Digital Corporate Entrepreneurship: How Digital Technologies Are
Reshaping Entrepreneurship in Incumbents
Stefano D’Angelo, Antonio Ghezzi, Angelo Cavallo, Andrea Rangone and Maria Gatti
Department of Management, Economics and Industrial Engineering, Politecnico di Milano, Milano, Italy
Keywords: Corporate Entrepreneurship, Digital Transformation, Lean Startup, Business Model, Business Model
Innovation.
Abstract: Digital technologies make new opportunities possible for entrepreneurship in incumbent organizations while
making some of the older practices obsolete, thereby generating potential disruption for established firms.
The digital entrepreneurship research field elucidates the potential implications of digital technologies for
entrepreneurship. Despite its contemporary significance, however, existing research has largely neglected the
role of digital technologies in corporate entrepreneurship, i.e., entrepreneurship in incumbent organizations.
Through an exploratory multiple case study, our study helps to address this gap by providing a framework
shading light on how incumbents can leverage the enabling role of digital technologies at organizational level
(i.e., increasing the number and heterogeneity of inputs; increasing visibility of actors and resources involved
in the project management) and project level (i.e., increasing innovations’ adoption rate in an existing
corporate environment while managing their structural barriers. Based on the findings of this study, we
contribute to corporate entrepreneurship research and practice.
1 INTRODUCTION
Digital technologies e.g. cloud, artificial
intelligence and 3-D printing – are amazing. It is
acknowledged that digital technologies are
significantly transforming entrepreneurial processes
and outcomes (Nambisan et al., 2019; Autio et al.,
2018; Nambisan, 2017). Specifically, digital
technologies have upended two broad assumptions
that underlie our extant understanding of
entrepreneurial processes and outcomes. First, they
have rendered entrepreneurial outcomes and
processes less bounded (Elia et al., 2020; Nambisan,
2017). Second, they have led to less predefinition in
the locus of entrepreneurial agency (Berger et al.,
2021; Nambisan, 2017). However, despite the huge
proliferation and potential of digital technologies,
existing literature has largely neglected the role of
digital technologies in corporate entrepreneurship,
i.e., entrepreneurship in incumbent organizations
(Petzsche et al., 2022; Arvidsson and Mønsted, 2018;
Burgelman, 1983). The rapid development of digital
technologies urges scholars to reconsider and update
the antecedents, processes, and outcomes associated
with traditional corporate entrepreneurship (Murtinu
et al., 2022). To answer this call, we explored the role
of digital technologies in facilitating corporate
entrepreneurship practices through an exploratory
multiple-case study (Yin, 1984) involving four
incumbent organizations implementing corporate
entrepreneurship activities with digital technologies.
The outcome of this study is a framework that
illustrates how incumbents can leverage the enabling
role of digital technologies for corporate
entrepreneurship at organizational and project level.
In doing so, our paper contributes to the research
stream of corporate entrepreneurship and digital
technologies discussing the potential, applications,
and managerial implications of digital technologies in
corporate entrepreneurship activities. The paper
contributes to digital corporate entrepreneurship
research by studying the organizational and process
levers that management can adopt to foster corporate
entrepreneurship through digital technologies.
Specifically, we seek to make two main contributions
to research and practice in corporate entrepreneurship
in the digital age. First, we shed light on how digital
technologies enable corporate entrepreneurship at
organizational and project levels. Second, we extend
the concept of digital technologies as enablers as
evidenced in digital entrepreneurship literature (von
Briel et al., 2018) also in the corporate context.
514
D’Angelo, S., Ghezzi, A., Cavallo, A., Rangone, A. and Gatti, M.
Digital Corporate Entrepreneurship: How Digital Technologies Are Reshaping Entrepreneurship in Incumbents.
DOI: 10.5220/0011827900003467
In Proceedings of the 25th International Conference on Enterprise Information Systems (ICEIS 2023) - Volume 2, pages 514-521
ISBN: 978-989-758-648-4; ISSN: 2184-4992
Copyright
c
2023 by SCITEPRESS Science and Technology Publications, Lda. Under CC license (CC BY-NC-ND 4.0)
2 LITERATURE REVIEW
2.1 Corporate Entrepreneurship
In a dynamic and uncertain environment such as that
created by digital transformation, corporate
entrepreneurship is envisioned as a process that can
facilitate firms’ efforts to innovate constantly and
cope effectively with the competitive realities
companies currently face (Fisher et al., 2021; Tucci et
al., 2018). Corporate entrepreneurship, or
entrepreneurship in incumbent organizations, has
been a topic of interest to scholars and practitioners
for over the last four decades (Urbano et al., 2022;
Burgelman, 1983). In the digital age, (corporate)
entrepreneurship is now more in demand than ever
before and digital technologies can make corporate
entrepreneurship increasingly potent and prolific
(Arvidsson and Mønsted, 2018). Although the body
of research on corporate entrepreneurship has
expanded and aroused an increasing amount of
attention along the years and given the pervasiveness
of the digital technologies, the profound impact of
digital technologies on corporate entrepreneurship
has yet to be addressed.
2.2 Digital Corporate
Entrepreneurship
Digital technologies herald a new era in
entrepreneurship, one in which the traditional ways
and forms of pursuing entrepreneurial opportunities
are increasingly reframed (Nambisan, 2017).
Nambisan (2017) discusses the impact of digital
technologies on entrepreneurship process and
outcome. And more, Nambisan and colleagues (2019)
shade lights on three themes that could potentially
serve as the basis for future research on
entrepreneurship with digital technologies, i.e.,
openness, affordances, and generativity. Recently,
digital technologies have attracted a growing interest
also in corporate context (Ben Arfi and Hikkerova,
2021; D’Angelo et al., 2021; Cavallo et al., 2020;
Joshi et al., 2019). Scholars are increasingly
considering digital technologies as key differentiating
factors for corporations to operate in the dynamic
digital context. For instance, Arvidsson and Mønsted
(2018) highlight how the large diffusion of digital
technologies can make corporate entrepreneurship
activities more potent and prolific. However, despite
the pervasiveness and the potential of digital
technologies, literature provides limited empirical
evidence on how digital technologies can support and
enable corporate entrepreneurship (Ghosh et al.,
2021; Ben Arfi, and Hikkerova, 2021; Soltanifar et
al., 2021). For instance, Martin-Rojas and colleagues
(2020) analyse the application of social media
platforms for corporate entrepreneurship, Ghosh and
colleagues (2021) discuss cloud technology in
corporate entrepreneurship while Pinchot and
Soltanifar (2021) study internet of things for
entrepreneurship in corporations. However, we found
very few contributions that study empirically digital
technologies in corporate entrepreneurship.
Accordingly, the role of digital technologies in
corporate entrepreneurship remain largely
underexplored. Thus, the aim of this paper is to bridge
this gap in existing literature and answer the
following research question: “How can digital
technologies support corporate entrepreneurship?”
3 METHODOLOGY
To answer our research question, our study is based
on an exploratory multiple case study (Ghezzi and
Cavallo, 2020; Eisenhardt, 1989; Yin, 1984). Case
sampling was performed theoretically (Meredith,
1998), and following our interpretive stance.
Specifically, as practitioners have limited guidelines
to foster digital corporate entrepreneurship in
incumbent organizations operating in traditional
industries (Chen, 2021; Soltanifar et al., 2021), we
focused on incumbent organizations operating in
traditional industries. We believe that this sample of
companies adequately fits with the theoretical setting
and, therefore, it is suitable to respond to the research
question proposed as companies are incumbent
organizations operating in heterogenous traditional
sectors and implementing corporate entrepreneurship
activities leveraging on digital technologies. In our
multiple case study, data were collected through
multiple sources of information (Yin, 1984). 20 semi-
structured interviews were the primary source of
information. The interviews lasted between 45 and 70
minutes and performed between March and May
2022. The protocol of the interviews was consistent
with the study's research question: the informants
were asked to describe the corporate entrepreneurship
practices of their organizations as well as the barriers
faced, the benefits and outcomes obtained using
digital technologies in corporate entrepreneurship.
Several secondary sources of evidence and archival
data were also added to supplement the interview
data, including 23 strategic reports, 20 financial
statements, 17 reports, and external documents and
sources – 35 internet pages, 20 articles. This array of
sources led to “data triangulation” essential for
Digital Corporate Entrepreneurship: How Digital Technologies Are Reshaping Entrepreneurship in Incumbents
515
qualitative research to be trustworthy and persuasive
(Siggelkow, 2007). Following the suggestions
provided by Yin (2013), for each case study, we first
analyzed the role of each digital technology adopted
in the corporate entrepreneurship activity. Thereafter,
to identify the common patterns of actions and
differences among each case study, a cross-case
comparison was undertaken. Specifically, Company
A is an incumbent firm operating in the energy sector
and oriented to become a “life company”. This
company pursues sustain regeneration, i.e.,
development of new products/services (Covin and
Miles, 1999) leveraging on a platform-based
intrapreneurship program with the goal to collect
internal entrepreneurial ideas from the employees of
the organization. Company B is an IT multinational
company oriented to organizational rejuvenation, i.e.,
the improvement of the organizational functioning of
the organization (Covin and Miles, 1999). In
particular, the company leverages on internal
programs aimed to foster a digital entrepreneurial
mindset culture and improve organizational
processes. Company C is a large enterprise operating
in the insurance sector pursuing strategic renewal,
i.e., the pursuit of a new strategic direction (Covin
and Miles, 1999) to digitalize their business. They
established an “Innovation Community” composed
by 30 internal employees selected from different
departments with the role to create innovative
solutions. Finally, Company D is a manufacturing
company that established an outpost program in Italy,
China, and America aimed to collect ideas from
external stakeholders such as clients, or internal
employees for developing new market opportunities
in a logic of domain redefinition, taking the
competitive battle to a new product-market arena
(Covin and Miles, 1999).
4 FINDINGS
4.1 Company A
Company A adopts an internal web platform to
collect ideas emerged from “Call for Ideas”
intrapreneurship programs, as well as business units
needs. Company A leverages also on platform that
connects the Innovation department with external
actors, e.g., Corporate Venture Capital unit.
Moreover, Company A can leverage on a shared Idea
Knowledge Management (IKM) System that hosts
the development process of the most promising ideas.
To rapidly experiment ideas, Company A adopts
rapid prototyping technology (CAD and 3D printing
technology). These technologies allow to build the
prototype in bootcamp days and present the solutions
to the high-level management for the final evaluation.
The digital technologies helped the company to
perform and enable the following capabilities: (i)
intercept embryonal internal and external ideas; (ii)
contact solver from various background and
geographic locations; (iii) generate further
opportunities for entrepreneurial projects; (iv)
guarantee an alignment among the business needs and
the entrepreneurial resources; (v) improve the
alignment among the business needs and
entrepreneurial resources and (vi) develop a safe
space environment for the employees to innovate.
4.2 Company B
Company B has a space dedicated to experiment ideas
and formed by four main sections: (i) a collaboration
hub dedicated to hackathons and workshops; (ii) a
makerspace with digital tools such as 3D printers, a
laser cutter, a PCB milling machine for creating
prototypes; (iii) a room dedicated to augmented and
virtual reality applications and (iv) a dedicated space
to deep learning techniques. These digital tools allow
Company B employees to experiment and to look at
problems from different perspectives. Company B
leverages on an internal web platform supported by
social media applications to connect employees that
can communicate among each others, join teams, and
share ideas to develop corporate entrepreneurial
projects. Moreover, the company leverages on an
IKM system that collects and monitor established
projects and teams involved in the innovation
programs engaging employees from different
geographical locations. Further, Company uses an
artificial intelligence algorithm that allows to identify
and filters specific innovation projects according to
specific business needs. These digital technologies
help the company to perform and enable the
following capabilities: (i) increase the number of
participants involved in the corporate
entrepreneurship program; (ii) increase the control
and visibility over the process and (iii) facilitate
cross-department collaboration.
4.3 Company C
Company C launched the first community of clients
‘Beta Tester’ to facilitate experimentation. These
activities are made possible through a digital web
platform “Company C collab.it” that connects 22.000
users with the goal of testing the ideas coming from
the intrapreneurship program in a rapid way.
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Company C can leverage also on an Innovation
Community, which involves every year a group of
about thirty employees from various backgrounds and
with different seniority and expertise. The
participants, called explorers, are ambassadors that
devote up to 20% of their working time to develop
new entrepreneurial ideas. Employees, grouped in
teams, meet virtually on collaborative platform where
they follow different entrepreneurial projects from
ideation to prototyping up to piloting. These digital
technologies help the company to perform and
enabled the following capabilities: (i) increase the
efficiency of the entrepreneurial process; (ii) increase
transparency of the resources involved and (iii)
improve the reporting to high-level management.
4.4 Company
D
Company D adopts a Product Lifetime Management
system (PLM) system for corporate entrepreneurship
projects and a gate-model project management
system for the ongoing projects to the departments,
who can monitor and provide feedbacks through the
platform. The innovation department of Company D
leverages on two main digital tools. First, a PLM
system based on Cloud that hosts the concept of an
idea and support the prototyping phase by collecting
necessary info. This is shared among all the
departments, who can contribute with information
and feedbacks and approve the projects through the
milestones. Second, a cloud-based 3D machine is
used as internal prototyping builder. This 3D machine
permits to pursue mass customization by generating
small batches of personalized caps. Leveraging on the
3D machine, Company D was able to target a new
segment market. Moreover, by testing its offer on a
new e-shop, the company was able to access a higher
volume of costumers also dispersed geographically
who can customize and configure their offer directly
from the web platform. These digital technologies
helped the company to perform and enable the
following capabilities: (i) increase the connection
among departments; (ii) facilitate visibility of the
actors involved in the entrepreneurial process and
(iii) generate stepping stones for future innovations.
5 DISCUSSION
In the following chapter the results are discussed, and
an integrated framework has been proposed
answering to this research question: “How digital
technologies can support corporate
entrepreneurship?”. The framework (Figure 1)
resulted as outcome of our multiple case study.
Overall, independently from the typology of digital
technologies adopted or the corporate
entrepreneurship form analyzed in the cases under
investigation, the framework presents digital
technologies as enablers for corporate
entrepreneurship at organizational and project level
and specifically for these activities: (i) idea inflows;
(ii) monitoring and controlling the progress; and (iii)
the idea testing.
5.1 Digital Technologies as Enablers of
Corporate Entrepreneurship
Our multiple case study
highlights key insights
regarding the role of digital technologies in corporate
entrepreneurship. The first key finding concerns the
role of digital technologies in enabling corporate
entrepreneurship. Our study presents digital
technologies as tools that support the entrepreneurial
activity also in corporate context. For example, the
Figure 1: Research framework.
Digital Corporate Entrepreneurship: How Digital Technologies Are Reshaping Entrepreneurship in Incumbents
517
innovation department of Company A, composed by
ten employees, had not the capacity to manage the
increasing number of incoming entrepreneurial and
innovative ideas. By adopting an IKM system, the
innovation team had the possibility to simultaneous
handle the information of the innovative projects, and
set up an intrapreneurial program involving and
connecting all the employees across the company.
Similarly in Company B, the application of an
internal web platform for hosting the virtual rooms
and virtual prototyping tools, enable the company to
perform a hackathon program involving about 80.000
participants. The possibility to engage this type of
number of participants enable the department to
collect several new ideas for the internal incubator of
the company. Instead, Company D is able to address
a new market and satisfy a completely new target of
customers leveraging on the enabling possibilities
offered by the 3D printing technology and web
platforms. As a result, the concept of digital
technologies as enablers for corporate
entrepreneurship is line with the positive view present
in entrepreneurship literature (Von Briel et al., 2018).
Specifically, independently from the sector under
investigation, the selected companies adopted digital
technologies as enablers of three main activities of the
entrepreneurial process inside corporations: (i) ideas
inflows; (ii) monitoring and controlling the process;
and (iii) idea testing activity. These phases emerged
from the cases can be also related with the three
phases “recognition of opportunity”, “appropriation
of opportunity” and “exploitation of opportunity”
evidenced by the dynamic capabilities theory (Teece,
2007). More specifically, we identify three main
enabling effects enabled by digital technologies: (i)
increasing the number and heterogeneity of inputs;
(ii) increasing visibility of actors and resources
involved in the project management, and (iii)
increasing innovations’ adoption rate in existing
corporate environment. Finally, to introduce the
digital technologies in corporate entrepreneurship
practices, companies should implement activities also
at process level. Specifically, we identify two main
implications at process level: (i) the redefinition of
processes and roles of the innovation department; (ii)
the establishment of a digital and entrepreneurial
culture. Based on the above considerations, we
propose the following propositions:
P1: Digital technologies can act as enablers of
corporate entrepreneurship at organizational and
project level.
P2: Digital technologies influence three main
activities of the entrepreneurial process inside
corporations: (i) idea inflows; (ii) monitoring and
controlling the progress; and (iii) idea testing.
5.2 First Enabling Effect: Increasing
the Number and Heterogeneity of
Inputs
By applying digital technologies in the “idea inflows”
activity incumbents can increase the number and
heterogeneity of inputs for new idea generation
creating value for the organization. In other words,
digital technologies allow to increase the alertness of
the company to internal and external environment
changes, thus facilitating firms to reduce costs in
collecting internal and external ideas and inputs (for
example by facilitating ideas gathering and improve
problem solving by proposing ad-hoc challenges).
Social media and web platforms emerged as the
suitable digital technologies for this first enabling
effect. Specifically, Company A adopts an internal
web platform for scouting internal employees’ ideas
from internal departments from the business to the
operations areas, to intercept embryonal business
opportunities and include them in corporate venturing
programs, as well as to interact with more than 20.000
experts coming from various backgrounds and
locations. By including social media applications in
the internal platform, Company B allows employees
and stakeholders worldwide to interact and work
together, for instance by autonomously create news
teams, and propose continuously new solutions and
enrich existing ideas with comments and feedbacks.
This first enabling effect of digital technologies in
corporate entrepreneurship is related to the nature and
degree of openness, facilitated by digital technologies
in corporate entrepreneurship—in terms of who can
participate (actors), what they can contribute (inputs),
how they can contribute (process), and to what ends
(outcomes)(Nambisan et al., 2019, p.3). More
specifically, this enabling capability generate various
secondary effects for corporate entrepreneurship.
First, it contributes to boost a digital entrepreneurial
culture within the organization and mitigate middle
managers "myopy" (Braganza et al., 2009) and risk
aversion towards the “new”. Second, it allows the
organization to acquire a depth understanding of the
external environment and at the same time increasing
their alertness to internal and external environment
changes. This allows also to reduce costs in collecting
ideas and inputs by facilitating ideas inflows.
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5.3 Second Enabling Effect: Increasing
Visibility of Actors and Resources
Involved in the Project
Management
By applying digital technologies in “monitoring and
controlling progress” activity, incumbents can
increase visibility of actors and resources involved in
the project management providing organizational
benefits. In particular, this allows to reduce
complexity and coordination costs of handling
resources and capabilities involved in the innovative
projects and thus supporting the decision making of
management on corporate entrepreneurship activities.
IKM, PLM systems, CID tools, AI, and ML
technology emerged as the suitable digital
technologies for this second enabling effect.
Specifically, Company B adopts an AI algorithm that
searches in a database the current entrepreneurial and
corporate innovative projects and filter them
according to specific company requirements. The
company uses this tool to prioritize the ideas and
develop concepts aligned with business current needs.
For example, Company B was in search for solutions
to improve their presence on social media market.
Supported by the AI algorithm, the company selected
ten worldwide most suitable idea applications, and
started their development. Finally, one of these
solutions was then commercialized and became part
of the value proposition of Company B. While
Company C designs, maps, and visualizes the
entrepreneurial process of its concepts through CID
tools to plan and control their advancement. This
second enabling effect can be related to the concept
of affordances, defined as the action potential or
possibilities offered by digital technology in relation
to corporate entrepreneurship (Nambisan et al., 2019,
p.3). This second enabling effect provided by digital
technologies create various secondary effects for
corporate entrepreneurship in incumbent
organizations. First, it allows to reduce complexity
and coordination costs to manage heterogeneous
actors and ideas involved in corporate
entrepreneurship activities. Second, it supports the
decision making of management providing a
comprehensive and interacting guidelines suitable for
corporate entrepreneurship and innovation projects in
digital context (Ghosh et al., 2021). Third, it allows
to measure and control existing resources, therefore
providing practical insights to high-level
management and aligning them concerning the
development of their entrepreneurial activities.
Fourth, by adopting collaborative digital tools opened
to all corporate departments, it is possible to increase
the engagement of employees in corporate
entrepreneurship activities in organizations.
5.4 Third Enabling Effect: Increasing
Innovations’ Adoption Rate in
Existing Corporate Environment
By applying digital technologies in the “idea testing”
activity incumbents can accelerate corporate
innovation adoption rate in corporate environment,
and thus providing benefits also at project-level.
Specifically, this third enabling effect allows the
company to make the entrepreneurial process faster
and thus increasing the customer-acceptance of
innovations outcome. CAD tools, 3D printing, and
Web platforms emerged as the suitable digital
technologies for this third enabling effect.
For example, Company A adopts rapid prototyping
systems to finalize in few weeks the ideas reaching
the testing phase and propose the prototypes to the top
management for the final decision. Company C
instead adopts a web platform involving internal and
external users that provides continuous and rapid
feedbacks on weekly base on projects uploaded by the
innovation team. This third enabling effect is related
to the notion of generativity, defined as the capacity
exhibited by digital technologies to produce
unprompted change (through ‘blending’ or
recombination) by large, varied, unrelated,
unaccredited and uncoordinated entities/actors
(Nambisan et. al., 2019, p.3). This third enabling
effect provided by digital technologies generates
various secondary effects for corporate
entrepreneurship in incumbent organizations. First, it
enables the company to speed up experimentation and
testing process, while reducing costs in terms of
prototyping, feasibility analysis, evaluation, and
customer acceptance. Second, it improves
experimentation process also in term of time reducing
the experimentation cycle in incumbent organizations
(Damanpour and Wischnevsky, 2006). However, it is
necessary to consider the investments and skills
required to adopt digital technologies such as CAD
software and generate the required output.
6 CONCLUSION
Our study contributes to the debate on corporate
entrepreneurship in the digital era in many aspects.
First, this study confirms the view of digital
technologies as enablers of entrepreneurship (Von
Briel et al., 2018) also in the corporate context. More
Digital Corporate Entrepreneurship: How Digital Technologies Are Reshaping Entrepreneurship in Incumbents
519
specifically, this study highlights how digital
technologies enable corporate entrepreneurship at the
organizational and project levels. In particular, we
shed light on digital technologies as enablers for
corporate entrepreneurship for these activities: (i)
idea inflows; (ii) monitoring and controlling the
progress; and (iii) idea testing. In detail, by applying
digital technologies in the “idea inflows” activity,
incumbents can increase the number and
heterogeneity of inputs for new idea generation
creating value for the organization. By applying
digital technologies in “monitoring and controlling
progress” activity, incumbents can increase the
visibility of actors and resources involved in the
project management providing organizational
benefits. By applying digital technologies in the “idea
testing” activity, incumbents can accelerate corporate
innovation adoption rate in the corporate
environment, thus providing benefits also at the
project-level. Second, our research revises the
concepts of openness, affordances, and generativity
(Nambisan et al., 2019) in the corporate
entrepreneurship context. From a managerial
perspective, we believe the paper provides managers,
executives, and practitioners operating in the field of
corporate entrepreneurship and digital technologies
with a set of tools, insights and examples. For
instance, to successfully introduce digital
technologies in corporate entrepreneurship, we
suggest incumbent organizations perform the
following activities: (i) the redefinition of processes
and roles of the innovation department; (ii) the
establishment of a digital and entrepreneurial culture.
This finding is confirmed also by Ghosh and
colleagues (2021) that highlight the need to develop a
cultural transformation towards a digital operating
model to favor digital corporate entrepreneurship.
However, the implementation of digital technologies
in corporate entrepreneurship can generate tensions
and barriers such as the update of established
corporate resources tools (i.e., Company C moving to
the cloud technology has caused a needed change in
30 years old coding that generates internal resistance
and mistrust) or cultural tensions in terms of skills and
capabilities (i.e., digital technologies can create
internal divides in term of different entrepreneurial
attitude and digital competences). Despite the
possibilities offered by digital technologies, the
downside of digital technologies is a topic that
deserves further attention. Finally, this research is not
excepted from limitations. Our framework represents
a foundation for future studies on corporate
entrepreneurship in the digital age. Based on the
framework proposed, future research could
investigate more in-depth the relationship between
specific digital technologies and enabling effects for
corporate entrepreneurship. For example, an in-depth
analysis of the use and implementation of a specific
digital technology in a specific phase of corporate
entrepreneurship in a specific sector of activity is
required. Moreover, future studies can analyze the
enabling effects of digital technologies according to
the maturity of the digital technologies (Gerals, 2003)
or the corporate entrepreneurship form investigated
(Covin and Miles, 1999).
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