PurposeThe purpose of this paper is to provide a theoretical lens on digital servitization (DS) for future research purposes. By developing a multilevel framework that helps structure and untangle its complexity, the authors aim to increase understanding into the persistent challenge of DS.Design/methodology/approachBuilding on a problematization approach, critical incident technique was applied to a comparative, longitudinal, multiple-case study in which DS journeys from one Italian and one Belgian manufacturing firm were analyzed.FindingsAnalysis revealed that different levels and elements of the multilevel framework were simultaneously involved in the identified critical incidents. This huge interconnectedness severely challenged the DS journeys. Managerial (un)responsiveness played a central role in the organizational outcome for both firms.Originality/valueThe authors answer the call for a more holistic approach toward DS. A multilevel framework is provided to be employed by future researchers and practitioners alike. A mid-range theory for DS and propositions for future research are developed.

Purpose This paper aims to provide a contribution on the diffusion of Industry 4 (I4.0)-related knowledge in industrial districts (IDs). The main goal is to examine the dissemination of I4.0 knowledge, exploring the main mechanisms for its spreading and highlighting the main factors shaping such processes. Focus is on dissemination processes in IDs active in traditional industries, which could represent the “periphery” of I4.0 application context. Design/methodology/approach The methodology is qualitative. Notably, this paper presents a case study of the Pesaro ID specialized in furniture/woodworking machinery sector. A total of 18 in-depth one-to-one interviews have been conducted with relevant informants from a variety of organizations within the cluster: companies, institutions and universities. Findings The complexity of I4.0 requires a combination of traditional mechanisms with innovative ones within IDs characterized by the emergence of new players, activities and resources. These changes led to three main evolving patterns: the horizon of I4.0 upgrading shows blurred boundaries in terms of sectors and geographic location, the I4.0 diffusion appears fragmented in terms of initiatives and projects by both firms and institutions and the dissemination of I4.0 knowledge pushes ID firms and institutions to pursue deliberate initiatives leading to innovative forms of “collective” cooperation. Originality/value This paper contributes to both theory and practice. From the theoretical point of view, this paper contributes to the literature on innovation in IDs and clusters on two interrelated grounds. First, it provides further research on I4.0 and IDs and clusters. Second, it contributes to the stream of research on knowledge creation and diffusion in IDs and clusters, providing empirically based insights over emerging local learning processes in IDs. Moreover, relevant managerial and policy implications stem from the analysis.

Purpose This paper aims to analyze the digital servitization (DS) process with the paradox theory lens. The purpose is to catch how intra- and inter-organizational tensions generate complexity along a DS journey to find “where” and “when” industrial companies can intervene to face them. Design/methodology/approach The methodology is a qualitative, in-depth single case study, which longitudinally explores the DS strategy of a manufacturer along with three phases of development: design, implementation and assessment. Findings The analysis reveals six intra- and inter-organizational tensions in DS and provides insights on tensions’ origin and how to face them. A theoretical framework on DS complexity and an empirical framework on tensions’ origin is produced. Originality/value The research combines service and organizational paradox literature. Together with a longitudinal methodology, it results in a spatial and temporal analysis of DS, from which theoretical and managerial implications are drawn.

The B2B context has experienced a push toward digital servitization (DS), i.e., the development of services by means of digital technologies. There are three levels of DS: (1) product provision, (2) after-sale servicing, and (3) advanced services taking after-sales to the next level. At level 3, DS evolves from a product and service-oriented strategy to a service-centric one. The literature has acknowledged the changes provoked by levels 1 and 2 of DS. Yet, further changes at level 3 still have not been explored. This research aims to understand the impact of DS’s evolution after the DS setup, with an intra- and interorganizational focus. To reach this aim, the case of Beta, an Italian mechatronic manufacturer implementing IIoT-based DS, is analyzed. The adopted framework is the ‘developing’, ‘producing’, ‘using’ (DPU) framework, formulated within the industrial marketing and purchasing (IMP) approach. Results are summarized in three propositions, showing how: (1) DS complexity unfolds intra- and interorganizationally and is gradually embedded in the three settings of the framework; (2) integration of settings and resources becomes essential; and (3) processes of resource procurement, development, and integration allow the evolution toward a service platform. Theoretical and managerial implications are provided.

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