Effect of Internet of Things on Marketing Intelligence and Business Strategy: An Organizational Capability Perspective
DOI:
https://doi.org/10.7903/ijecs.1906Keywords:
Internet of Things, marketing intelligence, business strategy, organizational capabilityAbstract
Innovative developments in Internet of Things (IoT) have invoked tremendous attention from both academics and industries. Studies suggest that IoT not only serves as an innovative tool for enterprise operations but also triggers impacts on business performance. As researchers increasingly raise issues about the business value of IoT, this study examines its direct and indirect managerial effects by investigating the link between IoT and business strategy. Referring to the organizational capability perspective, this study constructed a research framework in which marketing intelligence capability mediates the effect of IoT capability on business strategy formation. An empirical survey was performed and an analysis of the data was conducted to test the hypotheses. The results confirmed the mediating role of marketing intelligence capability in the link between IoT capability and business strategy formation. Discussions with managerial implications are then elaborated.
References
E. Borgia, “The internet of things vision: key features, applications and open issues,” Computer Communications, Vol. 54, pp. 1-31, 2014.
D. Miorandi, S. Sicari, F. De Pellegrini, and I. Chlamtac, “Internet of things: Vision, applications and research challenges,” Ad Hoc Networks, Vol. 10, No. 7, pp. 1497-1516, 2012.
M. E. Porter, and J. E. Heppelmann, “How smart, connected products are transforming competition,” Harvard Business Review, Vol. 92, No. 11, pp. 64-88, November, 2014.
M. Iansiti, and K. R. Lakhani, “Digital ubiquity - how connections, sensors, and data are revolutionizing business,” Harvard Business Review, Vol. November, pp. 91-99, November, 2014.
C. B. Dobni, and G. Luffman, “Determining the scope and impact of market orientation profiles on strategy implementation and performance,” Strategic management journal, Vol. 24, No. 6, pp. 577-585, 2003.
G. S. Day, and R. Wensley, “Marketing theory with a strategic orientation,” Journal of Marketing, Vol. 47, No. 4, pp. 79-89, 1983.
P. Guenzi, and G. Troilo, “Developing marketing capabilities for customer value creation through Marketing–Sales integration,” Industrial Marketing Management, Vol. 35, No. 8, pp. 974-988, 2006/11/01/, 2006.
D. Rouziès, and J. Hulland, “Does marketing and sales integration always pay off? Evidence from a social capital perspective,” Journal of the Academy of Marketing Science, Vol. 42, No. 5, pp. 511-527, September 01, 2014.
Y. Wang, and H. Feng, “Customer relationship management capabilities,” Management Decision, Vol. 50, No. 1, pp. 115-129, 2012.
S.-M. Tseng, “Knowledge management capability, customer relationship management, and service quality,” Journal of Enterprise Information Management, Vol. 29, No. 2, pp. 202-221, 2016.
A. Respício, and M. E. Captivo, “Marketing-production interface through an integrated DSS,” Journal of Decision Systems, Vol. 17, No. 1, pp. 119-132, 2008.
W. Chang, J. E. Park, and S. Chaiy, “How does CRM technology transform into organizational performance? A mediating role of marketing capability,” Journal of Business Research, Vol. 63, No. 8, pp. 849-855, 2010/08/01/, 2010.
E. d. S. Zancul, S. M. Takey, A. P. B. Barquet, L. H. Kuwabara, P. A. Cauchick Miguel, and H. Rozenfeld, “Business process support for IoT based product-service systems (PSS),” Business Process Management Journal, Vol. 22, No. 2, pp. 305-323, 2016, 2016.
M. Bulearca, and D. Tamarjan, “Augmented reality: a sustainable marketing tool?,” Global Business and Management Research, Vol. 2, No. 2/3, pp. 237-252, 2010, 2010.
K. J. Trainor, M. T. Krush, and R. Agnihotri, “Effects of relational proclivity and marketing intelligence on new product development,” Marketing Intelligence & Planning, Vol. 31, No. 7, pp. 788-806, 2013, 2013.
L. Atzori, A. Iera, and G. Morabito, “The internet of things: A survey,” Computer Networks, Vol. 54, No. 15, pp. 2787-2805, 2010.
J. Gubbi, R. Buyya, S. Marusic, and M. Palaniswami, “Internet of things (IoT): A vision, architectural elements, and future directions,” Future Generation Computer Systems, Vol. 29, No. 7, pp. 1645-1660, 2013.
D. Bradley, D. Russell, I. Ferguson, J. Isaacs, A. MacLeod, and R. White, “The Internet of things – The future or the end of mechatronics,” Mechatronics, Vol. 27, pp. 57-74, 2015.
V. Krotov, “The Internet of things and new business opportunities,” Business Horizons, Vol. 60, No. 6, pp. 831-841, 2017/11/01/, 2017.
N. Agarwal, and A. Brem, “Strategic business transformation through technology convergence: implications from General Electrics industrial internet initiative,” International Journal of Technology Management, Vol. 67, No. 2/3/4, pp. 196-214, 2015.
M. E. Porter, and J. E. Heppelmann, “How smart, connected products are transforming companies,” Harvard Business Review, Vol. 93, No. 10, pp. 96-16, 2015.
A. Pal, and K. Kant, “IoT-based sensing and communications infrastructure for the fresh food supply chain,” Computer, Vol. 51, No. 2, pp. 76-80, 2018.
M. J. Baucas, and P. Spachos, “A scalable IoT-fog framework for urban sound sensing,” Computer Communications, Vol. 153, pp. 302-310, 2020.
M. A. Bouras, A. Ullah, and H. Ning, “Synergy between communication, computing, and caching for smart sensing in internet of things,” Procedia computer science, Vol. 147, pp. 504-511, 2019.
M. Ilyas, “Internet of things (iot) and emerging application,” Systemics, Cybernetics and Informatics, Vol. 17, No. 5, pp. 27-31, 2019.
W. H. Weng, and W. T. Lin, “A mobile computing technology foresight study with scenario planning approach,” International Journal of Electronic Commerce Studies, Vol. 6, No. 2, pp. 223-232, 2015.
W. H. Weng, and W. T. Lin, “Development assessment and strategy planning in mobile computing industry,” in 2014 IEEE International Conference on Management of Innovation and Technology, Singapore, 2014, pp. 453-457.
W. H. Weng, and W. T. Lin, “Development trends and strategy planning in big data industry,” Contemporary Management Research, Vol. 10, No. 3, pp. 203-214, 2014.
W. H. Weng, and W. T. Lin, “Development assessment and strategy planning in cloud computing industry,” International Journal of Electronic Commerce Studies, Vol. 5, No. 2, pp. 257-266, 2014.
W. H. Weng, and W. T. Lin, “A scenario analysis of wearable interface technology foresight,” in The International Conference on Electronic Business (ICEB), Taipei, 2014, pp. 8-15.
A. Reyna, C. Martín, J. Chen, E. Soler, and M. Díaz, “On blockchain and its integration with IoT. Challenges and opportunities,” Future generation computer systems, Vol. 88, pp. 173-190, 2018.
O. Novo, “Blockchain meets IoT: An architecture for scalable access management in IoT,” IEEE Internet of Things Journal, Vol. 5, No. 2, pp. 1184-1195, 2018.
M. A. Khan, and K. Salah, “IoT security: Review, blockchain solutions, and open challenges,” Future Generation Computer Systems, Vol. 82, pp. 395-411, 2018.
S. Huh, S. Cho, and S. Kim, "Managing IoT devices using blockchain platform." pp. 464-467.
A. S. Bharadwaj, “A resource-based perspective on information technology capability and firm performance: an empirical investigation,” MIS Quarterly, Vol. 24, No. 1, pp. 169-196, 2000.
R. M. Grant, “Prospering in dynamically-competitive environments: organizational capability as knowledge integration,” Organization Science, Vol. 7, No. 4, pp. 375-387, 1996.
M. E. Porter, Competitive strategy, New York: Free Press, 1980.
M. E. Porter, and V. E. Millar, “How information gives you competitive advantage,” Harvard Business Review, Vol. 63, No. 4, pp. 61-78, July/August, 1985.
C. B. Li, and J. J. L. Li, “Achieving superior financial performance in China: Differentiation, cost Leadership, or both?,” Journal of International Marketing, Vol. 16, No. 3, pp. 1-22, 2008.
C. V. L. Hill, “Difierentiation versus low cost or differentiation and low cost: A contingency framework,” Academy of Management Review, Vol. 13, No. 3, pp. 401-412, 1988.
A. I. Murray, “A contingency view of Porter's "generic strategies",” Academy of Management Review, Vol. 13, No. 3, pp. 390-400, 1988.
M. Haddara, and A. Elragal, “The readiness of erp systems for the factory of the future,” Procedia Computer Science, Vol. 64, pp. 721-728, 2015.
N. Benias, and A. P. Markopoulos, "A review on the readiness level and cyber-security challenges in Industry 4.0." pp. 1-5.
I. Ng, K. Scharf, G. Pogrebna, and R. Maull, “Contextual variety, internet-of-things and the choice of tailoring over platform: mass customisation strategy in supply chain management,” International Journal of Production Economics, Vol. 159, pp. 76-87, 2015.
X. Yu, B. Nguyen, and Y. Chen, “Internet of things capability and alliance,” Internet Research, Vol. 26, No. 2, pp. 402-434, 2016, 2016.
M. Taylor, D. Reilly, and C. Wren, “Internet of things support for marketing activities,” Journal of Strategic Marketing, Vol. 28, No. 2, pp. 149-160, 2020.
P. A. Pavlou, “Internet of things–will humans be replaced or augmented?,” Marketing Intelligence Review, Vol. 10, No. 2, pp. 42-47, 2018.
D.-I. Shin, “An exploratory study of innovation strategies of the internet of things SMEs in South Korea,” Asia Pacific Journal of Innovation and Entrepreneurship, Vol. 11, No. 2, pp. 171-189, 2017.
T. Guarda, and M. F. Augusto, “Geographic marketing intelligence: gmi model,” in Second International Conference on Applied Informatics (ICAI Workshop), Madrid, Spain, 2019, pp. 205-214.
J. Wu, J. Chen, and W. Dou, “The Internet of things and interaction style: the effect of smart interaction on brand attachment,” Journal of Marketing Management, Vol. 33, No. 1-2, pp. 61-75, 2017/01/02, 2017.
F.-Y. Lo, and N. Campos, “Blending Internet-of-things (IoT) solutions into relationship marketing strategies,” Technological Forecasting and Social Change, Vol. 137, pp. 10-18, 2018.
S. F. Slater, E. M. Olson, and G. T. M. Hult, “The moderating influence of strategic orientation on the strategy formation capability-performance relationship,” Strategic Management Journal, Vol. 27, No. 12, pp. 1221-1231, 2006.
E. Claver-Cortés, E. M. Pertusa-Ortega, and J. F. Molina-Azorín, “Characteristics of organizational structure relating to hybrid competitive strategy: implications for performance,” Journal of Business Research, Vol. 65, No. 7, pp. 993-1002, 2012.
A. McAfee, and E. Brynjolfsson, “Big data - the management revolution,” Harvard Business Review, Vol. October, pp. 1-9, 2012.
H. Mintzberg, “Strategy formation in an adhocracy,” Administrative Science Quarterly Vol. 30, No. 2, pp. 160-197, 1985.
H. Mintzberg, and J. A. Waters, “Of strategies, deliberate and emergent,” Strategic Management Journal, Vol. 6, No. 3, pp. 257-272, 1985.
M. Janssen, H. van der Voort, and A. Wahyudi, “Factors influencing big data decision-making quality,” Journal of Business Research, Vol. 70, pp. 338-345, 2017.
S. Akter, S. F. Wamba, A. Gunasekaran, R. Dubey, and S. J. Childe, “How to improve firm performance using big data analytics capability and business strategy alignment?,” International Journal of Production Economics, Vol. 182, pp. 113-131, 2016.
K. Xie, Y. Wu, J. Xiao, and Q. Hu, “Value co-creation between firms and customers: the role of big data-based cooperative assets,” Information & Management, Vol. 53, No. 8, pp. 1034-1048, 2016.
C. B. Jarvis, S. B. MacKenzie, and P. M. Podsakoff, “A critical review of construct indicators and measurement model misspecification in marketing and consumer research,” Journal of consumer research, Vol. 30, No. 2, pp. 199-218, 2003.
Y. Lu, and K. Ramamurthy, “Understanding the link between information technology capability and organizational agility: an empirical examination,” MIS Quarterly, Vol. 35, No. 4, pp. 931-954, 2011.
A. K. Kohli, and B. J. Jaworski, “Market orientation: the construct, research propositions, and managerial implications,” Journal of Marketing, Vol. 54, No. 2, pp. 1-18, 1990.
A. K. Kohli, B. J. Jaworski, and A. Kumar, “Markor: a measure of market orientation,” Journal of Marketing Research, Vol. 30, No. 4, pp. 467-477, 1993.
J. C. Narver, and S. F. Slater, “The effect of a market orientation on business profitability,” Journal of Marketing, Vol. 54, No. 4, pp. 20-35, 1990.
D. W. Vorhies, R. E. Morgan, and C. W. Autry, “Product‐market strategy and the marketing capabilities of the firm: impact on market effectiveness and cash flow performance,” Strategic Management Journal, Vol. 30, No. 12, pp. 1310-1334, 2009.
G. G. Dess, and P. S. Davis, “Porter's (1980) Generic strategies as determinants of strategic group membership and organizational performance,” Academy of Management Journal, Vol. 27, No. 3, pp. 467-488, 1984.
M. E. Porter, Competitive advantage, New York: Free Press, 1985.
R. B. Robinson, and J. A. Pearce, “Planned patterns of strategic behavior and their relationship to business- unit performance,” Strategic Management Journal, Vol. 9, No. 1, pp. 43-60, 1988.
J.-J. Wu, “Influence of market orientation and strategy on travel industry performance: an empirical study of e-commerce in Taiwan,” Tourism Management, Vol. 25, No. 3, pp. 357-365, 2004.
D. Miller, “Relating porter’s business strategies to environment and structure: analysis and performance implications,” Academy of Management Journal, Vol. 31, No. 2, pp. 280-308, 1988.
D. Miller, “Configurations of strategy and structure: towards a synthesis,” Strategic Management Journal, Vol. 7, No. 3, pp. 233-249, 1986.
H. Liu, W. Ke, K. K. Wei, J. Gu, and H. Chen, “The role of institutional pressures and organizational culture in the firm's intention to adopt internet-enabled supply chain management systems,” Journal of Operations Management, Vol. 28, No. 5, pp. 372-384, 2010.
H. H. Teo, K. K. Wei, and I. Benbasat, “Predicting intention to adopt interganizaitonal linkages: an institutional perspective ” MIS Quarterly, Vol. 27, No. 1, pp. 19-49, 2003.
J. S. Armstron, and T. S. Overton, “Estimating nonresponse bias in mail surveys,” JMR, Journal of Marketing Research (pre-1986), Vol. 14, No. 3, pp. 396, Aug 1977, 1977.
C. M. Ringle, S. Wende, and A. Will, SmartPLS 2.0. M3. Hamburg: SmartPLS, 2005.
D. V. Cicchetti, K. Koenig, A. Klin, F. R. Volkmar, R. Paul, and S. Sparrow, “From bayes through marginal utility to effect sizes: a guide to understanding the clinical and statistical significance of the results of autism research findings,” J Autism Dev Disord, Vol. 41, No. 2, pp. 168-74, Feb, 2011.
J. C. Nunnally, and I. H. Bernstein, Psychometric theory, 3 ed., New York: McGraw-Hill, 1994.
D. Campbell, T., and D. Fiske, W., “Convergent and discriminant validation by the multitrait-multimethod matrix,” Psychological Bulletin, Vol. 56, No. 2, pp. 81-105, 1959.
J. F. Hair Jr, G. T. M. Hult, C. Ringle, and M. Sarstedt, A primer on partial least squares structural equation modeling (PLS-SEM): Sage publications, 2016.
K. J. Preacher, and A. F. Hayes, “Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models,” Behavior research methods, Vol. 40, No. 3, pp. 879-891, 2008.
B. J. Jaworski, and A. K. Kohli, “Market orientation: antecedents and consequences,” Journal of Marketing, Vol. 57, No. 3, pp. 53-70, 1993.
M. Chan, D. Esteve, J. Y. Fourniols, C. Escriba, and E. Campo, “Smart wearable systems: current status and future challenges,” Artif Intell Med, Vol. 56, No. 3, pp. 137-56, Nov, 2012.
B. Chen, X. Wang, Y. Huang, K. Wei, and Q. Wang, “A foot-wearable interface for locomotion mode recognition based on discrete contact force distribution,” Mechatronics, Vol. 32, pp. 12-21, 2015.
A. Gruebler, V. Berenz, and K. Suzuki, “Emotionally assisted human–robot interaction using a wearable device for reading facial expressions,” Advanced Robotics, Vol. 26, No. 10, pp. 1143-1159, 2012.
N. Chung, H. Han, and Y. Joun, “Tourists’ intention to visit a destination: the role of augmented reality (AR) application for a heritage site,” Computers in Human Behavior, Vol. 50, pp. 588-599, 2015.
S. Meža, Ž. Turk, and M. Dolenc, “Measuring the potential of augmented reality in civil engineering,” Advances in Engineering Software, Vol. 90, pp. 1-10, 2015.
N. Petersen, and D. Stricker, “Cognitive augmented reality,” Computers & Graphics, Vol. 53, pp. 82-91, 2015.