Cited by 1,748Innovation and Knowledge ManagementBusiness Strategy and InnovationEntrepreneurship Studies and Influences

Networking and innovation: a systematic review of the evidence

Open access
Pittaway, Luke, Robertson, Maxine, Munir, Kamal, Denyer, David, Neely, Andy·2004·International Journal of Management Reviews

Abstract

Recent work on competitiveness has emphasized the importance of business networking for innovativeness. Until recently, insights into the dynamics of this relationship have been fragmented. This paper presents a systematic review of research linking the networking behaviour of firms with their innovative capacity. We find that the principal benefits of networking as identified in the literature include: risk sharing; obtaining access to new markets and technologies; speeding products to market; pooling complementary skills; safeguarding property rights when complete or contingent contracts are not possible; and acting as a key vehicle for obtaining access to external knowledge. The evidence also illustrates that those firms which do not co‐operate and which do not formally or informally exchange knowledge limit their knowledge base long term and ultimately reduce their ability to enter into exchange relationships. At an institutional level, national systems of innovation play an important role in the diffusion of innovations in terms of the way in which they shape networking activity. The paper provides evidence suggesting that network relationships with suppliers, customers and intermediaries such as professional and trade associations are important factors affecting innovation performance and productivity. Where networks fail, it is due to inter‐firm conflict, displacement, lack of scale, external disruption and lack of infrastructure. The review identifies several gaps in the literature that need to be filled. For instance, there is a need for further exploration of the relationship between networking and different forms of innovation, such as process and organisational innovation. Similarly, we need better understanding of network dynamics and network configurations, as well as the role of third parties such as professional and trade associations. Our study highlights the need for interdisciplinary research in these areas.

Integrity signals

Registry

Crossref · 10.1111/j.1460-8545.2004.00101.x

Cites

149 of 149 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

7 of 155 cited sources checked · 4 supported · 0 flagged · accuracy not yet measured

  • Findingcitation

    Research on 'innovation systems' has recently illustrated that innovation occurs more effectively where there is exchange of knowledge between systems, for example: between different industries; regions; or between science and industry.

    “Research on 'innovation systems' has recently illustrated that innovation occurs more effectively where there is exchange of knowledge between systems, for example: between different industries; regions; or between science and industry (Kaufmann and Tödtling, 2001).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Kaufmann and Tödtling, 2001 source

      The Introduction and Section 4 say that exchange between different social systems can strengthen firms’ innovativeness, particularly through science–industry interaction. Section 2 discusses regional innovation systems, but the cited passages do not establish that knowledge exchange between regions—or between different industries—makes innovation more effective. The paper also cautions in Section 4 that science–industry interaction alone is no guarantee of increased innovativeness. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
  • Findingcitation

    Integration of suppliers in the innovation process is one factor leading to frame-breaking innovation.

    “The integration of suppliers in the innovation process has been highlighted as one of the factors leading to frame-breaking innovation (Kaufmann and Tödtling's, 2001;Perez and Sanchez's, 2002;Romijn and Albu's, 2002).”
    Quote in the paperNot a substantial claim1 of 3 sources checked
    • cites Kaufmann and Tödtling's, 2001 source
    • cites Perez and Sanchez's, 2002
    • cites Romijn and Albu's, 2002 source
  • Findingcitation

    The importance of diversity of relationships in networks has been shown to have an impact on innovativeness.

    “Based on this work the importance of diversity of relationships in networks has been shown to have an impact on innovativeness (Kaufmann and Tödtling, 2001).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Kaufmann and Tödtling, 2001 source
  • Interpretationreasoning

    How networks are governed plays an important role in their effectiveness and their capacity to assist the innovation process.

    “Consequently, how networks are governed plays an important role in their effectiveness and their capacity to assist the innovation process (Coles, Harris and Dickson, 2003).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Coles, Harris and Dickson, 2003 source
  • Findingcitation

    The annual growth rate of 18% in the pharmaceutical industry was largely linked to networked research and development.

    “They demonstrated that the annual growth rate of 18% in the pharmaceutical industry was largely linked to networked research and development.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Gemser, Leenders and Wijnberg (1996) source
  • Classified as probably not a substantial claim. 50
  • May combine two claims. 62
  • The quote only partly states this claim. 5
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingcitation

    A study of the UK/US defence industry has highlighted that dependency in relationships occur because of the breadth of links between partners, and such dependency and breadth often leads to the emergence of more complex networks.

    “A study of the UK/US defence industry, for example, has highlighted that dependency in relationships occur because of the breadth of links between partners, such dependency and breadth often leads to the emergence of more complex networks (Grandori and Soda, 1995;Coles, Harris and Dickson, 2003).”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites Grandori and Soda, 1995 source
    • cites Coles, Harris and Dickson, 2003 source

      The Case Study (page unavailable) describes a collaboration between UK and US defence firms, and the Discussion: The Role of Network Building Processes (page unavailable) identifies technical dependency and describes their network as complex. Neither passage says that the breadth of links causes dependency or that dependency and breadth lead to the emergence of more complex networks. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Findingcitation

    The value of diverse partners for innovation is demonstrated in Kaufmann and Tödtling's (2001) empirical research and were supported by Perez and Sanchez's (2002) work on technology networks in the Spanish automobile industry and Romijn and Albu's (2002) work on small high technology firms in the UK.

    “The value of diverse partners for innovation is demonstrated in Kaufmann and Tödtling's (2001) empirical research and were supported by Perez and Sanchez's (2002) work on technology networks in the Spanish automobile industry and Romijn and Albu's (2002) work on small high technology firms in the UK.”
    Quote in the paperSubstantial claim1 of 3 sources checked
    • cites Kaufmann and Tödtling's (2001) source
    • cites Perez and Sanchez's (2002)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Romijn and Albu's (2002) source
  • May combine two claims.

    Findingcitation

    Networks can endure and evolve over many years and go through periods of conflict between partners, which can lead to the failure of the network.

    “Networks can endure and evolve over many years and as a consequence they go through periods of conflict between partners, which can and do lead to the failure of the network (Coles, Harris and Dickson, 2003).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Coles, Harris and Dickson, 2003 source

      The Conclusion describes the network’s long, turbulent history, and the Discussion reports persistent conflict and a breakdown in formal relations. But the Discussion says informal ties continued and the formal relationship was repaired; it does not establish that conflict caused the network itself to fail. The copy provides no page numbers for these passages. (LLM, conf=0.87)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Findingreasoning

    Industries where networking has had an identifiable impact on innovation included service industries, primary industries, manufacturing industries and high-tech industries.

    “Industries where networking has had an identifiable impact on innovation included: service industriesfoot_1 , primary industriesfoot_2 , manufacturing industriesfoot_3 and high-tech industriesfoot_4 .”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The evidence is mainly focused on the UK, USA and Germany; with some bias toward the period 1995-2003.

    “Secondly, the evidence is mainly focused on the UK, USA and Germany; with some bias toward the period 1995-2003.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). The quote only partly states this claim.

    Findingnone given

    Where networks fail it is due to interfirm conflict.

    “Where networks fail it is due to interfirm conflict, displacement, lack of scale, external disruption and lack of infrastructure.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    The principal benefits of networking identified in the literature include obtaining access to new markets and technologies.

    “obtaining access to new markets and technologies (Grandori and Soda, 1995);”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Grandori and Soda, 1995 source
  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based). The quote only partly states this claim.

    Findingnone given

    Where networks fail it is due to lack of scale.

    “Where networks fail it is due to interfirm conflict, displacement, lack of scale, external disruption and lack of infrastructure.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Findingnone given

    The research to date lacks some depth in terms of the very limited number of studies that have been carried out.

    “Finally, the research to date lacks some depth in terms of the very limited number of studies that have been carried out.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The top five journals in terms of coverage of this topic in the review were Research Policy; Journal of Business Venturing; Regional Studies; Technovation; and International Journal of Technology Management.

    “The top five journals in terms of their coverage of this topic in the review were Research Policy; Journal of Business Venturing; Regional Studies; Technovation; and, International Journal of Technology Management.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Networking and innovation have been studied in a number of fields within social science.

    “The results show that networking and innovation have been studied in a number of fields within social science.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    36 papers had empirical data based on the UK, 35 on the USA, 42 on other European Countries, 11 on Japan and 3 on other countries.

    “This analysis showed that 36 papers had empirical data based on the UK, 35 on the USA, 42 on other European Countries (Germany with 14 studies was the highest other European country included in the review), 11 were on Japan and 3 were on other countries (Australia; Brazil and Israel).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    In the first stage of the review 628 papers were found by searching ABI Proquest, Science Direct and Web of Science citation indexes using the search strings developed.

    “In the first stage of the review 628 papers were found by searching ABI Proquest, Science Direct and Web of Science citation indexes using the search strings developed.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    From 1999-2003 93 papers were published on the subject while from 1981-1986 4 papers were published.

    “For example from 1999-2003 93 papers were published on the subject while from 1981-1986 4 papers were published.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). The quote only partly states this claim.

    Findingnone given

    Where networks fail it is due to displacement.

    “Where networks fail it is due to interfirm conflict, displacement, lack of scale, external disruption and lack of infrastructure.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based). The quote only partly states this claim.

    Findingnone given

    Where networks fail it is due to external disruption.

    “Where networks fail it is due to interfirm conflict, displacement, lack of scale, external disruption and lack of infrastructure.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based). The quote only partly states this claim.

    Findingnone given

    Where networks fail it is due to lack of infrastructure.

    “Where networks fail it is due to interfirm conflict, displacement, lack of scale, external disruption and lack of infrastructure.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    After steps i to vii 174 citations remained in the A list.

    “After steps i to vii 174 citations remained in the A list.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given

    The value of collaboration for innovation is widely documented as a key feature of the biotechnology industry.

    “The value of collaboration for innovation is widely documented as a key feature of the biotechnology industry.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    Burt (1992) finds that rather than maximizing the number of ties, firms should strive to position themselves strategically in gaps between different nodes, so as to become intermediaries.

    “In further disagreement Burt (1992) finds that rather than maximizing the number of ties, firms should strive to position themselves strategically in gaps between different nodes, so as to become intermediaries.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Burt (1992) source
  • May combine two claims.

    Findingreasoning

    Networks influence learning about innovative work practices by enhancing access to knowledge, promoting awareness and early adoption of innovations.

    “They influence this in a number of ways: firstly, by enhancing access to knowledge -promoting awareness and early adoption of innovations -and secondly, by promoting social interaction, generating trust and reciprocity that is conducive to knowledge transfer.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    Nooteboom's study (2000) characterises the UK innovation system as one that promotes the diffusion of more radical innovations which demand entrepreneurial activity cutting across sectors, rather than promoting the diffusion of innovation within sectors.

    “Nooteboom's study (2000), for example, characterises the UK innovation system as one that promotes the diffusion of more radical innovations which demand entrepreneurial activity cutting across sectors, rather than promoting the diffusion of innovation within sectors.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Nooteboom's study (2000)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingcitation

    Network relations provide emotional support for entrepreneurial risk-taking, and this in turn is thought to enhance persistence to remain in business.

    “For example, network relations provide emotional support for entrepreneurial risk-taking, and this in turn is thought to enhance persistence to remain in business (Hoang and Antoncic 2003).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Hoang and Antoncic 2003 source
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Findingnone given

    In the Italian furniture industry the international competitiveness of the industry is largely down to continuous improvements and product differentiation which has been supported by the presence of industrial districts consisting of a network of small loosely organised (family) firms which are geographically clustered.

    “In the Italian furniture industry the international competitiveness of the industry is largely down to continuous improvements and product differentiation which has been supported by the presence of industrial districts consisting of a network of small loosely organised (family) firms which are geographically clustered.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    The first reason focuses on the resource requirements of firms where they are induced to form network relationships with other firms as a way of obtaining access to technical and/or commercial resources they lack.

    “The first focuses on the resource requirements of firms where they are induced to form network relationships with other firms as a way of obtaining access to technical and/or commercial resources they lack (Ahuja, 2000).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Ahuja, 2000

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    The recombination of national strengths / competencies via networks and projects can play an important role in the identification of new opportunities.

    “He explains how the recombination of national strengths / competencies via networks and projects can play an important role in the identification of new opportunities.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Frenken's (2000) source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    Brass and Burkhardt (1992) propose that the best position is one where all firms are tied only to the focal actor.

    “Contrary to this perspective, Brass and Burkhardt (1992) propose that the best position is one where all firms are tied only to the focal actor.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Brass and Burkhardt (1992)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Findingreasoning

    The evidence on network configuration shows that the nature of a network is dependent on its industrial context and on what a firm is seeking to use its network for.

    “The evidence on network configuration shows that the nature of a network is dependent on its industrial context and on what a firm is seeking to use its network for.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    Empirical evidence shows that social institutions can shape the cultural conditions and infrastructure for networking, as well as acting as brokers and intermediaries in network formation.

    “Empirical evidence shows that these institutions can shape the cultural conditions and infrastructure for networking, as well as, acting as brokers and intermediaries in network formation.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    Shan, Walker and Kogut (1994) suggest that the number of collaborative relationships that a firm is involved in is positively related to innovation output.

    “For example, Shan, Walker and Kogut (1994) suggest that the number of collaborative relationships that a firm is involved in is positively related to innovation output, while conversely, closed networks have been found to foster innovation more than open ones (Coleman, 1988).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Shan, Walker and Kogut (1994) source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingnone given

    The development of clusters in the US computer industry was based on networking and proximity which led to an increase in innovation and assisted rejuvenation of the industry during the 1980s.

    “Likewise the development of clusters in the US computer industry was based on networking and proximity which led to an increase in innovation and assisted rejuvenation of the industry during the 1980s.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    Research suggests that networking was not only found to be valuable for established businesses but is also beneficial for entrepreneurs.

    “In terms of the types of firm engaged in networking activity the research suggests that it was not only found to be valuable for established businesses but is also beneficial for entrepreneurs.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    The constituents of successful network structures is debated widely in the literature.

    “the constituents of successful network structures is debated widely in the literature (Ahuja, 2000).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Ahuja, 2000

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Findingcitation

    The degree of innovation success in the study illustrated a much greater chance of the innovation being technically successful and more economically relevant where firms used networks.

    “The degree of innovation success in the study also illustrated a much greater chance of the innovation being technically successful and more economically relevant where firms used networks.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Gemünden, Ritter and Heydebreck's (1996) source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingreasoning

    From this perspective, the availability of opportunities to form relationships tends not to be viewed as a constraint.

    “From this perspective, the availability of opportunities to form relationships tends not to be viewed as a constraint.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    The second reason argues that opportunities to form links tend to reflect prior patterns of inter-firm relationships.

    “The second argues that opportunities to form links tend to reflect prior patterns of inter-firm relationships.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Granovetter, 1985 source
  • May combine two claims.

    Findingcitation

    Networks enable small business owners to link into R&D that is contracted out by larger firms, to engage in joint R&D ventures and to set-up marketing and manufacturing relationships.

    “Networks enable small business owners to link into R&D that is contracted out by larger firms, to engage in joint R&D ventures and to set-up marketing and manufacturing relationships (Rothwell and Dodgson, 1991).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Rothwell and Dodgson, 1991 source
  • May combine two claims.

    Findingcitation

    Firms will use networks in different ways and will reconfigure them if necessary.

    “ii) Firms will use networks in different ways and will reconfigure them if necessary (Kash and Rycroft, 2002).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Kash and Rycroft, 2002 source
  • May combine two claims.

    Findingnone given

    The evidence reviewed shows that network configurations are dynamic and principally guided by the choices of partners and their network management capabilities and are beyond the direct influence of policy intervention.

    “The evidence reviewed shows that network configurations are dynamic and principally guided by the choices of partners and their network management capabilities and are beyond the direct influence of policy intervention.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    Ahuja's (2000) empirical findings suggest that the benefits of increasing trust, developing and improving collaboration and reducing opportunism shapes network structures creating cohesive interconnected partners.

    “Ahuja's (2000) empirical findings suggest that the benefits of increasing trust, developing and improving collaboration and reducing opportunism shapes network structures creating cohesive interconnected partners.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Ahuja's (2000)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    A firm's ability to develop network relationships with other firms is based on its existing relationships and network capability.

    “A firm's ability to develop network relationships with other firms is consequently based on its existing relationships and network capability (Granovetter, 1985).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Granovetter, 1985 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    The literature provides two major reasons to explain why business-to-business networks form.

    “The literature provides two major reasons to explain why business-to-business networks form.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingreasoning

    The evidence suggests that network infrastructures can have an indirect positive or negative impact on network configurations and can consequently encourage or hinder the development of certain forms of network relationships.

    “The evidence suggests that network infrastructures can have an indirect positive or negative impact on network configurations and can consequently encourage or hinder the development of certain forms of network relationships.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    Networks are critical for accessing knowledge to create in-house innovations or for the diffusion of technological innovation.

    “Networks are not only critical for accessing knowledge to create in-house innovations or for the diffusion of technological innovation but they are equally important for learning about innovative work practices that other organisations have developed or adopted (Erickson and Jacoby, 2003).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    Closed networks have been found to foster innovation more than open ones.

    “For example, Shan, Walker and Kogut (1994) suggest that the number of collaborative relationships that a firm is involved in is positively related to innovation output, while conversely, closed networks have been found to foster innovation more than open ones (Coleman, 1988).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Coleman, 1988

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Findingnone given

    Network forms are complex and research has not yet clearly demonstrated which configurations most impact on innovation in particular contexts.

    “Network forms are, however, complex and research has not yet clearly demonstrated which configurations most impact on innovation in particular contexts.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingcitation

    Dialogue between key business customers and suppliers allows firms to learn of existing needs and leads to the discovery of new needs in advance of the competition.

    “Dialogue between key business customers and suppliers not only allows firms to learn of existing needs but also leads to the discovery of new needs in advance of the competition (Bruce and Rodgus, 1991).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Bruce and Rodgus, 1991 source
  • May combine two claims.

    Findingcitation

    Understanding users' needs and engaging them in the innovation process is important for commercial success.

    “A systematic study of practices leading to commercial success in innovation also illustrated the important role of understanding users' needs and engaging them in the innovation process (Freeman, 1982).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Freeman, 1982

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Classified as probably not a substantial claim.

    Findingcitation

    Gemünden, Heydebreck and Herden's (1992) survey of 4564 firms in the Lake Constance region examined interactions between firms, customers, suppliers and university interactions.

    “This point is supported by Gemünden, Heydebreck and Herden's (1992) survey of 4564 firms in the Lake Constance region (on the border between Austria, Germany and Switzerland).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Gemünden, Heydebreck and Herden's (1992) source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingcitation

    Companies that networked effectively with suppliers also invested more in research and development because they required an infrastructure in which to frame collaborative behaviour.

    “Interestingly it was also noted that companies that networked effectively with suppliers also invested more in research and development because they required an infrastructure in which to frame collaborative behaviour (Perez and Sanchez, 2002).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Perez and Sanchez, 2002

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Findingreasoning

    Innovation linked to customers is no less valuable but is more incremental and productivity gains are more modest.

    “Innovation is no less valuable but is more incremental and productivity gains are more modest.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingcitation

    The most important partners are from the business sector, customers first (33.5% of firms) and suppliers second (21.9% of firms).

    “These studies show that innovation is influenced by many actors both inside and outside the firm and that the most important partners are from the business sector, customers first (33.5% of firms) and suppliers second (21.9% of firms).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    Effective integration of suppliers helps reduce concept-to-customer cycle time, costs and quality problems.

    “Help reduce concept-to-customer cycle time, costs and reduce quality problems (Ragatz et al. 1997).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Ragatz et al. 1997 source
  • May combine two claims.

    Findingcitation

    Research in Germany highlights significant national differences with respect to involvement with research institutes and universities and illustrates the importance of scientific partners in some industry sectors.

    “In contrast, however, research in Germany highlights significant national differences with respect to involvement with research institutes and universities and illustrates the importance of scientific partners in some industry sectors (Ritter and Gemünden, 2003).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Ritter and Gemünden, 2003 source
  • May combine two claims.

    Findingreasoning

    Formal and informal communication between people with different information, skills and values increases the chance of unforeseen novel combinations of knowledge, which can lead to radical discoveries.

    “Formal and informal communication between people with different information, skills and values increases the chance of unforeseen novel combinations of knowledge, which can lead to radical discoveries.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    Too much emphasis on technical excellence or marketing can lead to innovations that are too highly priced or over engineered.

    “Moreover too much emphasis on technical excellence or marketing can lead to innovations that are too highly priced or over engineered (Walsh, Roy and Bruce, 1988).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Walsh, Roy and Bruce, 1988 source
  • May combine two claims.

    Findingcitation

    Incremental innovators rely more frequently on their customers as innovation partners whereas firms that have products new to a market are more likely to collaborate with suppliers and consultants.

    “For example, incremental innovators rely more frequently on their customers as innovation partners whereas firms that have products new to a market are more likely to collaborate with suppliers and consultants.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingcitation

    Both experience and the ability to absorb knowledge embodied in new technologies and ideas are critical skills a firm requires when exploiting relationships.

    “Some of the research reviewed points out that both experience and ability to absorb knowledge embodied in new technologies and ideas (Cohen and Levinthal, 1990) are critical skills a firm requires when exploiting relationships.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Cohen and Levinthal, 1990 source
  • May combine two claims.

    Findingown data

    A firm's competence in managing networks can differ substantially, and networks can be shaped and deliberately designed to meet the firm's innovation needs.

    “The evidence found in the review shows that a firm's competence of managing networks can differ substantially and networks can be shaped and deliberately designed to meet the firm's innovation needs.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingcitation

    Customer involvement tends to be useful at the beginning in terms of idea generation but is less so during the developmental process where the manufacturer tends to lead.

    “Despite this evidence of the value of business customers in the innovation process, more detailed empirical study has shown that customer involvement tends to be useful at the beginning in terms of idea generation but is less so during the developmental process where the manufacturer tends to lead (Biemans, 1989;Bruce and Rodgus, 1991;Gemünden et al's 1992, Conway, 1995).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Biemans, 1989

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Bruce and Rodgus, 1991 source
    • cites Gemünden et al's 1992 source
  • May combine two claims.

    Findingcitation

    Third parties have a dual role in promoting innovation: they act as neutral knowledge brokers and as conduits for the development of informal relationships that are the basis for network relationships, particularly between small firms.

    “Third parties have a dual role in promoting innovation.They ideally act as neutral knowledge brokers (though see Robertson et al, 1996) but also act as important conduits for the development of informal relationships which are the basis for the development of network relationships particularly between small firms.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Robertson et al, 1996 source
  • May combine two claims.

    Findingcitation

    Where clusters exist but networking does not happen, innovation occurs less often and is less successful.

    “Where clusters exist but networking does not happen innovation occurs less often and is less successful (Staber, 2001).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Staber, 2001 source
  • May combine two claims.

    Findingcitation

    Companies that stated they received essential information from customers were more successful with technological innovation and had greater commercial success.

    “Companies that stated they received essential information from customers were more successful with technological innovation and had greater commercial success.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Conway, 1995 source
  • May combine two claims.

    Findingcitation

    Coinvestment between venture capital firms in entrepreneurial businesses is beneficial for venture capitalists and provides better quality and larger funds for entrepreneurial businesses.

    “Coinvestment between venture capital firms in entrepreneurial businesses has been shown to be both beneficial for venture capitalists and provides better quality and larger funds for entrepreneurial businesses (Bygrave, 1987;1988).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Bygrave, 1987 source
    • cites [1988]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Findingcitation

    Syndicated investments have a greater chance of success and often lead to higher investment levels in entrepreneurial firms.

    “Other studies show, similar to formal investment, that syndicated investments have a greater chance of success and often lead to higher investment levels in entrepreneurial firms (Harrison and Mason, 1992;1996).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Harrison and Mason, 1992 source
    • cites [1996]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Findingcitation

    Under- and over-formalisation of the network are both detrimental to innovation.

    “Under and over-formalisation of the network were both recognised as being detrimental to innovation (Nooteboom, 2000).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Nooteboom, 2000 source
  • May combine two claims.

    Findingnone given

    Networks encounter problems for a variety of reasons, including inter-firm conflict, displacement, lack of scale, external disruption, and lack of infrastructure.

    “Networks appear to encounter problems for a variety of reasons, for example: due to inter-firm conflict; as a consequence of displacement; lack of scale; external disruption; and, lack of infrastructure.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    Knowledge of how to collaborate accumulates over time through experience, reflection, and interpretation.

    “Knowledge of how to collaborate accumulates over time through experience, reflection, and interpretation (Lorenzoni and Lipparini, 1999).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Lorenzoni and Lipparini, 1999 source
  • May combine two claims.

    Findingcitation

    Networks can exist but not work effectively because of weak relationships between partners or because firms are unable to extract value from their networks.

    “The evidence on weak ties shows that networks can exist but not work effectively because of weak relationships between partners or because firms are unable to extract value from their networks (Gales and Boynton, 1992).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Gales and Boynton, 1992 source
  • Classified as probably not a substantial claim. May combine two claims.

    Findingcitation

    Inter-firm networking can facilitate the innovation process but will not necessarily lead to innovation success.

    “Harris, Coles and Dickson (2000) find that inter-firm networking can facilitate the innovation process but it will not necessarily lead to innovation success.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Harris, Coles and Dickson (2000) source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingnone given

    A key feature of informal networking is the transfer of tacit knowledge promoting learning, which provides significant benefits for innovation.

    “A key feature of informal networking is the transfer of tacit knowledge promoting learning, which provides significant benefits for innovation.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Findingnone given

    The evidence suggests considerable ambiguity and contestation within the literature regarding appropriate network configurations for successful innovation.

    “The evidence suggests that there is considerable ambiguity and contestation within the literature regarding appropriate network configurations for successful innovation.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingcitation

    The existence of dense social networks led to industrial collaboration and reciprocal innovation, which in turn led to the establishment of formal institutions for collaboration.

    “The evidence was confirmed by a study of 85 semi-conductor firms in Silicon Valley that showed how the existence of dense social networks led to industrial collaboration and reciprocal innovation, which in turn led to the establishment of formal institutions for collaboration (Saxenian, 1990).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Saxenian, 1990 source
  • May combine two claims.

    Findingnone given

    Finance networks are important for ensuring coinvestment, which enables risk to be spread and usually leads to better quality decision-making and larger funding levels for individual firms.

    “The evidence on finance networks shows that they are important for ensuring coinvestment, which enables risk to be spread and usually leads to better quality decisionmaking and larger funding levels for individual firms.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingcitation

    If the investment infrastructure (venture finance networks) is weak, it may lead to the failure of new technologies or practices, an inability to enter markets, and the premature failure of entrepreneurial firms.

    “If the investment infrastructure (venture finance networks) is weak it may lead to the failure of new technologies or practices, an inability to enter markets, and the premature failure of entrepreneurial firms (Harrison and Mason, 1996;Bygrave, 1987;1988).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Harrison and Mason, 1996 source
    • cites Bygrave, 1987 source
    • cites [1988]

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Classified as probably not a substantial claim.

    Findingcitation

    Innovation is more dependent on internal organisational networks.

    “Instead they find that innovation is more dependent on internal organisational networks.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Love and Roper, 2001 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    The existing citation abstracts were reviewed according to the quality criteria and separated into an A, B and C lists.

    “The existing citation abstracts were reviewed according to the quality criteria (Appendix 3) and separated into an A, B and C lists.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Porter and Ketels' (2003) study of British competitiveness emphasised the importance of business networking for innovativeness.

    “Porter and Ketels ' (2003) study of British competitiveness emphasised the importance of business networking for innovativeness.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Porter and Ketels' (2003)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Classified as probably not a substantial claim.

    Interpretationown data

    Caution should be applied when seeking to generate conclusions from this study to primary or service industries as they only represent 5.7% and 2.9% of the sample respectively.

    “It is clear that some caution should therefore be applied when seeking to generate conclusions from this study to primary or service industries as they only represent 5.7% and 2.9% of the sample respectively.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    As products become increasingly modular and knowledge is distributed across organisations, firms recognise an increasing requirement to collaborate with other firms both formally and informally.

    “As products become increasingly modular and knowledge is distributed across organisations (Baldwin and Clark, 2000) firms recognise an increasing requirement to collaborate with other firms both formally and informally.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Baldwin and Clark, 2000 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    Articles were reviewed according to their relevant subject theme as identified in the narrative coding.

    “Articles were reviewed according to their relevant subject theme as identified in the narrative coding in step viii.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    The data illustrates that it is a relatively new area of investigation and published work is therefore quite limited.

    “The data illustrates that it is a relatively new area of investigation and published work is therefore quite limited.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationown data

    The number of studies focusing on the UK is quite high illustrating that UK academics have made an above average contribution to the subject.

    “The number of studies focusing on the UK is quite high illustrating that UK academics have made an above average contribution to the subject.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The Porter report had established that inter-organisational networking was critical for the development of innovative ability in firms.

    “The Porter report had established that inter-organisational networking was critical for the development of innovative ability in firms.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Porter report

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Classified as probably not a substantial claim.

    Premisecitation

    Porter and Ketels' (2003) study concluded that the UK underperforms key competitors in networking for innovation.

    “Porter and Ketels' (2003) study concluded that the UK underperforms key competitors in this area but provided little in the way of evidence to justify the claim.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Porter and Ketels' (2003)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Classified as probably not a substantial claim.

    Study design and conductnone given

    The citations identified were reviewed according to the inclusion and exclusion criteria.

    “The citations identified were reviewed according to the inclusion and exclusion criteria (Appendix 1 and 2).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    The A list articles were selected and their abstracts were imported from Proquest to Nvivo and coded according to their content.

    “The A list articles were selected and their abstracts were imported from Proquest to Nvivo.The abstracts were coded according to their content and a report structure was identified based on the coding of abstracts.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Customer-focused approaches to innovation and networks are the most effective, as opposed to product-focused ones.

    “He highlights two forms of approach to innovation and networks and argues that customer focused approaches are the most effective as opposed to product focused ones.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Von Hippel, 1978

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    Customers should play an active role in the innovation process and are capable of identifying novel ideas for development.

    “Customers should play an active role in the innovation process and are capable of identifying novel ideas for development (Von Hippel, 1978).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Von Hippel, 1978

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Interpretationreasoning

    Supply relationships can be managed if firms are committed to collaboration, are skilled in managing network relationships, and are prepared to invest in research and development.

    “Such relationships can be managed if firms are committed to collaboration are skilled in managing network relationships and are prepared to invest in research and development.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Finance networks are important within the networking infrastructure, and cooperative investment appears beneficial for both investing firms and entrepreneurial businesses.

    “Examining the evidence on finance networks shows that they are important within the networking infrastructure and that cooperative investment appears to be beneficial for both investing firms and entrepreneurial businesses.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    While networks can promote innovation within an existing technological framework, they are subject to disorganisation and disintegration during periods of technological change.

    “While networks can and do promote innovation within an existing technological framework, they are subject to disorganisation and disintegration during periods of technological change.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    The extent to which customers actively contribute to the innovation process is less clear and appears driven by the innovating firm balancing market awareness with technical feasibility.

    “The extent to which customers actively contribute to the innovation process is less clear as the evidence points to this being driven by the innovating firm balancing market awareness with technical feasibility.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationcitation

    Network management is crucial for successful innovation and firms need to improve their proficiency.

    “Network management is also considered crucial for successful innovation and firms need to improve their proficiency (Ferrary, 2003).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Ferrary, 2003 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The importance of appropriate venture finance and loan finance for innovation has been widely documented.

    “The importance of appropriate venture finance and loan finance for innovation has been widely documented (Harding, 2000).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Harding, 2000 source
  • May combine two claims.

    Interpretationreasoning

    Networking relationships with customers appear ideal for promoting incremental innovation and customers can usefully help innovators identify market opportunities.

    “Such networking relationships appear to be ideal for promoting incremental innovation and customers can usefully help innovators identify market opportunities.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning

    Policies to promote community involvement by economically active actors in deprived areas can have a positive effect on business start-up rates in these locations.

    “Policies to promote community involvement by economically active actors (e.g.successful entrepreneurs; venture capitalists) in deprived areas can have a positive effect on business start-up rates in these locations.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    The study of network infrastructures in Brazil concluded that even after improvements in the network infrastructure led to better competitive performance, a large competitiveness gap remained.

    “The study of network infrastructures in Brazil concluded that even after improvements in the network infrastructure had led to better competitive performance a large competitiveness gap remained.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Stamer (1995)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Interpretationreasoning

    Current research supports the view that networking significantly boosts innovation output and the competitiveness of firms in a diverse range of industries.

    “Current research supports the view that networking significantly boosts innovation output and the competitiveness of firms in a diverse range of industries.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationcitation

    Other things, such as the skill base of labour markets and regulation, are more fundamental than networking and drive innovation and competitiveness more generally.

    “This indicates that networking may be an important facilitator in the innovation process but other things are more fundamental (e.g.skill base of labour markets and regulation) and drive innovation and competitiveness more generally.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationreasoning

    R&D tax incentives for collaborative projects may promote the emergence of longer-term network relationships.

    “For example, R&D tax incentives for collaborative projects may promote the emergence of longer-term network relationships.”
    Quote in the paperNot a substantial claim
101 of 101
  • The authors state this as an assumption.

    Innovation is both about the generation and exploitation of new products, processes, services and business practices.

    “The study consequently assumed that innovation was both about the generation and exploitation of new products, processes, services and business practices.”
  • The paper relies on this without support.

    Since the 1980s, little attempt has been made to systematically translate findings into a comprehensive review of current knowledge.

    “Despite the significant number of studies that have been conducted in this general area, since the 1980s, little attempt has been made to systematically translate these findings into a comprehensive review of current knowledge and there have been few attempts to link such knowledge with policy decision-making.”
  • The paper relies on this without support.

    There have been few attempts to link knowledge about networking and innovation with policy decision-making.

    “Despite the significant number of studies that have been conducted in this general area, since the 1980s, little attempt has been made to systematically translate these findings into a comprehensive review of current knowledge and there have been few attempts to link such knowledge with policy decision-making.”
  • The paper relies on this without support.

    Until recently insights into the dynamics of the relationship between networking and innovation have been fragmented.

    “Until recently insights into the dynamics of this relationship have been fragmented.”
  • The paper relies on this without support.

    Managerial networking across contexts impacts on the adoption of good practice.

    “Managerial networking across contexts impacts on the adoption of good practice.”
  • The paper relies on this without support.

    Networks are inherently dynamic.

    “By recognising that networks are inherently dynamic, research could benefit from adopting a longitudinal approach.”
6 of 6

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • A-list count is assigned to the wrong review stage

    Minor

    The methodology says 174 citations remained after stage vii, but Table 1 reports 179 at stage vii. It places the reduction to 174 at stage viii, after five further exclusions.

1 of 1

Cites

Flagged first, then by citations

2 of the 151 references couldn’t be matched to a known paper.

Research works printed but not linked: 5

  1. Baldwin and Clark, 2000, The Power of Modularity
  2. 10.1002/(SICI)1097-0266(200003)21:3<267::AID-SMJ89>3.0.CO;2-8 · DOI
  3. Bower D., 1996, Changing patterns of innovation in a process‐dominated industry, International Journal of Technology Management, 12, 209
  4. DTI, 2003, Innovation Report –‘Competing in the Global Economy: the Innovation Challenge’
  5. Pittaway L. Robertson M. Munir K. Denyer D.andNeely A.(2004). Networking and innovation: a systematic review of the literature.Advanced Institute of Management Research London http://www.aimresearch.org/aimforum.shtml

Cited by

Sorted by citations

Authors
Pittaway, L., Robertson, M., Munir, K., Denyer, D., & Neely, A.
Affiliations
  • Lancaster University (GB)
  • University of Warwick (GB)
  • University of Cambridge (GB)
  • Cranfield University (GB)
  • London Business School (GB)
Venue
International Journal of Management Reviews
Publisher
Wiley
Published
2004-09
Volume
5-6
Issue
3-4
Pages
137-168
ISSN
  • 1460-8545 (ISSN-L)
  • 1468-2370
OpenAlex
W2128698837
Cited by
1,747
References
151
Citations by year
2026: 48 · 2025: 65 · 2024: 67 · 2023: 104 · 2022: 110 · 2021: 99 · 2020: 129 · 2019: 103 · 2018: 117 · 2017: 102 · 2016: 106 · 2015: 101 · 2014: 101 · 2013: 103 · 2012: 93
FWCI
15.62
Type
journal article
Language
en
Open access
Locations
  • International Journal of Management Reviews (publishedVersion)
  • Lancaster EPrints (Lancaster University) (submittedVersion)
  • Cambridge University Engineering Department Publications Database (submittedVersion)
Funders
  • Institute of Management Research, College of Business Administration Seoul National University
  • Economic and Social Research Council
Topics
  • Social Sciences › Business, Management and Accounting › Strategy and Management › Innovation and Knowledge Management
  • Social Sciences › Business, Management and Accounting › Strategy and Management › Business Strategy and Innovation
  • Social Sciences › Business, Management and Accounting › Management of Technology and Innovation › Entrepreneurship Studies and Influences
Keywords
business networking, innovation, inter-firm relationships, knowledge sharing, risk sharing, national innovation system, diffusion of innovations, supplier and customer relationships, innovation performance, network dynamics, complementary skills, property rights

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-11.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-11.

Cited sources are checked by gpt-6-sol.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

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