschaftsinformatik. Innovation through Information Systems (pp. 645–661). Springer. https://doi.org/10.1007/978-3-030-86800-0_44
Strange, R., Chen, L., & Fleury, M. T. L. (2022). Digital transformation and international strategies. Journal of International Management, 28(4), Article 100968. https://doi.org/10.1016/j.intman.2022.100968
Svenson, O., Gonzalez, N., & Eriksson, G. (2018). Different heuristics and same bias: A spectral analysis of biased judgments and individual decision rules. Judgment and Decision Making, 13(5), 401–412. https://doi.org/10.1017/S1930297500008688
Țoniș-Bucea-Manea, R., & Blăjină, O. (2019). Factors influencing online consumer behavior in the era of IoT. In Materials Science Forum (Vol. 957, pp. 81–89). Trans Tech Publications Ltd. https://doi.org/10.4028/www.scientific.net/MSF.957.81
Tridalestari, F. A., Warsito, B., Wibowo, A., & Prasetyo, H. N. (2022). Analysis of e-commerce process in the downstream section of supply chain management based on process and data mining. Ingénierie des Systèmes d‘Information, 27(1). https://doi.org/10.18280/isi.270110
Turhan, S. N. (2022). Internet of Things and Big Data analytics. In Industry 4.0 and Global Businesses. Emerald Publishing Limited. https://doi.org/10.1108/978-1-80117-326-120211003
Ungerman, O., Dedkova, J., & Gurinova, K. (2018). The impact of marketing innovation on the competitiveness of enterprises in the context of industry 4.0. Journal of Competitiveness, 10(2), 132–148. https://doi.org/10.7441/joc.2018.02.09
Varnali, K. (2010). The impact of the internet on marketing strategy: Revisiting early predictions. International Journal of E-Business Research (IJEBR), 6(4), 38–51. https://doi.org/10.4018/jebr.2010100104
Vermanen, M., Rantanen, M. M., & Harkke, V. (2021). Ethical framework for IoT deployment in SMEs: Individual perspective. Internet Research, 32(7). https://doi.org/10.1108/INTR-08-2019-0361
Volkmar, G., Fischer, P. M., & Reinecke, S. (2022). Artificial Intelligence and machine learning: Exploring drivers, barriers, and future developments in marketing management. Journal of Business Research, 149, 599–614. https://doi.org/10.1016/j.jbusres.2022.04.007
Vu-Ngoc, H., Elawady, S. S., Mehyar, G. M., Abdelhamid, A. H., Mattar, O. M., Halhouli, O., ... & Huy, N. T. (2018). Quality of flow diagram in systematic review and/or meta-analysis. PloS one, 13(6), Article e0195955. https://doi.org/10.1371/journal.pone.0195955
Wagner, R., & Cozmiuc, D. (2022). Extended reality in marketing – A multiple case study on Internet of Things platforms. Information, 13(6), Article 278. https://doi.org/10.3390/info13060278
Wanden-Berghe, C., & Sanz-Valero, J. (2012). Systematic reviews in nutrition: Standardized methodology. British Journal of Nutrition, 107(S2), S3-S7. https://doi.org/10.1017/S0007114512001432
Wang, J., Lim, M. K., Wang, C., & Tseng, M. L. (2021). The evolution of the Internet of Things (IoT) over the past 20 years. Computers & Industrial Engineering, 155, Article 107174. https://doi.org/10.1155/2022/8435815
Warokka, A., Sjahruddin, H., Sriyanto, S., Noerhartati, E., & Saddhono, K. (2020). Digital marketing support and business development using online marketing tools: An experimental analysis. International Journal of Psychosocial Rehabilitation, 24(1), 1181–1188. https://doi.org/10.37200/IJPR/V24I1/PR200219
Wedel, M., & Kannan, P. K. (2016). Marketing analytics for data-rich environments. Journal of Marketing, 80(6), 97–121. https://doi.org/10.1509/jm.15.0413
Weng, W. W. H. (2021). Effect of Internet of Things on marketing intelligence and business strategy: An organizational capability perspective. International Journal of Electronic Commerce Studies, 12(2), 209–228. https://doi.org/10.7903/ijecs.1906
Wu, M. (2021). Optimization of e-commerce supply chain management process based on Internet of Things technology. Complexity, 2021. https://doi.org/10.1155/2021/5569386
Yang, C., Lan, S., Shen, W., Huang, G. Q., Wang, X., & Lin, T. (2017). Towards product customization and personalization in IoT-enabled cloud manufacturing. Cluster Computing, 20(2), 1717–1730. https://doi.org/10.1007/s10586-017-0767-x
Yanyan, Y. A. N. G. (2022, March). Application and development of Big Data, Internet of Things and cloud computing in tourism and its influence on traditional travel agencies. In 2022 7th International Conference on Financial Innovation and Economic Development (ICFIED 2022) (pp. 3291–3295). Atlantis Press. https://doi.org/10.2991/aebmr.k.220307.543
Yarali, A., Ramage, M. L., May, N., & Srinath, M. (2019, April). Uncovering the True Potentials of the Internet of Things (IoT). In 2019 Wireless Telecommunications Symposium (WTS) (pp. 1–6). IEEE. https://doi.org/10.1109/WTS.2019.8715545
Yu, Q., Nie, H., & Li, Z. (2022). The integration model of agricultural products e-commerce and supermarket based on the Internet of Things. Mobile Information Systems, 2022. https://doi.org/10.1155/2022/5274049
Zare, M., & Honarvar, A. R. (2021). Internet services: Customer relationship management (CRM) using Internet of Things (IoT). Journal of Management Information and Decision Sciences, 24(3), 1–24.
Zauskova, A., Kusá, A., Kubovics, M., Scepkova, S., & Urmínová, M. (2022). Current state and prediction of the future of digitization as a part of Industry 4.0. Serbian Journal of Management, 17(1), 111–123. https://doi.org/10.5937/sjm17-36468
Ziemba, P., Jankowski, J., & Wątróbski, J. (2018). Dynamic decision support in the internet marketing management. In Transactions on Computational Collective Intelligence XXIX (pp. 39–68). Springer. https://doi.org/10.1007/978-3-319-90287-6_3
Abd Latib, A. A., Ismadi, M. A. S., Khairudin, K. H., Aziz, R. C., & Keat, L. C. (2021). The potentials and benefits of Internet of Things (IoT) in travel and tourist industry. International Conference on Entrepreneurship, Business, Tourism and Hospitality 2021, 226.
Abdel-Basset, M., Mohamed, M., Chang, V., & Smarandache, F. (2019). IoT and its impact on the electronics market: A powerful decision support system for helping customers in choosing the best product. Symmetry, 11(5), Article 611. https://doi.org/10.3390/sym11050611
Al-Ababneh, H. A. (2020). Modern trends of digital marketing development in the world. PalArch’s Journal of Archaeology of Egypt/Egyptology, 17(8), 121–139.
Almalki, F., Alsamhi, S. H., Sahal, R., Hassan, J., Hawbani, A., Rajput, N. S., Saif, J. M., & Breslin, J. (2021). Green IoT for eco-friendly and sustainable smart cities: Future directions and opportunities. Mobile Networks and Applications, 28, 178–202. https://doi.org/10.1007/s11036-021-01790-w
Aman, A. H. M., Yadegaridehkordi, E., Attarbashi, Z. S., Hassan, R., & Park, Y. J. (2020). A survey on trend and classification of internet of things reviews. IEEE Access, 8, 111763–111782. https://doi.org/10.1109/ACCESS.2020.3002932
Amjad, M. S., Rafique, M. Z., Khan, M. A., Khan, A., & Bokhari, S. F. (2022). Blue Ocean 4.0 for sustainability–harnessing Blue Ocean Strategy through Industry 4.0. Technology Analysis & Strategic Management, 1–16. https://doi.org/10.1080/09537325.2022.2060072
Anand, P., Singh, Y., Selwal, A., Alazab, M., Tanwar, S., & Kumar, N. (2020). IoT vulnerability assessment for sustainable computing: Threats, current solutions, and open challenges. IEEE Access, 8, 168825–168853. https://doi.org/10.1109/ACCESS.2020.3022842
Andarwati, M., Assih, P., Amrullah, F., Putri, D. M., & Thamrin, E. (2020, October). Success of small and medium enterprices (SMEs): Actual technology use in e-marketplace based on Technology Acceptance Model (TAM) analysis. In 2020 6th International Conference on Education and Technology (ICET) (pp. 142–147). IEEE. https://doi.org/10.1109/ICET51153.2020.9276594
Apasrawirote, D., Yawised, K., & Muneesawang, P. (2022). Digital marketing capability: The mystery of business capabilities. Marketing Intelligence & Planning, 40(4). https://doi.org/10.1108/MIP-11-2021-0399
Aras, A., Xu, X., & Peñaloza, L. (2022). Deciphering B2B marketers’ concerns in marketing “with” clients: Further insights into how B2B characteristics foster and inhibit UGC generation and its leverage. Industrial Marketing Management, 101, 71–81. https://doi.org/10.1016/j.indmarman.2021.11.009
Arora, S. (2020). Security as the enemy of digital transformation. International Journal of Advanced Multidisciplinary Scientific Research (IJAMSR), 3(5), 23–31. https://doi.org/10.31426/ijamsr.2020.3.5.3313
Aslam, B., & Karjaluoto, H. (2017). Digital advertising around paid spaces, E-advertising industry’s revenue engine: A review and research agenda. Telematics and Informatics, 34(8), 1650–1662. https://doi.org/10.1016/j.tele.2017.07.011
Basyazicioglu, H. N., & Karamustafa, K. (2018). Marketing 4.0: Impacts of technological developments on marketing activities. Kırıkkale Üniversitesi Sosyal Bilimler Dergisi, 8(2), 621–640.
Bai, Y. (2022). Application of deep learning and big data in marketing evaluation. In International Conference on Multi-modal Information Analytics (pp. 267–273). Springer. https://doi.org/10.1007/978-3-031-05237-8_33
Bajpai, S., & Pillai, S. (2022, March). Decision making with IoT-Paving an integrated approach. In 2022 International Conference on Decision Aid Sciences and Applications (DASA) (pp. 1305–1310). IEEE. https://doi.org/10.1109/DASA54658.2022.9765169
Bayer, S., Gimpel, H., & Rau, D. (2021). IoT-commerce-opportunities for customers through an affordance lens. Electronic Markets, 31(1), 27–50. https://doi.org/10.1007/s12525-020-00405-8
Bayliss, H. R., & Beyer, F. R. (2015). Information retrieval for ecological syntheses. Research Synthesis Methods, 6(2), 136–148. https://doi.org/10.1002/jrsm.1120
Bhatnagar, S., & Kumra, R. (2020). Understanding consumer motivation to share IoT products data. Journal of Indian Business Research, 12(1). https://doi.org/10.1108/JIBR-09-2019-0268
Blasco-Arcas, L., Lee, H. H. M., Kastanakis, M. N., Alcañiz, M., & Reyes-Menendez, A. (2022). The role of consumer data in marketing: A research agenda. Journal of Business Research, 146, 436–452. https://doi.org/10.1016/j.jbusres.2022.03.054
Bogoviz, A. V., Kurilova, A. A., Kozhanova, T. E., Savelyeva, N. K., & Melikhova, L. A. (2021). Infrastructural provision and organization of production on the basis of the Internet of Things. In Advances in mathematics for Industry 4.0 (pp. 211–233). Academic Press. https://doi.org/10.1016/B978-0-12-818906-1.00009-7
Booth, A., Sutton, A., Clowes, M., & Martyn-St James, M. (2021). Systematic approaches to a successful literature review. Sage.
Broo, D. G., Bravo-Haro, M., & Schooling, J. (2022). Design and implementation of a smart infrastructure digital twin. Automation in Construction, 136, Article 104171. https://doi.org/10.1016/j.autcon.2022.104171
Chakroun, M., Sayah, J., Kallab, C., & El-Haddad, S. (2022). Internet of Things: Towards a solid ecosystem of interconnected things. Advances in Internet of Things, 12(3), 35–64. https://doi.org/10.4236/ait.2022.123004
Chen, G. (2021, November). Design and research of information platform based on Internet of Things. In International Conference on Machine Learning and Big Data Analytics for IoT Security and Privacy (pp. 809–814). Springer. https://doi.org/10.1007/978-3-030-89508-2_105
Chen, K. C., & Lien, S. Y. (2014). Machine-to-machine communications: Technologies and challenges. Ad Hoc Networks, 18, 3–23. https://doi.org/10.1016/j.adhoc.2013.03.007
Chepurna, M., & Criado, J. R. (2018). Identification of barriers to co-create on-line: The perspectives of customers and companies. Journal of Research in Interactive Marketing, 12(4). https://doi.org/10.1108/JRIM-01-2018-0018
Chow, W., Tandetzki, T., & Meakin R. (2021). The global economic impact of 5G. Powering your tomorrow [White paper]. https://www.pwc.com/gx/en/tmt/5g/global-economic-impact-5g.pdf
Chuang, J. H., Wang, J. H., & Liang, C. (2020). Implementation of Internet of Things depends on intention: Young farmers’ willingness to accept innovative technology. International Food and Agribusiness Management Review, 23(2), 253–265. https://doi.org/10.22434/IFAMR2019.0121
Chung, K. C., & Liang, S. W. J. (2020). An empirical study of social network activities via social Internet of Things (SIoT). IEEE Access, 8, 48652–48659. https://doi.org/10.1109/ACCESS.2020.2978151
Codina, L., & Lopezosa, C. (2021). What are scoping reviews and why are they important in doctoral dissertations? [White paper]. https://repositori.upf.edu/bitstream/handle/10230/48625/Codina_scop.pdf?sequence=1&isAllowed=y
Corlis, G. (2020). Four steps to harness IoT for trusted supplier and customer relationships. A network of trust around [White paper]. https://assets.kpmg.com/content/dam/kpmg/xx/pdf/2022/10/kpmg-cyber-trust-insights-2022.pdf
Cruz, A. (Ed.). (2020). Digital and social media marketing: A results-driven approach. Interactive Marketing, 7(3), 166–181.
Curto, D., de Antón, J., Poza, D., & Acebes, F. (2022). A review of tools and techniques in uncertainty management. In Ensuring sustainability (pp. 233–243). Springer. https://doi.org/10.1007/978-3-030-95967-8_21
Davies, K. S. (2011). Formulating the evidence-based practice question: a review of the frameworks. Evidence Based Library and Information Practice, 6(2), 75–80. https://doi.org/10.18438/B8WS5N
Daskalakis, E., Remoundou, K., Peppes, N., Alexakis, T., Demestichas, K., Adamopoulou, E., & Sykas, E. (2022). Applications of fusion techniques in e-commerce environments: A literature review. Sensors, 22(11), Article 3998. https://doi.org/10.3390/s22113998
Delgosha, M. S., Hajiheydari, N., & Talafidaryani, M. (2021). Discovering IoT implications in business and management: A computational thematic analysis. Technovation, 118, Article 102236. https://doi.org/10.1016/j.technovation.2021.102236
Edquist, H., Goodridge, P., & Haskel, J. (2021). The Internet of Things and economic growth in a panel of countries. Economics of Innovation and New Technology, 30(3), 262–283. https://doi.org/10.1080/10438599.2019.1695941
Ferrell, O. C., Hartline, M., & Hochstein, B. W. (2021). Marketing strategy. Cengage Learning.
Fu, H., Manogaran, G., Wu, K., Cao, M., Jiang, S., & Yang, A. (2020). Intelligent decision-making of online shopping behavior based on internet of things. International Journal of Information Management, 50, 515–525. https://doi.org/10.1016/j.ijinfomgt.2019.03.010
Ganesan, S., & Gopalsamy, S. (2022, March 28). Marketing 5.0: Digital marketing trends analysis. Think Beyond.
Gasimov, V., & Aliyeva, S. (2020). Basic components of the digital business: Cryptocurrency, blockchain, cloud technologies and Internet of Things. International Journal of 3D Printing Technologies and Digital Industry, 4(2), 97–105. https://doi.org/10.46519/ij3dptdi.734633
Granheim, S. I., Løvhaug, A. L., Terragni, L., Torheim, L. E., & Thurston, M. (2022). Mapping the digital food environment: A systematic scoping review. Obesity Reviews, 23(1), Article e13356. https://doi.org/10.1111/obr.13356
Guo, J., Liu, R., Cheng, D., Shanthini, A., & Vadivel, T. (2022). Retracted article: Urbanization based on IoT using Big Data analytics the impact of Internet of Things and Big Data in urbanization. Arabian Journal for Science and Engineering, 48, 4147. https://doi.org/10.1007/s13369-021-06124-2
Gupta, N. (2020). Digital marketing: Trends, opportunities, and challenges. Asian Journal of Management, 11(4), 434–440. https://doi.org/10.5958/2321-5763.2020.00066.9
Hanafizadeh, P., Hatami, P., Analoui, M., & Albadvi, A. (2021). Business model innovation driven by the Internet of Things technology, in internet service providers’ business context. Information Systems and e-Business Management, 19, 1175–1243. https://doi.org/10.1007/s10257-021-00537-0
Hannan, U. H., Chowdhury, M. R. U., Rahaman, M., Galib, S. M., & Ahad, M. (2022). IoT based SMEs shop management system. arXiv preprint arXiv:2206.03580.
Haryanti, T., & Subriadi, A. P. (2021). E-commerce acceptance in the dimension of sustainability. Journal of Modelling in Management, 17(2). https://doi.org/10.1108/JM2-05-2020-0141
Hasler, D., Schallmo, D., Hackl, T., & Lang, K. (2020). Understanding Digital Platforms in B2B: Literature review and case studies. In Conference: ISPIM Connects Global 2020: Celebrating the World of Innovation. ResearchGate.
Ho-Sam-Sooi, N., Pieters, W., & Kroesen, M. (2021). Investigating the effect of security and privacy on IoT device purchase behavior. Computers & Security, 102, Article 102132. https://doi.org/10.1016/j.cose.2020.102132
Htun, S. N. N., Zin, T. T., & Tin, P. (2021). Consumer behavior analyzer in Internet of Things (IoT) environments. International Journal of Innovative Computing, Information and Control, 17(1), 345–353.
Hulland, J., & Houston, M. B. (2020). Why systematic review papers and meta-analyses matter: An introduction to the special issue on generalizations in marketing. Journal of the Academy of Marketing Science, 48(3), 351–359. https://doi.org/10.1007/s11747-020-00721-7
Islam, M., Nooruddin, S., Karray, F., & Muhammad, G. (2022). Internet of Things device capabilities, architectures, protocols, and smart applications in healthcare domain: A review. arXiv preprint arXiv:2204.05921. https://doi.org/10.1109/JIOT.2022.3228795
Islam, N. (2018). Making digital marketplaces fairer. SSRN. https://doi.org/10.2139/ssrn.3142558
Ismail Abdulkarim Adamu, M. U., Umaru, J., & Dokoro, H. A. (2020). Utilizing ICT in sustainning national development using digital economy and IOT. International Journal of Wireless Communications and Mobile Computing, 8(2), 18–21. https://doi.org/10.11648/j.wcmc.20200802.11
Ismail, M. Z. B., Ramly, Z. B. M., & Hamid, R. B. A. (2021). Systematic review of cost overrun research in the developed and developing countries. International Journal of Sustainable Construction Engineering and Technology, 12(1), 196–211. https://doi.org/10.30880/ijscet.2021.12.01.020
Jaković, B., Ćurlin, T., & Miloloža, I. (2021). Enterprise digital divide: Website e-commerce functionalities among European Union enterprises. Business Systems Research: International Journal of the Society for Advancing Innovation and Research in Economy, 12(1), 197–215. https://doi.org/10.2478/bsrj-2021-0013
Jensen, M. C. (2002). Value maximization, stakeholder theory, and the corporate objective function. Business Ethics Quarterly, 12(2), 235–256. https://doi.org/10.2307/3857812
Joghee, S. (2021). Internet of Things-assisted E-marketing and distribution framework. Soft Computing, 25(18), 12291–12303. https://doi.org/10.1007/s00500-021-05920-0
Kahn, Z., & Burrell, J. (2021). A sociocultural explanation of Internet-enabled work in rural regions. ACM Transactions on Computer-Human Interaction (TOCHI), 28(3), 1–22. https://doi.org/10.1145/3443705
Karczmarczyk, A., Jankowski, J., & Wątróbski, J. (2018). Multi-criteria decision support for planning and evaluation of performance of viral marketing campaigns in social networks. PloS One, 13(12), Article e0209372. https://doi.org/10.1371/journal.pone.0209372
Kumar, V., Ramachandran, D., & Kumar, B. (2021). Influence of new-age technologies on marketing: A research agenda. Journal of Business Research, 125, 864–877. https://doi.org/10.1016/j.jbusres.2020.01.007
Lei, T., Cai, Z., & Hua, L. (2021). 5G-oriented IoT coverage enhancement and physical education resource management. Microprocessors and Microsystems, 80, Article 103346. https://doi.org/10.1016/j.micpro.2020.103346
Leurent, H., & De Boer, E. (2018). The next economic growth engine: Scaling fourth industrial revolution technologies in production. In World Economic Forum.
Li, G., Hou, Y., & Wu, A. (2017). Fourth industrial revolution: Technological drivers, impacts and coping methods. Chinese Geographical Science, 27(4), 626–637. https://doi.org/10.1007/s11769-017-0890-x
Lo, F. Y., & Campos, N. (2018). Blending Internet-of-Things (IoT) solutions into relationship marketing strategies. Technological Forecasting and Social Change, 137, 10–18. https://doi.org/10.1016/j.techfore.2018.09.029
Lu, X., Wijayaratna, K., Huang, Y., & Qiu, A. (2022). AI-enabled opportunities and transformation challenges for SMEs in the Post-pandemic era: A review and research agenda. Frontiers in Public Health, Article 1079. https://doi.org/10.3389/fpubh.2022.885067
Malik, P., Khurana, M., & Tanwar, R. (2022). Digital marketing: Transforming the management practices. In Transforming management with AI, Big-Data, and IoT (pp. 99–125). Springer. https://doi.org/10.1007/978-3-030-86749-2_6
Mann, M., Wilson, M., & Warren, I. (2022). Smart parenting? The Internet of Things, children’s privacy, and data justice. The International Journal of Children’s Rights, 30(1), 204–231. https://doi.org/10.1163/15718182-30010008
Manyika, J., Chui, M., Bisson, P., Woetzel, J., Dobbs, R., Bughin, J., & Aharon, D. (2015). The Internet of Things: Mapping the value beyond the hype. McKinsey & Company.
Martín-Martín, A., Orduna-Malea, E., Thelwall, M., & López-Cózar, E. D. (2018). Google Scholar, Web of Science, and Scopus: A systematic comparison of citations in 252 subject categories. Journal of Informetrics, 12(4), 1160–1177. https://doi.org/10.1016/j.joi.2018.09.002
Mengist, W., Soromessa, T., & Legese, G. (2020). Method for conducting systematic literature review and meta-analysis for environmental science research. MethodsX, 7, Article 100777. https://doi.org/10.1016/j.mex.2019.100777
Miklosik, A., Kuchta, M., Evans, N., & Zak, S. (2019). Towards the adoption of machine learning-based analytical tools in digital marketing. IEEE Access, 7, 85705–85718. https://doi.org/10.1109/ACCESS.2019.2924425
Mondal, T., Jayadeva, S. M., Pani, R., Subramanian, M., & Sumana, B. (2022). E marketing strategy in health care using IoT and Machine Learning. Materials Today: Proceedings, 56, 2087–2091. https://doi.org/10.1016/j.matpr.2021.11.417
Nagy, J., Oláh, J., Erdei, E., Máté, D., & Popp, J. (2018). The role and impact of Industry 4.0 and the internet of things on the business strategy of the value chain – the case of Hungary. Sustainability, 10(10), Article 3491. https://doi.org/10.3390/su10103491
Nistor, A., & Zadobrischi, E. (2022, March). Analysis and estimation of economic influence of IoT and telecommunication in regional media based on evolution and electronic markets in Romania. Telecom, 3(1), 195–217. https://doi.org/10.3390/telecom3010013
Nunn, N. (2009). The importance of history for economic development (No. w14899). National Bureau of Economic Research. https://doi.org/10.3386/w14899
Nusairat, N., Al-Gasawneh, J., Aloqool, A., Alzubi, K., Akhorshaideh, A., Joudeh, J., & Ibrahim, H. (2021). The relationship between Internet of Things and search engine optimization in Jordanian tele-communication companies: The mediating role of user behavior. International Journal of Data and Network Science, 5(3), 163–172. https://doi.org/10.5267/j.ijdns.2021.6.016
Paramita, R. A., & Dachyar, M. (2020). The alternative selection for Internet of Things (IoT) implementation in medical rehabilitation. International Journal of Advanced Science and Technology, 29(7s), 3632–3640.
Parra, G. D. L. T., Rad, P., & Choo, K. K. R. (2019). Implementation of deep packet inspection in smart grids and industrial Internet of Things: Challenges and opportunities. Journal of Network and Computer Applications, 135, 32–46. https://doi.org/10.1016/j.jnca.2019.02.022
Perwej, Y., Parwej, F., Hassan, M. M. M., & Akhtar, N. (2019). The Internet-of-Things (IOT) security: A technological perspective and review. International Journal of Scientific Research in Computer Science, Engineering and Information Technology (IJSRCSEIT), 5(1), 462–482. https://doi.org/10.32628/CSEIT195193
Puiu, S., Demyen, S., Tănase, A. C., Vărzaru, A. A., & Bocean, C. G. (2022). Assessing the adoption of mobile technology for commerce by Generation Z. Electronics, 11(6), Article 866. https://doi.org/10.3390/electronics11060866
Rajesh, S., Abd Algani, Y. M., Al Ansari, M. S., Balachander, B., Raj, R., Muda, I., Bala, B. K., & Balaji, S. (2022). Detection of features from the internet of things customer attitudes in the hotel industry using a deep neural network model. Measurement: Sensors, 22, Article 100384. https://doi.org/10.1016/j.measen.2022.100384
Rao Hill, S., & Corral de Zubielqui, G. (2022). Managing privacy in B2B marketing: A systematic literature review. Journal of Computer Information Systems, 63(3), 1–18. https://doi.org/10.1080/08874417.2022.2087792
Ramhormozi, L. A., Azh, A. H., & Khaki, M. (2019, April). The effect of Internet of Things on e-business and comparing Friedman’s results with factor analysis (case study: Business in online stores member of Iranian e-mail symbol). In International Congress on High-Performance Computing and Big Data Analysis (pp. 191–219). Springer. https://doi.org/10.1007/978-3-030-33495-6_15
Ramlowat, D. D., & Pattanayak, B. K. (2019). Exploring the internet of things (IoT) in education: A review. In Information systems design and intelligent applications (pp. 245–255). Springer. https://doi.org/10.1007/978-981-13-3338-5_23
Rangsom, K., & Khan-Am, W. (2019). Readiness and reasons for using Internet of Things. RMUTT Global Business Accounting and Finance Review, 2(3).
Raza, R., Hassan, N. U., & Yuen, C. (2020). Determination of consumer behavior-based energy wastage using IoT and machine learning. Energy and Buildings, 220, Article 110060. https://doi.org/10.1016/j.enbuild.2020.110060
Rekha, S., Thirupathi, L., Renikunta, S., & Gangula, R. (2021). Study of security issues and solutions in Internet of Things (IoT). Materials Today: Proceedings, 80(3), 3554–3559. https://doi.org/10.1016/j.matpr.2021.07.295
Ren, G., Yu, M., Yin, D., Huang, S., Xu, H., & Yuan, M. (2021). Design and optimization of integrated energy management network system based on internet of things technology. Sustainable Computing: Informatics and Systems, 30, Article 100502. https://doi.org/10.1016/j.suscom.2020.100502
Robinson, S. C. (2018). Factors predicting attitude toward disclosing personal data online. Journal of Organizational Computing and Electronic Commerce, 28(3), 214–233. https://doi.org/10.1080/10919392.2018.1482601
Rosário, A. T. (2022). Internet of Things, security of data, and cyber security. In Achieving full realization and mitigating the challenges of the internet of things (pp. 148–185). IGI Global. https://doi.org/10.4018/978-1-7998-9312-7.ch007
Sequeiros, H., Oliveira, T., & Thomas, M. A. (2021). The impact of IoT smart home services on psychological well-being. Information Systems Frontiers, 24, 1009–1026. https://doi.org/10.1007/s10796-021-10118-8
Shah, D., & Murthi, B. P. S. (2021). Marketing in a data-driven digital world: Implications for the role and scope of marketing. Journal of Business Research, 125, 772–779. https://doi.org/10.1016/j.jbusres.2020.06.062
Sharma, D., & Venkateswaran, C. (2020). Role of security concept in business environment to transfer the data. Artech Journal of Effective Research in Engineering and Technology (AJERET), 1(1), 11–13.
Shen, Z., Liang, X., Lv, J., Liu, C., & Li, J. (2022). The mechanism of digital environment influencing organizational performance: An empirical analysis based on construction data. Sustainability, 14(6), Article 3330. https://doi.org/10.3390/su14063330
Sheoran, S., & Vij, S. (2021). A consumer-centric paradigm shift in business environment with the evolution of the Internet of Things: A literature review. Vision: The Journal of Business Perspective, 27(4). https://doi.org/10.1177/09722629211033944
Siddaway, A. P., Wood, A. M., & Hedges, L. V. (2019). How to do a systematic review: A best practice guide for conducting and reporting narrative reviews, meta-analyses, and meta-syntheses. Annual Review of Psychology, 70, 747–770. https://doi.org/10.1146/annurev-psych-010418-102803
Simões, D., Filipe, S., & Barbosa, B. (2019). An overview on IoT and its impact on marketing. Smart marketing with the Internet of Things (pp. 1–20). ResearchGate. https://doi.org/10.4018/978-1-5225-5763-0.ch001
Sinha, P., & Brar, K. S. (2022). Application of Internet of Things (IoT) in libraries. In Conference: International Conference on Knowledge Management in Higher Education Institutions (ICKHI 2022). ResearchGate.
Stoiber, C., & Schönig, S. (2021, March). Event-driven business process management enhancing IoT – A systematic literature review and development of research agenda. In International Conference on Wirtschaftsinformatik. Innovation through Information Systems (pp. 645–661). Springer. https://doi.org/10.1007/978-3-030-86800-0_44
Strange, R., Chen, L., & Fleury, M. T. L. (2022). Digital transformation and international strategies. Journal of International Management, 28(4), Article 100968. https://doi.org/10.1016/j.intman.2022.100968
Svenson, O., Gonzalez, N., & Eriksson, G. (2018). Different heuristics and same bias: A spectral analysis of biased judgments and individual decision rules. Judgment and Decision Making, 13(5), 401–412. https://doi.org/10.1017/S1930297500008688
Țoniș-Bucea-Manea, R., & Blăjină, O. (2019). Factors influencing online consumer behavior in the era of IoT. In Materials Science Forum (Vol. 957, pp. 81–89). Trans Tech Publications Ltd. https://doi.org/10.4028/www.scientific.net/MSF.957.81
Tridalestari, F. A., Warsito, B., Wibowo, A., & Prasetyo, H. N. (2022). Analysis of e-commerce process in the downstream section of supply chain management based on process and data mining. Ingénierie des Systèmes d‘Information, 27(1). https://doi.org/10.18280/isi.270110
Turhan, S. N. (2022). Internet of Things and Big Data analytics. In Industry 4.0 and Global Businesses. Emerald Publishing Limited. https://doi.org/10.1108/978-1-80117-326-120211003
Ungerman, O., Dedkova, J., & Gurinova, K. (2018). The impact of marketing innovation on the competitiveness of enterprises in the context of industry 4.0. Journal of Competitiveness, 10(2), 132–148. https://doi.org/10.7441/joc.2018.02.09
Varnali, K. (2010). The impact of the internet on marketing strategy: Revisiting early predictions. International Journal of E-Business Research (IJEBR), 6(4), 38–51. https://doi.org/10.4018/jebr.2010100104
Vermanen, M., Rantanen, M. M., & Harkke, V. (2021). Ethical framework for IoT deployment in SMEs: Individual perspective. Internet Research, 32(7). https://doi.org/10.1108/INTR-08-2019-0361
Volkmar, G., Fischer, P. M., & Reinecke, S. (2022). Artificial Intelligence and machine learning: Exploring drivers, barriers, and future developments in marketing management. Journal of Business Research, 149, 599–614. https://doi.org/10.1016/j.jbusres.2022.04.007
Vu-Ngoc, H., Elawady, S. S., Mehyar, G. M., Abdelhamid, A. H., Mattar, O. M., Halhouli, O., ... & Huy, N. T. (2018). Quality of flow diagram in systematic review and/or meta-analysis. PloS one, 13(6), Article e0195955. https://doi.org/10.1371/journal.pone.0195955
Wagner, R., & Cozmiuc, D. (2022). Extended reality in marketing – A multiple case study on Internet of Things platforms. Information, 13(6), Article 278. https://doi.org/10.3390/info13060278
Wanden-Berghe, C., & Sanz-Valero, J. (2012). Systematic reviews in nutrition: Standardized methodology. British Journal of Nutrition, 107(S2), S3-S7. https://doi.org/10.1017/S0007114512001432
Wang, J., Lim, M. K., Wang, C., & Tseng, M. L. (2021). The evolution of the Internet of Things (IoT) over the past 20 years. Computers & Industrial Engineering, 155, Article 107174. https://doi.org/10.1155/2022/8435815
Warokka, A., Sjahruddin, H., Sriyanto, S., Noerhartati, E., & Saddhono, K. (2020). Digital marketing support and business development using online marketing tools: An experimental analysis. International Journal of Psychosocial Rehabilitation, 24(1), 1181–1188. https://doi.org/10.37200/IJPR/V24I1/PR200219
Wedel, M., & Kannan, P. K. (2016). Marketing analytics for data-rich environments. Journal of Marketing, 80(6), 97–121. https://doi.org/10.1509/jm.15.0413
Weng, W. W. H. (2021). Effect of Internet of Things on marketing intelligence and business strategy: An organizational capability perspective. International Journal of Electronic Commerce Studies, 12(2), 209–228. https://doi.org/10.7903/ijecs.1906
Wu, M. (2021). Optimization of e-commerce supply chain management process based on Internet of Things technology. Complexity, 2021. https://doi.org/10.1155/2021/5569386
Yang, C., Lan, S., Shen, W., Huang, G. Q., Wang, X., & Lin, T. (2017). Towards product customization and personalization in IoT-enabled cloud manufacturing. Cluster Computing, 20(2), 1717–1730. https://doi.org/10.1007/s10586-017-0767-x
Yanyan, Y. A. N. G. (2022, March). Application and development of Big Data, Internet of Things and cloud computing in tourism and its influence on traditional travel agencies. In 2022 7th International Conference on Financial Innovation and Economic Development (ICFIED 2022) (pp. 3291–3295). Atlantis Press. https://doi.org/10.2991/aebmr.k.220307.543
Yarali, A., Ramage, M. L., May, N., & Srinath, M. (2019, April). Uncovering the True Potentials of the Internet of Things (IoT). In 2019 Wireless Telecommunications Symposium (WTS) (pp. 1–6). IEEE. https://doi.org/10.1109/WTS.2019.8715545
Yu, Q., Nie, H., & Li, Z. (2022). The integration model of agricultural products e-commerce and supermarket based on the Internet of Things. Mobile Information Systems, 2022. https://doi.org/10.1155/2022/5274049
Zare, M., & Honarvar, A. R. (2021). Internet services: Customer relationship management (CRM) using Internet of Things (IoT). Journal of Management Information and Decision Sciences, 24(3), 1–24.
Zauskova, A., Kusá, A., Kubovics, M., Scepkova, S., & Urmínová, M. (2022). Current state and prediction of the future of digitization as a part of Industry 4.0. Serbian Journal of Management, 17(1), 111–123. https://doi.org/10.5937/sjm17-36468
Ziemba, P., Jankowski, J., & Wątróbski, J. (2018). Dynamic decision support in the internet marketing management. In Transactions on Computational Collective Intelligence XXIX (pp. 39–68). Springer. https://doi.org/10.1007/978-3-319-90287-6_3