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The relationship between digitalization and servitization: The role of servitization in capturing the financial potential of digitalization
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Abstract The present study investigates the effect of the interaction between digitalization and servitization on the financial performance of manufacturing companies. We challenge the simple linear assumption between digitalization and financial performance with a sample of 131 manufacturing firms and hypothesize a nonlinear U-shaped interaction effect between digitalization and servitization on financial performance. From low to moderate levels of digitalization, the interaction effect between digitalization and high servitization on company financial performance is negative and significant. From moderate to high levels of digitalization, the interplay between digitalization and high servitization becomes positive and significant, improving companies’ financial performance. The results demonstrate the need for an effective interplay between digitalization and servitization, the digital servitization. Without this interplay, a manufacturing company may face the paradox of digitalization. For managers of manufacturing companies, the study provides insights into the complex relationship between digitalization and financial performance, emphasizing the value of servitization in driving financial performance from digitalization. Thus, the study demonstrates how manufacturing companies can become data-driven by advancing servitization.
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Cites
Towards a theory of ecosystems
Jacobides, M. G., Cennamo, C., & Gawer, A. (2018) · Strategic Management Journal · doi:10.1002/smj.2904 · Cited by 3,724
Sociomaterial practices: exploring technology at work
Orlikowski, W. J. (2007) · Organization Studies · doi:10.1177/0170840607081138 · Cited by 3,248
The productivity paradox of information technology
Brynjolfsson, E. (1993) · Communications of the ACM · doi:10.1145/163298.163309 · Cited by 2,604
10 Sociomateriality: Challenging the Separation of Technology, Work and Organization
Orlikowski, W. J., & Scott, S. V. (2008) · Academy of Management Annals · doi:10.5465/19416520802211644 · Cited by 2,571
Big data analytics and firm performance: Effects of dynamic capabilities
Wamba, S. F., Gunasekaran, A., Akter, S., Ren, S. J.-F., Dubey, R., & Childe, S. J. (2017) · Journal of Business Research · doi:10.1016/j.jbusres.2016.08.009 · Cited by 2,474
Research works printed but not linked: 71
- Ardolino, 2018, The role of digital technologies for the service transformation of industrial companies, Int. J. Prod. Res., 56, 2116, 10.1080/00207543.2017.1324224 · DOI · Paper page
- Artto, 2015, Organizing for solutions: how project-based firms integrate project and service businesses, Ind. Mark. Manag., 45, 70, 10.1016/j.indmarman.2015.02.021 · DOI
- Baines, 2009, The servitization of manufacturing: A review of literature and reflection on future challenges, Journal of Manufacturing Technology Management, 20, 547, 10.1108/17410380910960984 · DOI · Paper page
- Baines, 2014, Servitization of the manufacturing firm: exploring the operations practices and technologies that deliver advanced services, Int. J. Oper. Prod. Manag., 34, 2, 10.1108/IJOPM-02-2012-0086 · DOI · Paper page
- Bigdeli, 2017, Organisational change towards servitization: a theoretical framework, Compet. Rev. Int. Bus. J., 27, 12
- Brax, 2009, Developing integrated solution offerings for remote diagnostics: a comparative case study of two manufacturers, Int. J. Oper. Prod. Manag., 29, 539, 10.1108/01443570910953621 · DOI · Paper page
- Brynjolfsson, 1998, Beyond the productivity paradox, Commun. ACM, 41, 49, 10.1145/280324.280332 · DOI · Paper page
- Cenamor, 2017, Adopting a platform approach in servitization: leveraging the value of digitalization, Int. J. Prod. Econ., 192, 54, 10.1016/j.ijpe.2016.12.033 · DOI · Paper page
- Coreynen, 2016, Boosting servitization through digitization: pathways and dynamic resource configurations for manufacturers, Ind. Mark. Manag., 60
- Coreynen, 2017, Boosting servitization through digitization: pathways and dynamic resource configurations for manufacturers, Ind. Mark. Manag., 60, 42, 10.1016/j.indmarman.2016.04.012 · DOI · Paper page
- Cusumano, 2015, Technology strategy and management: how traditional firms must compete in the sharing economy, Commun. ACM, 58, 32, 10.1145/2688487 · DOI · Paper page
- Ehret, 2017, Unlocking value from machines: business models and the industrial Internet of Things, J. Mark. Manag., 33, 111
- Eloranta, 2016, Platforms in service-driven manufacturing: leveraging complexity by connecting, sharing, and integrating, Ind. Mark. Manag., 55, 178, 10.1016/j.indmarman.2015.10.003 · DOI
- Fang, 2008, Effect of service transition strategies on firm value, J. Mark., 72, 1, 10.1509/jmkg.72.5.001 · DOI · Paper page
- Forkmann, 2017, Driver configurations for successful service infusion, J. Serv. Res., 20, 275, 10.1177/1094670517706160 · DOI
- Frank, 2019, Servitization and industry 4.0 convergence in the digital transformation of product firms: a business model innovation perspective, Technol. Forecast. Soc. Change, 141, 341, 10.1016/j.techfore.2019.01.014 · DOI · Paper page
- Gebauer, 2010, Match or mismatch: strategy-structure configurations in the service business of manufacturing companies, J. Serv. Res., 13, 198, 10.1177/1094670509353933 · DOI · Paper page
- Gebauer, 2010, Exploring the interrelationship among patterns of service strategy changes and organizational design elements, J. Serv. Manag., 21, 103, 10.1108/09564231011025137 · DOI
- Grubic, 2018, Remote monitoring technology and servitization: exploring the relationship, Comput. Ind., 100, 148, 10.1016/j.compind.2018.05.002 · DOI
- Grubic, 2018, Remote monitoring technology and servitised strategies–factors characterising the organisational application, Int. J. Prod. Res., 56, 2133, 10.1080/00207543.2017.1332791 · DOI
- Hasselblatt, 2018, Modeling manufacturer’s capabilities for the Internet of Things, J. Bus. Ind. Mark., 33, 822, 10.1108/JBIM-11-2015-0225 · DOI
- Haynes, 2000, The productivity impact of IT deployment: an empirical evaluation of ATM introduction, Oxf. Bull. Econ. Stat., 62, 607, 10.1111/1468-0084.00192 · DOI
- Hellström, 2014, Solution business models based on functional modularity – the case of complex capital goods, J. Serv. Manag., 25, 654, 10.1108/JOSM-07-2013-0198 · DOI
- Huikkola, 2017, Solution providers’ strategic capabilities, J. Bus. Ind. Mark., 32, 752, 10.1108/JBIM-11-2015-0213 · DOI
- Iansiti, 2014, Digital ubiquity. how connections, sensors, and data are revolutionizing business, Harv Bus. Rev., 92, 90
- Jayachandran, 2005, The role of relational information processes and technology use in customer relationship management, J. Mark., 69, 177, 10.1509/jmkg.2005.69.4.177 · DOI · Paper page
- Jonsson, 2009, Turn to the material: remote diagnostics systems and new forms of boundary-spanning, Inform. Organ., 19, 233, 10.1016/j.infoandorg.2009.07.001 · DOI
- Kettinger, 1994, Strategic information systems revisited: a study in sustainability and performance, MIS Q., 18, 31, 10.2307/249609 · DOI · Paper page
- Kim, 2005, The role of information technology in supply-chain relationships: does partner criticality matter?, J. Bus. Ind. Mark., 42, 541
- Kohtamäki, 2015, The performance impact of industrial services and service orientation on manufacturing companies, J. Serv. Theory Pract., 25, 463, 10.1108/JSTP-12-2013-0288 · DOI
- Kohtamäki, 2019, Digital servitization business models in ecosystems: a theory of the firm, J. Bus. Res., 104, 380, 10.1016/j.jbusres.2019.06.027 · DOI · Paper page
- Kohtamäki, 2016, Co-creating value from knowledge-intensive business services in manufacturing firms: the moderating role of relationship learning in supplier-customer interactions, J. Bus. Res., 69, 2498, 10.1016/j.jbusres.2016.02.019 · DOI
- Kohtamäki, 2013, Non-linear relationship between industrial service offering and sales growth: the moderating role of network capabilities, Ind. Mark. Manag., 42, 1374, 10.1016/j.indmarman.2013.07.018 · DOI · Paper page
- Kowalkowski, 2017, Service growth in product firms: past, present, and future, Ind. Mark. Manag., 60, 82, 10.1016/j.indmarman.2016.10.015 · DOI · Paper page
- Kowalkowski, 2013, ICT as a catalyst for service business orientation, J. Bus. Ind. Mark., 28, 506, 10.1108/JBIM-04-2013-0096 · DOI
- Kowalkowski, 2015, What service transition? Rethinking established assumptions about manufacturers’ service-led growth strategies, Ind. Mark. Manag., 45, 59, 10.1016/j.indmarman.2015.02.016 · DOI · Paper page
- Lenka, 2018, Towards a multi-level servitization framework: conceptualizing ambivalence in manufacturing firms, Int. J. Oper. Prod. Manag., 38, 810, 10.1108/IJOPM-09-2016-0542 · DOI
- Lenka, 2017, Digital capabilities as enablers of value co-creation in servitizing firms, Psychol. Mark., 34, 92, 10.1002/mar.20975 · DOI · Paper page
- Lerch, 2015, Digitalized product-service systems in manufacturing firms: a case study analysis, Res.-Technol. Manag., 58, 45
- Lightfoot, 2013, The servitization of manufacturing: a systematic literature review of interdependent trends, Int. J. Oper. Prod. Manag., 33, 1408, 10.1108/IJOPM-07-2010-0196 · DOI · Paper page
- Luoto, 2017, Critical meta-analysis of servitization research: constructing a model-narrative to reveal paradigmatic assumptions, Ind. Mark. Manag., 60, 89, 10.1016/j.indmarman.2016.04.008 · DOI
- Martinez, 2017, Exploring the journey to services, Int. J. Prod. Econ., 192, 66, 10.1016/j.ijpe.2016.12.030 · DOI
- Martín-Peña, 2018, The digitalization and servitization of manufacturing: a review on digital business models, Strat. Change, 27, 91, 10.1002/jsc.2184 · DOI
- Martín-Peña, 2019, Servitization and digitalization in manufacturing: the influence on firm performance, J. Bus. Ind. Mark., 10.1108/JBIM-12-2018-0400 · DOI · Paper page
- Martinsuo, 2018, Change program management: toward a capability for managing value-oriented, integrated multi-project change in its context, Int. J. Project Manag., 36, 134, 10.1016/j.ijproman.2017.04.018 · DOI
- Ng, 2017, The internet-of-things: review and research directions, Int. J. Res. Mark., 10.1016/j.ijresmar.2016.11.003 · DOI · Paper page
- Opresnik, 2015, The value of big data in servitization, Int. J. Prod. Econ., 165, 174, 10.1016/j.ijpe.2014.12.036 · DOI · Paper page
- Parida, 2014, Mastering the transition to product-service provision: Insights into business models, learning activities, and capabilities, Res. Technol. Manag., 57, 44
- Partanen, 2017, Developing and validating a multi-dimensional scale for operationalizing industrial service offering, J. Bus. Ind. Mark., 32, 295, 10.1108/JBIM-08-2016-0178 · DOI
- Paschou, 2017, The digital servitization of manufacturing: a literature review and research agenda, ResearchGate, 1
- Porter, 2001, Strategy and the internet, Harv. Bus. Rev., 79, 62
- Porter, 2014, How smart, connected products are transforming competition, Harv. Bus. Rev., 92, 66
- Porter, 2015, How smart, connected products are transforming companies, Harv. Bus. Rev., 96
- Rabetino, 2018, Structuring servitization related research, Int. J. Oper. Prod. Manag., 38, 350, 10.1108/IJOPM-03-2017-0175 · DOI · Paper page
- Rabetino, 2015, Developing the concept of life-cycle service offering, Ind. Mark. Manag., 49, 53, 10.1016/j.indmarman.2015.05.033 · DOI
- Raddats, 2019, Servitization: a contemporary thematic review of four major research streams, Ind. Mark. Manag., 1
- Raddats, 2017, Interactively developed capabilities: evidence from dyadic servitization relationships, Int. J. Oper. Prod. Manag., 37, 382, 10.1108/IJOPM-08-2015-0512 · DOI
- Rajala, 2019, The next phase in servitization: transforming integrated solutions into modular solutions, Int. J. Oper. Prod. Manag., 39, 630, 10.1108/IJOPM-04-2018-0195 · DOI
- Rymaszewska, 2017, IoT powered servitization of manufacturing – an exploratory case study, Int. J. Prod. Econ., 192, 92, 10.1016/j.ijpe.2017.02.016 · DOI · Paper page
- Sjödin, 2019, Relational governance strategies for advanced service provision: multiple paths to superior financial performance in servitization, J. Bus. Res., 101, 906, 10.1016/j.jbusres.2019.02.042 · DOI
- Sklyar, 2019, Organizing for digital servitization: a service ecosystem perspective, J. Bus. Res., 10.1016/j.jbusres.2019.02.012 · DOI · Paper page
- Tapscott, 2017, How blockchain will change organizations, MIT Sloan Manag. Rev., 58, 9
- Tilson, 2010, Research commentary-digital infrastructures: the missing IS research agenda, Inf. Syst. Res., 21, 748, 10.1287/isre.1100.0318 · DOI · Paper page
- Töytäri, 2015, Organizational and institutional barriers to value-based pricing in industrial relationships, Ind. Mark. Manag., 47, 53, 10.1016/j.indmarman.2015.02.005 · DOI
- Töytäri, 2018, Aligning the mindset and capabilities within a business network for successful adoption of smart services, J. Prod. Innov. Manag., 35, 763, 10.1111/jpim.12462 · DOI
- Vandermerwe, 1988, Servitization of business: adding value by adding services, European Management Journal, 6, 314, 10.1016/0263-2373(88)90033-3 · DOI · Paper page
- Vendrell-Herrero, 2017, Servitization, digitization and supply chain interdependency, Ind. Mark. Manag., 60, 69, 10.1016/j.indmarman.2016.06.013 · DOI · Paper page
- Windahl, 2010, Integrated solutions from a service-centered perspective: applicability and limitations in the capital goods industry, Ind. Mark. Manag., 39, 1278, 10.1016/j.indmarman.2010.03.001 · DOI
- Visnjic, 2017, What brings the value to outcome-based contract providers? Value drivers in outcome business models, Int. J. Prod. Econ., 192, 169, 10.1016/j.ijpe.2016.12.008 · DOI
- Visnjic, 2018, The path to outcome delivery: interplay of service market strategy and open business models, Technovation, 46, 10.1016/j.technovation.2018.02.003 · DOI
- Wang, 2018, The impact of servitization on firm performance: a meta-analysis, Int. J. Oper. Prod. Manag., 38, 7, 10.1108/IJOPM-04-2017-0204 · DOI
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Metadata
- Authors
- Kohtamäki, M., Parida, V., Patel, P. C., & Gebauer, H.
- Venue
- Technological Forecasting and Social Change
- Publisher
- Elsevier BV
- Published
- 2020-02
- Volume
- 151
- Pages
- 119804
- ISSN
- 0040-1625 (ISSN-L)
- OpenAlex
- W2990913944
- Cited by
- 717
- References
- 5
- FWCI
- 62.55
- Type
- journal article
- Language
- en
- Open access
- green
- Licence
- www.elsevier.com/tdm/userlicense/1.0/ (tdm)
- www.elsevier.com/legal/tdmrep-license (tdm)
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