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European Journal of Scientific Research
ISSN 1450-216X / 1450-202X Vol. 147 No 4 November, 2017, pp. 378-388
http://www. europeanjournalofscientificresearch.com
Innovation Ecosystem: Informational
Evaluation of Recurrence in an Index Base
Aline Bianca Zanoni Post-Graduate Program in Urban Management (PPGTU)
Pontifical Catholic University of Paraná
(PUCPR – Pontifícia Universidade Católica do Paraná)
Curitiba, Paraná, Brazil
E-mail: [email protected]
Tel: 55 41 99994-4984
Rafaela Aparecida de Almeida Post-Graduate Program in Urban Management (PPGTU)
Pontifical Catholic University of Paraná
(PUCPR – Pontifícia Universidade Católica do Paraná)
Curitiba, Paraná, Brazil
E-mail: [email protected]
Tel: 55 41 99956-9651
Letícia Peret Antunes Hardt Post-Graduate Program in Urban Management (PPGTU)
Pontifical Catholic University of Paraná
(PUCPR – Pontifícia Universidade Católica do Paraná)
Curitiba, Paraná, Brazil
E-mail: [email protected]
Tel: 55 41 999719858
Abstract
The present article aims at identifying the occurrence of the term ‘innovation
ecosystem’ and its connection networks in the specific context of the Google Scholar
Index. In order to achieve this objective, the data were submitted to the UCINET software
to generate grids and links. The methodology used was based on classics criteria, which is
characterized by descriptive, qualitative, outlined, non-experimental, and bibliographic
forms. The variables studied – keywords, authors, and repositories – showed differentiated
results that indicate dispersion, specifically in the search of the keywords, whose
conformation was presented with low linkages. On the other hand, the variable ‘repository’
demonstrated connections and network structure, earning centrality in the productions on
the theme, considering the specific base of the research.
Keywords: Technological environments, Scientific production, Indexed works,
Connection network analysis, Infometrics.
Innovation Ecosystem: Informational Evaluation of Recurrence in an Index Base 379
Introduction In an innovative organizational context, it is possible to perceive the dependence of a relational
network between companies, allowing the advancement of scientific research aimed at discoveries,
which in turn can become an innovation and capture value from them (Gow, Oliver and Gow, 2008).
Corporations need structures that transcend geographical boundaries, bounded by clusters, because
newness is a dynamic construction, and in high technology sectors it is not created in isolated form
(Fagerberg, Martin and Andersen, 2013). This locus was denominated ‘innovation ecosystem’ that,
according to Adner (2006), comprises a collaborative arrangement which the enterprises combine their
solutions orientated to the consumers. Still in this context, Niosi (2005) quote that the innovative
production is polarized in a group of few industrialized countries, largely due to public policies aimed
at it, which have supported innovation systems at various levels, such as Japan and USA (Fukuda and
Watanabe, 2008; Ferasso and Gimenez, 2015).
Conceptually, the innovation ecosystem is more comprehensive and flexible because it deals
spaces designed to contribute to the formation and growth of companies based on the knowledge. They
are also characterized as spaces conducive to innovative entrepreneurship (Krama, 2014). Thus, it has
its structuring axis in the socially responsible and competitive regional development focused on a
globalized economy, as well as the promotion of conditions for local creation, attraction, installation
and expansion of innovative enterprises (Lemos, 2011; Krama, 2014; Ferasso and Gimenez, 2015).
On the other hand, global innovation networks emerged as a new approach to the study of
geography, initially based on universities (Lemos, 2011; Ferasso and Gimenez, 2015), thus, its origin
lies in the universal flows of experience, circulating among globally dispersed countries, firms and
small suppliers, such as engineers, product developers and research activities (Zahra and Nambisan,
2011; Parrilli, Nadvi and Yeung, 2013; Ferasso and Gimenez, 2015). These global networks are
responsible for sustaining the competitiveness of globalized economic sectors, as well as being
considered as the result of an evolutionary, non-linear and crisis-generation process (Cooke, 2013).
In this theoretical context, the central problem of this research is to identify, in the index base
Google Scholar, the coupling of the variables surveyed, as well as the possible formation of a citation
network about the ecosystem innovation theme. The restlessness is also justified by the curiosity to
analyse points of convergence or dispersion of academic production on a free basis of unrestricted
access.
The methodological proposition of this study is constituted by means of an applied nature
approach of a circumstantial theoretical reality, with emphasis on the deductive method, favored by the
bibliographical and documentary survey. The purpose of this research is to establish linking elements
for the formation of networks or points of dispersion of said base, using for that purpose, the
elaboration of cross tables and the application of specific software for the nets construction.
2. Previous Research In this chapter are presented the concepts used that subsidize the understanding adopted for the
researched topic on the basis of specific indexing.
2.1 Innovation Ecosystems
According to the definition of Organization for Economic Co-operation and Development (OECD,
1997), an innovation is a new or significantly improved product, service, process or method in the
practices organization of the workplace or in external relations. In addition, in accordance with the
same source, innovative activities are scientific, technological, organizational, financial and
commercial steps that lead to its implementation.
It is worth stressing the importance of considering innovation from a broad perspective, focused
on interactive processes of knowledge exchange between companies and other organizations. In this
sense, the experience economy and the innovation dynamics nurture a relationship of mutual cause and
380 Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
effect, becoming a force for economic growth, social development, and competitiveness, not only in
industrial and business systems, but also in urban environments. In this case, innovative solutions can
be considered as a strategic asset to improve concurrence in the marketplace or promote regional and
national socioeconomic evolution (OECD 1997; Spinosa et al., 2015).
In this context, an ecosystem can be understood as a way of highlighting the interdependence of
actors who seek a common goal within a perceived opportunity and may be the result of a joint effort
by various actors such as universities, schools or business, funding agencies or political managers. The
union of the intents of these agents can be taken as a strategy capable of aligning knowledge
production and innovation in a harmonious way for social and economic development (Spinosa et al.,
2015; Ikenami, 2016).
The environments called ‘innovation ecosystems’ are spaces with characteristics conducive to
the continuous development of productive practices, in exchange of knowledge and synergy between
the actors involved, thus allowing innovative solutions to occur according to a process sustained in a
given territory. This creative medium allows a greater interaction of the agents at the local level and is
cited within the literature, more usually as technology, science, innovation or business parks (Krama,
2014). The scientific and technological universities and institutions, in turn, collaborate for innovation
ecosystems, transferring the knowledge they produce to organizations and society itself through
specialized technical training systems, research bases, or reservoirs public of technical expertise
(OECD, 1997; Spinosa et al, 2015).
In this context, innovation ecosystems are an option for strategic development, contributing to
competitiveness in a knowledge-based economy. In long-range conception, they are linked to
innovation policies. On the other hand, these are connected to the performance of public power, with
the purpose of encouraging the production, diffusion and use of creative practices, aiming at
socioeconomic development, involving, therefore, an integrated effort of the government, academia
and companies, the so-called triple propeller (Viotti, 2008; Borras and Edquist, 2013; Krama, 2014;
Spinosa et al., 2015).
2.2 Network Analysis
A social network can be understood as a structure of society composed of individuals (or
organizations) that are called ‘we’ and are interconnected by specific relations of interdependence
between them. Its analysis perceives associations through a net composed of nodes – individual actors
– and ties, or links – connections between them (Wasserman and Faust, 1999). Still in the same
context, the nodes can represent the organizations and the links can express the social relations and
interdependence between those (Muniz, 2010).
The main characteristic of a network is its function of the connectivity between the actors and
the way they exchange resources, such as data, information, products or services (Muniz, 2010). Each
permutation can be considered as a relationship in the social network that constitutes the elements that
connect the nodes. When expressed through net and represented by means of graphs such relations can
be seen as links between the actors and depending on the strength and intensity of their connections,
they can vary from fragile to extremely strong (Procopiuck, 2007).
The mapping of the information flows exchanged between the actors, through their
connections, allows the analysis of behavioral patterns of those involved. The use of graphs, among the
main tools used in social network analysis approaches, allows the quick visualization of the
configurations and relations between certain points. In this methodology, the nodes are identified as
actuators and the links as connections thus allowing the visualization of the degree of connectivity of
them (Muniz, 2010).
In linking network theory to ecosystems, Ikenami (2016) points out that although both act in the
same context, they differ in their purpose, since that theoretical conjuncture proposes to analyze the
behavior of the actors in an attempt to predict future movements. The ecosystem, however, seeks to
formalize its processes by defining the roles of each node and their importance within a net.
Innovation Ecosystem: Informational Evaluation of Recurrence in an Index Base 381
Nonetheless, the ecosystem can take hold of the concepts of that theory, which will serve to structure
it. Through the interconnections of the actors that form an ecosystem, it is possible to indicate
influence positions or relationships and levels of connectivity within it, in addition to identifying what
is more relevant in the process.
3. Research Method The methodological proposal of the research about innovation ecosystem is constituted through an
approach of an applied nature of a circumstantial theoretical reality, with emphasis on the deductive
method, favored by the bibliographical and documentary survey (Marconi and Lakatos, 2010). Thus,
starting from the different perspectives of methods classification, in this article were adopted the
classic criteria established by Gil (2010), based in their nature, the approach to the problem, the
objectives and technical procedures.
Considering the nature, the present research is classified as applied descriptive, since it aims to
generate knowledge in a delimited theoretical scenario. Its way of approaching the problem is
characterized as qualitative, delineated by non-experimental procedures and of bibliographic character.
The adopted research procedures were applied with the purpose of identifying and recovering
the occurrence of the term ‘innovation ecosystem’ and its variables, to identify the formation of
networks or convergence bridges in the Google Scholar Index base in the period from 2011 to 2016.
For to identify connections and the net formation in the collected data, it was used the software of
University of California Irvine named ‘UCINET’, a package for the analysis of data of social networks,
that includes the visualization tool of NetDraw (Teixeira, 2015) and has been used by researchers and
companies to develop this kind of studies, specifically in organizational investigations to identify the
occurrence of connections and nets, in a specific database.
3.1 Data Sources
In this work, the analyzed index was chosen for convenience, because it represents free and open
access means of communication and for researchers, authors, and students of the theme of the
innovation ecosystem in Brazil, whose research was conducted exclusively with the terms in
Portuguese. The data collected are indexed in a specific and intentional five-year consultation period
from 2011 to 2016. The intentionality of the temporal cut is in agreement with the classical statistical
criteria adopted, however, it should be emphasized that the chosen time may influence in the indexer
evaluation.
The element indicative of the presence of the subject, in the Google Scholar Index, was defined
by the demand of the following variables in the indexed works: keywords, authors, and repositories.
Regarding the conduct of the study, a certain difficulty was encountered with reference to the
identification and collect of the data, since the verification of all published articles according to the
established criteria led to the individual analysis of the same, which, in turn, composed a worksheet for
initial tabulation. The data collected and tabulated for each article identified in the database were
submitted to the UCINET software, in order to identify possible networks or convergence in said base.
4. Results Discussion
The data collection procedure resulted in a cross-worksheet, indicating the variables studied, which
was preliminarily adjusted, so that each research activities on the index base returned with the
respective indication of the cited three variables. In this way, a database was generated relating
different authors, with their respective works and keywords of their indexed texts, as well as the names
of the repositories in which they are located.
After treatment of the tables generated by the informational interpretation of these data, they
were submitted to the UCINET software, previously described, in order to find, in the base searched,
382
indicatives of convergence, dispersion, or pattern of scientific behavior. As results of the combinations
and associations, it was presented an inter
structures of contact and rupture betw
the present study: the dispersion indicated by the isolated variables, or even with only one connection,
and the network concentration and conformation for a specific group of variables.
Source
Notes:
analysis
as they do not present convergence or nodes in the consulted database. The consoli
phenomenon, lack of connection in the key words for the subject studied, is evidenced and
characterized by the number of unconnected points. In this context, it is recorded that it is not the
object of this study to raise the motivators of t
connection, isolation, and network conformation marks. The dispersion or isolation
382
indicatives of convergence, dispersion, or pattern of scientific behavior. As results of the combinations
and associations, it was presented an inter
structures of contact and rupture betw
the present study: the dispersion indicated by the isolated variables, or even with only one connection,
and the network concentration and conformation for a specific group of variables.
Figure 1: Diagram of connection network for innovation ecosystems generated with the three study variables
Sources: Prepared on the basis of ALTEC (2015); ANPROTEC (2016); APDR (2016); FCMFMPEP (2016); FEPESE
(2016); FUNDACE (2016); PUC
(2016); UFMG (2016);
(2016); UNINOVE (2016)
Notes:
Repository
Keyword
Translation of terms on Figure 1
Innovation Environment; Capacidade de Inovação
Capabilities; Capital Institucional
Creative Class;
Communication; Desenvolvimento Territorial
Ecossis
Empreendedorismo Social
Jornalismo
Management; Governança Hídrida
de Empresas
Informação
Innovation; Inovação Tecnológica
Investidores Anjos
Planning
Resiliência
As commented
analysis (keywords), point to a dispersion of the researched theme of the innovation ecosystem, insofar
as they do not present convergence or nodes in the consulted database. The consoli
phenomenon, lack of connection in the key words for the subject studied, is evidenced and
characterized by the number of unconnected points. In this context, it is recorded that it is not the
object of this study to raise the motivators of t
connection, isolation, and network conformation marks. The dispersion or isolation
Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
indicatives of convergence, dispersion, or pattern of scientific behavior. As results of the combinations
and associations, it was presented an inter
structures of contact and rupture betw
the present study: the dispersion indicated by the isolated variables, or even with only one connection,
and the network concentration and conformation for a specific group of variables.
Diagram of connection network for innovation ecosystems generated with the three study variables
: Prepared on the basis of ALTEC (2015); ANPROTEC (2016); APDR (2016); FCMFMPEP (2016); FEPESE
(2016); FUNDACE (2016); PUC
(2016); UFMG (2016);
(2016); UNINOVE (2016)
Repository
Keyword
Translation of terms on Figure 1
Innovation Environment; Capacidade de Inovação
Capabilities; Capital Institucional
Creative Class; Cocriação de Valor
Communication; Desenvolvimento Territorial
stema Empreendedor
Empreendedorismo Social
Jornalismo: Teaching Journalism; Fatores Estratégicos
Management; Governança Hídrida
de Empresas: Business Incubator; Incubadoras
rmação: Information; Inovação
Innovation; Inovação Tecnológica
Investidores Anjos:
Planning; Plataformas Tecnológicas
Resiliência: Resilience; Sociedade do Conhecimento
commented before
keywords), point to a dispersion of the researched theme of the innovation ecosystem, insofar
as they do not present convergence or nodes in the consulted database. The consoli
phenomenon, lack of connection in the key words for the subject studied, is evidenced and
characterized by the number of unconnected points. In this context, it is recorded that it is not the
object of this study to raise the motivators of t
connection, isolation, and network conformation marks. The dispersion or isolation
Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
indicatives of convergence, dispersion, or pattern of scientific behavior. As results of the combinations
and associations, it was presented an inter
structures of contact and rupture betw
the present study: the dispersion indicated by the isolated variables, or even with only one connection,
and the network concentration and conformation for a specific group of variables.
Diagram of connection network for innovation ecosystems generated with the three study variables
: Prepared on the basis of ALTEC (2015); ANPROTEC (2016); APDR (2016); FCMFMPEP (2016); FEPESE
(2016); FUNDACE (2016); PUC-
(2016); UFMG (2016); UFRGS (2016);
(2016); UNINOVE (2016); USP (2016);
Translation of terms on Figure 1 –
Innovation Environment; Capacidade de Inovação
Capabilities; Capital Institucional:
criação de Valor
Communication; Desenvolvimento Territorial
a Empreendedor: Entrepreneurial Ecosystem; Ecossistemas de Inovação
Empreendedorismo Social: Social Entrepreneurship;
Teaching Journalism; Fatores Estratégicos
Management; Governança Hídrida:
Business Incubator; Incubadoras
Information; Inovação
Innovation; Inovação Tecnológica:
Angel Investors; Parque Tec
; Plataformas Tecnológicas
esilience; Sociedade do Conhecimento
before, the isolation criterion or a connection
keywords), point to a dispersion of the researched theme of the innovation ecosystem, insofar
as they do not present convergence or nodes in the consulted database. The consoli
phenomenon, lack of connection in the key words for the subject studied, is evidenced and
characterized by the number of unconnected points. In this context, it is recorded that it is not the
object of this study to raise the motivators of t
connection, isolation, and network conformation marks. The dispersion or isolation
Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
indicatives of convergence, dispersion, or pattern of scientific behavior. As results of the combinations
and associations, it was presented an inter-relation diagram represented by Figure 1, which shows the
structures of contact and rupture between the different elements surveyed. Two elements stand out for
the present study: the dispersion indicated by the isolated variables, or even with only one connection,
and the network concentration and conformation for a specific group of variables.
Diagram of connection network for innovation ecosystems generated with the three study variables
: Prepared on the basis of ALTEC (2015); ANPROTEC (2016); APDR (2016); FCMFMPEP (2016); FEPESE
-Rio (2016); PUCRS (2
GS (2016); UFSC (2016); UFSCAR (2016); ULUSOFONA (2016); UMINHO
USP (2016);
– Administração de Em
Innovation Environment; Capacidade de Inovação
: Institutional Capital; Cidades Inteligentes
criação de Valor: Value Co-Creation
Communication; Desenvolvimento Territorial: Territorial Development; Economia Criativa
Entrepreneurial Ecosystem; Ecossistemas de Inovação
Social Entrepreneurship;
Teaching Journalism; Fatores Estratégicos
Hybrid Governance; Habitats de Informação
Business Incubator; Incubadoras:
Information; Inovação: Innovation;
Tecnologic Innovation;
Angel Investors; Parque Tec
; Plataformas Tecnológicas: Technological Platforms; Processos de Inovação
esilience; Sociedade do Conhecimento
isolation criterion or a connection
keywords), point to a dispersion of the researched theme of the innovation ecosystem, insofar
as they do not present convergence or nodes in the consulted database. The consoli
phenomenon, lack of connection in the key words for the subject studied, is evidenced and
characterized by the number of unconnected points. In this context, it is recorded that it is not the
object of this study to raise the motivators of the occurrences, but rather to point out their structurally
connection, isolation, and network conformation marks. The dispersion or isolation
Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
indicatives of convergence, dispersion, or pattern of scientific behavior. As results of the combinations
relation diagram represented by Figure 1, which shows the
een the different elements surveyed. Two elements stand out for
the present study: the dispersion indicated by the isolated variables, or even with only one connection,
and the network concentration and conformation for a specific group of variables.
Diagram of connection network for innovation ecosystems generated with the three study variables
: Prepared on the basis of ALTEC (2015); ANPROTEC (2016); APDR (2016); FCMFMPEP (2016); FEPESE
Rio (2016); PUCRS (2016); ResearchGATE (2016); SciELO (2016); UCS
UFSC (2016); UFSCAR (2016); ULUSOFONA (2016); UMINHO
Administração de Empresas:
Innovation Environment; Capacidade de Inovação: Capacity for Innovation; Capacidades Dinâmicas
Institutional Capital; Cidades Inteligentes
Creation; Comunicação Interorganizacional
Territorial Development; Economia Criativa
Entrepreneurial Ecosystem; Ecossistemas de Inovação
Social Entrepreneurship; Empreendedorismo
Teaching Journalism; Fatores Estratégicos: Strategic Fa
Hybrid Governance; Habitats de Informação
: Incubators; Indicadores de Inovação
: Innovation; Inovação Aberta
Innovation; Inovações Tecnológicas
Angel Investors; Parque Tecnológico: Technologic Park; Planejamento Urbano
Technological Platforms; Processos de Inovação
esilience; Sociedade do Conhecimento: Knowledge Society
isolation criterion or a connection
keywords), point to a dispersion of the researched theme of the innovation ecosystem, insofar
as they do not present convergence or nodes in the consulted database. The consoli
phenomenon, lack of connection in the key words for the subject studied, is evidenced and
characterized by the number of unconnected points. In this context, it is recorded that it is not the
he occurrences, but rather to point out their structurally
connection, isolation, and network conformation marks. The dispersion or isolation
Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
indicatives of convergence, dispersion, or pattern of scientific behavior. As results of the combinations
relation diagram represented by Figure 1, which shows the
een the different elements surveyed. Two elements stand out for
the present study: the dispersion indicated by the isolated variables, or even with only one connection,
and the network concentration and conformation for a specific group of variables.
Diagram of connection network for innovation ecosystems generated with the three study variables
: Prepared on the basis of ALTEC (2015); ANPROTEC (2016); APDR (2016); FCMFMPEP (2016); FEPESE
016); ResearchGATE (2016); SciELO (2016); UCS
UFSC (2016); UFSCAR (2016); ULUSOFONA (2016); UMINHO
presas: Business Management; Ambiente de Inovação
Capacity for Innovation; Capacidades Dinâmicas
Institutional Capital; Cidades Inteligentes
; Comunicação Interorganizacional
Territorial Development; Economia Criativa
Entrepreneurial Ecosystem; Ecossistemas de Inovação
Empreendedorismo
Strategic Factors; Gestão da Inovação
Hybrid Governance; Habitats de Informação
Incubators; Indicadores de Inovação
Inovação Aberta: Open Inno
Inovações Tecnológicas
Technologic Park; Planejamento Urbano
Technological Platforms; Processos de Inovação
Knowledge Society
isolation criterion or a connection,
keywords), point to a dispersion of the researched theme of the innovation ecosystem, insofar
as they do not present convergence or nodes in the consulted database. The consoli
phenomenon, lack of connection in the key words for the subject studied, is evidenced and
characterized by the number of unconnected points. In this context, it is recorded that it is not the
he occurrences, but rather to point out their structurally
connection, isolation, and network conformation marks. The dispersion or isolation
Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
indicatives of convergence, dispersion, or pattern of scientific behavior. As results of the combinations
relation diagram represented by Figure 1, which shows the
een the different elements surveyed. Two elements stand out for
the present study: the dispersion indicated by the isolated variables, or even with only one connection,
and the network concentration and conformation for a specific group of variables.
Diagram of connection network for innovation ecosystems generated with the three study variables
: Prepared on the basis of ALTEC (2015); ANPROTEC (2016); APDR (2016); FCMFMPEP (2016); FEPESE
016); ResearchGATE (2016); SciELO (2016); UCS
UFSC (2016); UFSCAR (2016); ULUSOFONA (2016); UMINHO
Business Management; Ambiente de Inovação
Capacity for Innovation; Capacidades Dinâmicas
Institutional Capital; Cidades Inteligentes: Smart Cities; Classe Criativa
; Comunicação Interorganizacional
Territorial Development; Economia Criativa
Entrepreneurial Ecosystem; Ecossistemas de Inovação: Innovation
Empreendedorismo: Entrepreneurship; Ensino de
ctors; Gestão da Inovação
Hybrid Governance; Habitats de Informação: Information Habitats; Incubadora
Incubators; Indicadores de Inovação: Innovation Indicators;
Open Innovation; Inovação Social
Inovações Tecnológicas: Technological Innovations;
Technologic Park; Planejamento Urbano
Technological Platforms; Processos de Inovação: Innovation Processes;
as the first topic of
keywords), point to a dispersion of the researched theme of the innovation ecosystem, insofar
as they do not present convergence or nodes in the consulted database. The consoli
phenomenon, lack of connection in the key words for the subject studied, is evidenced and
characterized by the number of unconnected points. In this context, it is recorded that it is not the
he occurrences, but rather to point out their structurally
connection, isolation, and network conformation marks. The dispersion or isolation
Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
indicatives of convergence, dispersion, or pattern of scientific behavior. As results of the combinations
relation diagram represented by Figure 1, which shows the
een the different elements surveyed. Two elements stand out for
the present study: the dispersion indicated by the isolated variables, or even with only one connection,
Diagram of connection network for innovation ecosystems generated with the three study variables
: Prepared on the basis of ALTEC (2015); ANPROTEC (2016); APDR (2016); FCMFMPEP (2016); FEPESE
016); ResearchGATE (2016); SciELO (2016); UCS
UFSC (2016); UFSCAR (2016); ULUSOFONA (2016); UMINHO
Business Management; Ambiente de Inovação
Capacity for Innovation; Capacidades Dinâmicas: Dynamic
Smart Cities; Classe Criativa
; Comunicação Interorganizacional: Interorganizational
Territorial Development; Economia Criativa: Creative Economy;
: Innovation Ecosystems;
Entrepreneurship; Ensino de
ctors; Gestão da Inovação: Innovation
Information Habitats; Incubadora
Innovation Indicators;
Inovação Social:
Technological Innovations;
Technologic Park; Planejamento Urbano:
Innovation Processes;
as the first topic of variables
keywords), point to a dispersion of the researched theme of the innovation ecosystem, insofar
as they do not present convergence or nodes in the consulted database. The consolidation of this
phenomenon, lack of connection in the key words for the subject studied, is evidenced and
characterized by the number of unconnected points. In this context, it is recorded that it is not the
he occurrences, but rather to point out their structurally
represents the low
Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
indicatives of convergence, dispersion, or pattern of scientific behavior. As results of the combinations
relation diagram represented by Figure 1, which shows the
een the different elements surveyed. Two elements stand out for
the present study: the dispersion indicated by the isolated variables, or even with only one connection,
Diagram of connection network for innovation ecosystems generated with the three study variables
: Prepared on the basis of ALTEC (2015); ANPROTEC (2016); APDR (2016); FCMFMPEP (2016); FEPESE
016); ResearchGATE (2016); SciELO (2016); UCS
UFSC (2016); UFSCAR (2016); ULUSOFONA (2016); UMINHO
Business Management; Ambiente de Inovação:
Dynamic
Smart Cities; Classe Criativa:
Interorganizational
Creative Economy;
Ecosystems;
Entrepreneurship; Ensino de
Innovation
Information Habitats; Incubadora
Innovation Indicators;
: Social
Technological Innovations;
: Urban
Innovation Processes;
variables
keywords), point to a dispersion of the researched theme of the innovation ecosystem, insofar
dation of this
phenomenon, lack of connection in the key words for the subject studied, is evidenced and
characterized by the number of unconnected points. In this context, it is recorded that it is not the
he occurrences, but rather to point out their structurally
represents the low
Innovation Ecosystem: Informational Evaluation of Recurrence in an Index Base 383
convergence of the keywords searched in the published works and, in this way, a dispersion of the
theme that does not present links or convergent points.
This time, it was identified in the indexed and researched works, that there are different topics
addressed, however, attributed to the innovation ecosystem. This condition, the dispersion of the
subjects, may indicate that the aforementioned theme is still under construction, as diagnosed by
Spinosa et al. (2015), without the presence of structuring and convergent axes of support and coupling.
Figure 2, resulting from the application of the software UCINET and the visualization tool of
NetDraw, represents the infometry of the said dispersion in the base, through its diverse themes in
different works related to its repositories.
Figure 2: Diagram of dispersion of the researched themes
Sources: Prepared on the basis of ANPROTEC (2016); PUCRS (2016); FCMFMPEP (2016); UCS (2016); UFSC (2016);
ULUSOFONA (2016); UNINOVE (2016).
Notes:
Repository
Keyword
Translation of terms on Figure 2 – Administração de Empresas: Business Administration; Cocriação de Valor:
Value Co-Creation; Gestão da Inovação: Innovation Management; Governança Híbrida: Hybrid Governance;
Habitats de Informação: Innovation Habitats; Incubadoras: Incubators; Incubadora de Empresas: Business
Incubator; Informação: Information; Inovação: Innovations; Parque Tecnológico: Technologic Park; Resiliência:
Resilience; Sociedade do Conhecimento: Knowledge Society
The dispersion or isolation of the themes represents a misunderstanding in the respective works
indexed in the research base, insofar as they do not coincide with their predecessors or successors of
the same line. This feature of isolation or dispersion corroborates with the understanding of the lack of
thematic convergence in the publications attributed to the innovation ecosystem (CTR, 2017).
Considering the network conformation criterion, as the second topic of analysis, the database
submitted to the same software, previously described, presented in its repository, the indicative of
confluence for a net structure. In its convergence model, Figure 3 shows highlights based on the
interpretation of the recidivism of the repositories in which the works on the theme are virtually
deposited. In this analytical context, there is a tendency of choice, in particular the Fundação para
Pesquisa e Desenvolvimento da Administração, Contabilidade e Economia (FUNDACE – Foundation
for Research and Development of Administration, Accounting and Economics), as the place of
384
preference of submission of the articles, referring to
be remembered that this foundation is linked to the University of São Paulo
São Paulo)
universities
Sources:
Notes:
of the total of works indexed in
the periodical for the submission of works of this research, from 2011 to 2016.On the other hand, the
Genesis repository, under the d
RJ
384
preference of submission of the articles, referring to
be remembered that this foundation is linked to the University of São Paulo
São Paulo), which occupies the highest
universities (QS, 2017).
Sources: Prepared on the basis of ALTEC (2015);
(2016); SciELO (2016);
Notes:
Repository
Keyword
Translation of terms on Figure 3
Institutional Capital; Cidades Inteligentes
Territorial
Entrepreneurship; Empreendedorismo Social
Journalism; Fatores Estratégicos
Innovation; Inovação Aberta
Inovação
Considering the works surveyed in the
of the total of works indexed in
the periodical for the submission of works of this research, from 2011 to 2016.On the other hand, the
Genesis repository, under the d
RJ – Pontifícia Universidade Católica
Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
preference of submission of the articles, referring to
be remembered that this foundation is linked to the University of São Paulo
, which occupies the highest
(QS, 2017).
Figure 3
Prepared on the basis of ALTEC (2015);
(2016); SciELO (2016);
Repository
Keyword
Translation of terms on Figure 3
Institutional Capital; Cidades Inteligentes
Territorial: Territorial Development; Ecossistemas de Inovação
Entrepreneurship; Empreendedorismo Social
Journalism; Fatores Estratégicos
Innovation; Inovação Aberta
Inovação: Innovation Processes
Considering the works surveyed in the
of the total of works indexed in
the periodical for the submission of works of this research, from 2011 to 2016.On the other hand, the
Genesis repository, under the d
cia Universidade Católica
Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
preference of submission of the articles, referring to
be remembered that this foundation is linked to the University of São Paulo
, which occupies the highest
Figure 3: Diagram of convergence of the repository variables
Prepared on the basis of ALTEC (2015);
(2016); SciELO (2016); UFMG (2016);
Translation of terms on Figure 3
Institutional Capital; Cidades Inteligentes
al Development; Ecossistemas de Inovação
Entrepreneurship; Empreendedorismo Social
Journalism; Fatores Estratégicos: Strategic Factors; Indicadores de Inovaç
Innovation; Inovação Aberta: Open Innovation; Plataformas Tecnológicas
Innovation Processes
Considering the works surveyed in the
of the total of works indexed in its base
the periodical for the submission of works of this research, from 2011 to 2016.On the other hand, the
Genesis repository, under the domination of the
cia Universidade Católica
Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
preference of submission of the articles, referring to
be remembered that this foundation is linked to the University of São Paulo
, which occupies the highest position
Diagram of convergence of the repository variables
Prepared on the basis of ALTEC (2015); FEPESE (2016); FUNDACE (2016);
UFMG (2016); UFSC (2016); UMINHO (2016); USP (2016).
Translation of terms on Figure 3 – Capacidades Dinâmicas
Institutional Capital; Cidades Inteligentes: Smart Cities; Classe Criativa
al Development; Ecossistemas de Inovação
Entrepreneurship; Empreendedorismo Social:
Strategic Factors; Indicadores de Inovaç
Open Innovation; Plataformas Tecnológicas
Considering the works surveyed in the indexation database, said foundation
base. This percentage demonstrates the convergence in the choice of
the periodical for the submission of works of this research, from 2011 to 2016.On the other hand, the
omination of the Pontifical Catholic University
cia Universidade Católica do Rio de Janeiro),
Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
preference of submission of the articles, referring to the main
be remembered that this foundation is linked to the University of São Paulo
position relative to Brazil in the international ranking of
Diagram of convergence of the repository variables
FEPESE (2016); FUNDACE (2016);
UFSC (2016); UMINHO (2016); USP (2016).
Capacidades Dinâmicas
Smart Cities; Classe Criativa
al Development; Ecossistemas de Inovação
Social Entrepreneurship; Ensino de Jornalismo
Strategic Factors; Indicadores de Inovaç
Open Innovation; Plataformas Tecnológicas
indexation database, said foundation
. This percentage demonstrates the convergence in the choice of
the periodical for the submission of works of this research, from 2011 to 2016.On the other hand, the
Pontifical Catholic University
do Rio de Janeiro), accounts for 11% of the total work indexed
Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
the main thematic
be remembered that this foundation is linked to the University of São Paulo
relative to Brazil in the international ranking of
Diagram of convergence of the repository variables
FEPESE (2016); FUNDACE (2016);
UFSC (2016); UMINHO (2016); USP (2016).
Capacidades Dinâmicas: Dynamic Capabilities; Capital Institucional
Smart Cities; Classe Criativa:
al Development; Ecossistemas de Inovação: Innovation
Social Entrepreneurship; Ensino de Jornalismo
Strategic Factors; Indicadores de Inovação
Open Innovation; Plataformas Tecnológicas: Technological Platforms; Processos de
indexation database, said foundation
. This percentage demonstrates the convergence in the choice of
the periodical for the submission of works of this research, from 2011 to 2016.On the other hand, the
Pontifical Catholic University
accounts for 11% of the total work indexed
Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
of the present study
be remembered that this foundation is linked to the University of São Paulo (USP
relative to Brazil in the international ranking of
Diagram of convergence of the repository variables
FEPESE (2016); FUNDACE (2016); PUC-Rio (2016); ResearchGATE
UFSC (2016); UMINHO (2016); USP (2016).
Dynamic Capabilities; Capital Institucional
Creative Class; Desenvolvimento
: Innovation Ecosystems; Empreendedorismo
Social Entrepreneurship; Ensino de Jornalismo
ão: Innovation Indicators; Inovação
Technological Platforms; Processos de
indexation database, said foundation
. This percentage demonstrates the convergence in the choice of
the periodical for the submission of works of this research, from 2011 to 2016.On the other hand, the
Pontifical Catholic University of Rio de Janeiro (PUC
accounts for 11% of the total work indexed
Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
he present study. It should
(USP – Universidade de
relative to Brazil in the international ranking of
Rio (2016); ResearchGATE
Dynamic Capabilities; Capital Institucional
Creative Class; Desenvolvimento
Ecosystems; Empreendedorismo
Social Entrepreneurship; Ensino de Jornalismo: Teaching
Innovation Indicators; Inovação
Technological Platforms; Processos de
indexation database, said foundation accounts for 21%
. This percentage demonstrates the convergence in the choice of
the periodical for the submission of works of this research, from 2011 to 2016.On the other hand, the
Rio de Janeiro (PUC
accounts for 11% of the total work indexed
Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
It should
Universidade de
relative to Brazil in the international ranking of
Rio (2016); ResearchGATE
Dynamic Capabilities; Capital Institucional:
Creative Class; Desenvolvimento
Ecosystems; Empreendedorismo:
Teaching
Innovation Indicators; Inovação:
Technological Platforms; Processos de
accounts for 21%
. This percentage demonstrates the convergence in the choice of
the periodical for the submission of works of this research, from 2011 to 2016.On the other hand, the
Rio de Janeiro (PUC-
accounts for 11% of the total work indexed
Innovation Ecosystem: Informational Evaluation of Recurrence in an Index Base
in the Google Scholar base
and Latin America leader in Industry Income
diagnosed in the scope of this article
appears.
Sources: Prepared on the basis of ALTEC (2015); FUNDACE (2016); PUC
(2016); UFSC (2016); UMINHO (2016)
Notes:
Repository
Keyword
Translation of terms on Figure 4
Cities; Ecossistemas de Inovação: Innovation Ecosystems; Empreendedorismo: Entrepreneurship;
Empreendedorismo Social: Social Entrepreneurship; Fatores Estratégicos: Strategic Factors;
The keywords
elements of linkage
highlighted in Figure 4, that suggest their
is fundamental to note the importance of innovative solutions for most of the enterprises (Galuk et al.,
2016).
On the other hand, in the present research, the recurrence of the variables surv
the Scientific Electronic Library Online (SciELO) Index, that covers selected collections of several
international scientific journals and it is not part of the scope of this research; however, it appears in
the repository of
Innovation Ecosystem: Informational Evaluation of Recurrence in an Index Base
in the Google Scholar base
and Latin America leader in Industry Income
diagnosed in the scope of this article
Figure 4
Prepared on the basis of ALTEC (2015); FUNDACE (2016); PUC
(2016); UFSC (2016); UMINHO (2016)
Repository
Keyword
Translation of terms on Figure 4
Cities; Ecossistemas de Inovação: Innovation Ecosystems; Empreendedorismo: Entrepreneurship;
Empreendedorismo Social: Social Entrepreneurship; Fatores Estratégicos: Strategic Factors;
The keywords
elements of linkage –
highlighted in Figure 4, that suggest their
is fundamental to note the importance of innovative solutions for most of the enterprises (Galuk et al.,
On the other hand, in the present research, the recurrence of the variables surv
the Scientific Electronic Library Online (SciELO) Index, that covers selected collections of several
international scientific journals and it is not part of the scope of this research; however, it appears in
the repository of Google Scolar
Innovation Ecosystem: Informational Evaluation of Recurrence in an Index Base
in the Google Scholar base. PUC-
and Latin America leader in Industry Income
diagnosed in the scope of this article
Figure 4: Diagram of
Prepared on the basis of ALTEC (2015); FUNDACE (2016); PUC
(2016); UFSC (2016); UMINHO (2016)
Translation of terms on Figure 4
Cities; Ecossistemas de Inovação: Innovation Ecosystems; Empreendedorismo: Entrepreneurship;
Empreendedorismo Social: Social Entrepreneurship; Fatores Estratégicos: Strategic Factors;
The keywords ‘entrepreneurship
– or convergence points
highlighted in Figure 4, that suggest their
is fundamental to note the importance of innovative solutions for most of the enterprises (Galuk et al.,
On the other hand, in the present research, the recurrence of the variables surv
the Scientific Electronic Library Online (SciELO) Index, that covers selected collections of several
international scientific journals and it is not part of the scope of this research; however, it appears in
Google Scolar indexing criteria.
Innovation Ecosystem: Informational Evaluation of Recurrence in an Index Base
-RJ is the best placed in the ranking of private Braz
and Latin America leader in Industry Income (THE, 2017)
diagnosed in the scope of this article. Adding the two largest indexers, the network shown in Figure 4
Diagram of network formation through the repositories
Prepared on the basis of ALTEC (2015); FUNDACE (2016); PUC
(2016); UFSC (2016); UMINHO (2016).
Translation of terms on Figure 4 – Capacidades Dinâmicas: Dynamic Capabilities; Cidades Inteligentes: Smart
Cities; Ecossistemas de Inovação: Innovation Ecosystems; Empreendedorismo: Entrepreneurship;
Empreendedorismo Social: Social Entrepreneurship; Fatores Estratégicos: Strategic Factors;
entrepreneurship’ and ‘innovation’, inserted in the theme of this study, are
or convergence points
highlighted in Figure 4, that suggest their relevance and frequency in the current interpretation. Thus, it
is fundamental to note the importance of innovative solutions for most of the enterprises (Galuk et al.,
On the other hand, in the present research, the recurrence of the variables surv
the Scientific Electronic Library Online (SciELO) Index, that covers selected collections of several
international scientific journals and it is not part of the scope of this research; however, it appears in
indexing criteria.
Innovation Ecosystem: Informational Evaluation of Recurrence in an Index Base
the best placed in the ranking of private Braz
(THE, 2017)
dding the two largest indexers, the network shown in Figure 4
network formation through the repositories
Prepared on the basis of ALTEC (2015); FUNDACE (2016); PUC
Capacidades Dinâmicas: Dynamic Capabilities; Cidades Inteligentes: Smart
Cities; Ecossistemas de Inovação: Innovation Ecosystems; Empreendedorismo: Entrepreneurship;
Empreendedorismo Social: Social Entrepreneurship; Fatores Estratégicos: Strategic Factors;
and ‘innovation’, inserted in the theme of this study, are
or convergence points – of the repositories identified in the research, and
relevance and frequency in the current interpretation. Thus, it
is fundamental to note the importance of innovative solutions for most of the enterprises (Galuk et al.,
On the other hand, in the present research, the recurrence of the variables surv
the Scientific Electronic Library Online (SciELO) Index, that covers selected collections of several
international scientific journals and it is not part of the scope of this research; however, it appears in
indexing criteria.
Innovation Ecosystem: Informational Evaluation of Recurrence in an Index Base
the best placed in the ranking of private Braz
(THE, 2017). Again, the relevance of university quality is
dding the two largest indexers, the network shown in Figure 4
network formation through the repositories
Prepared on the basis of ALTEC (2015); FUNDACE (2016); PUC-Rio (2016); ResearchGATE (2016); SciELO
Capacidades Dinâmicas: Dynamic Capabilities; Cidades Inteligentes: Smart
Cities; Ecossistemas de Inovação: Innovation Ecosystems; Empreendedorismo: Entrepreneurship;
Empreendedorismo Social: Social Entrepreneurship; Fatores Estratégicos: Strategic Factors;
and ‘innovation’, inserted in the theme of this study, are
of the repositories identified in the research, and
relevance and frequency in the current interpretation. Thus, it
is fundamental to note the importance of innovative solutions for most of the enterprises (Galuk et al.,
On the other hand, in the present research, the recurrence of the variables surv
the Scientific Electronic Library Online (SciELO) Index, that covers selected collections of several
international scientific journals and it is not part of the scope of this research; however, it appears in
Innovation Ecosystem: Informational Evaluation of Recurrence in an Index Base
the best placed in the ranking of private Braz
Again, the relevance of university quality is
dding the two largest indexers, the network shown in Figure 4
network formation through the repositories
Rio (2016); ResearchGATE (2016); SciELO
Capacidades Dinâmicas: Dynamic Capabilities; Cidades Inteligentes: Smart
Cities; Ecossistemas de Inovação: Innovation Ecosystems; Empreendedorismo: Entrepreneurship;
Empreendedorismo Social: Social Entrepreneurship; Fatores Estratégicos: Strategic Factors;
and ‘innovation’, inserted in the theme of this study, are
of the repositories identified in the research, and
relevance and frequency in the current interpretation. Thus, it
is fundamental to note the importance of innovative solutions for most of the enterprises (Galuk et al.,
On the other hand, in the present research, the recurrence of the variables surv
the Scientific Electronic Library Online (SciELO) Index, that covers selected collections of several
international scientific journals and it is not part of the scope of this research; however, it appears in
the best placed in the ranking of private Brazilian universities
Again, the relevance of university quality is
dding the two largest indexers, the network shown in Figure 4
network formation through the repositories
Rio (2016); ResearchGATE (2016); SciELO
Capacidades Dinâmicas: Dynamic Capabilities; Cidades Inteligentes: Smart
Cities; Ecossistemas de Inovação: Innovation Ecosystems; Empreendedorismo: Entrepreneurship;
Empreendedorismo Social: Social Entrepreneurship; Fatores Estratégicos: Strategic Factors; Inovação: Innovation
and ‘innovation’, inserted in the theme of this study, are
of the repositories identified in the research, and
relevance and frequency in the current interpretation. Thus, it
is fundamental to note the importance of innovative solutions for most of the enterprises (Galuk et al.,
On the other hand, in the present research, the recurrence of the variables surveyed appears in
the Scientific Electronic Library Online (SciELO) Index, that covers selected collections of several
international scientific journals and it is not part of the scope of this research; however, it appears in
385
ilian universities
Again, the relevance of university quality is
dding the two largest indexers, the network shown in Figure 4
Rio (2016); ResearchGATE (2016); SciELO
Capacidades Dinâmicas: Dynamic Capabilities; Cidades Inteligentes: Smart
Cities; Ecossistemas de Inovação: Innovation Ecosystems; Empreendedorismo: Entrepreneurship;
Inovação: Innovation
and ‘innovation’, inserted in the theme of this study, are
of the repositories identified in the research, and
relevance and frequency in the current interpretation. Thus, it
is fundamental to note the importance of innovative solutions for most of the enterprises (Galuk et al.,
eyed appears in
the Scientific Electronic Library Online (SciELO) Index, that covers selected collections of several
international scientific journals and it is not part of the scope of this research; however, it appears in
386 Aline Bianca Zanoni, Rafaela Aparecida de Almeida and Letícia Peret Antunes Hardt
5. Concluding Remarks
The research aimed to identify the occurrence of the term ‘innovation ecosystems’ and its connection
networks, authors, repositories and keywords, in the specific context of the Google Scholar Index base.
In order to reach the objective, the data were submitted to the software UCINET, with a view to the
formation of nodes and links. The methodology was based on classical criteria and its procedures
presented different preliminary results, since they indicated that there is dispersion, for the keyword
variables, that behaved with low interactions.
On the other hand, the search variable “repository” presented indicative of connections and
network structure, when crossing the keywords with their respective repository, obtaining the
indicative of centrality of the productions on the thematic ‘innovation ecosystem’. This is specifically
highlighted in the Fundace and Genesis-PUC-Rio repositories, related to important Brazilian
universities in the national and international situations.
Thus, it was possible to visualize the formation of a network structure and coupling between
repositories and keywords of the indexed productions in the Google Scholar base, establishing, also, a
central point, indicated by the term ‘entrepreneurial’, indexed in the first repository, which joins the
second. However, considering the complete context, the net formation code for the repositories, in
isolation, does not give the citation structure enough for a convergence evaluation in the researched
base, since all other variables behaved in a scattered manner.
In this way, it is concluded that the researched base, Google Scholar, did not present a
sufficient number of convergent structures, to assign a conformation of net structure. Therefore, it is
suggested that the theme is in construction and its publications, specifically on this basis, are partially
dispersed or with low coupling unit or network formation.
Acknowledgment To Prof. Dr. Luiz Márcio Spinosa, from Post-Graduate Program in Urban Management (PPGTU,
Pontifical Catholic University of Paraná – PUCPR – Pontifícia Universidade Católica do Paraná) for
his teachings and scientific supports about the theme, and to Alex Volnei Teixeira, doctoral student in
the same program, for his contributions to the development of this article.
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