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Is an Imitation Strategy an Enabler or a Hindrance for Exploitative or Exploratory Innovation?—The Moderating Effect of Embeddedness in Knowledge Networks

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Abstract

The present open innovation environment provides firms with considerable opportunities to imitate and learn from one another and makes them deeply embedded in knowledge networks, where the structural position has a great influence on firms’ R&D activities. However, the relationship between imitation and innovation, as two primary R&D approaches that firms follow in technological development, remains inconclusive. To address the inconsistent arguments concerning the appropriate role of imitation, this article explores the effects of imitation and its interaction with embeddedness in knowledge networks on two types of technological innovation: exploitative and exploratory innovations. Empirical analyses based on patent data from 175 Chinese biopharmaceutical firms from 2008 to 2018 show a prominent promoting effect of imitation on exploitative and exploratory innovation. However, the positive effects of technological imitation strategies on two types of innovation will be weakened as firms are increasingly central in the knowledge network, whereas occupying many structural holes has the opposite effect. These results offer new theoretical and practical implications to the technological imitation and innovation research domains.

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Purpose With the fierce competition in a knowledge economy, knowledge-intensive enterprises (KIEs) make technological progress in their catching-up processes through implementing product innovation and process innovation. In this study, the aim is to understand the determinants of enterprise innovation type in China's catch-up environment. Further, this paper intends to deal with two related questions. First, what effect does the internal knowledge base have on KIEs' technology innovation activities? Second, considering the technology gap and technology development speed, what are the different impacts of the knowledge base on the type of technology innovation activities? Design/methodology/approach This paper collected data from 212 KIEs in China through a two-stage questionnaire survey, combined with statistical data for research. The hypothesis was tested by regression analysis. Specifically, descriptive statistics and regression analysis are introduced to test the hypothetical relationship between the knowledge base and technology innovation. Meanwhile, multiple regression is used to test whether there is any difference in the influence of technology gap and technology development speed on enterprise knowledge base and technology innovation. Finally, the corresponding robustness tests are done. Findings This study finds that in a sample of Yangtze River Delta KIEs, firms' knowledge base influences innovation types. Specifically, the knowledge base width (KBW) and knowledge base depth (KBD) positively influence process innovation, and KBD positively affects product innovation. Regarding the effects of catch-up context factors on KIEs’ innovation choice, a wide technology gap tends to positively influence product innovation in industries with high levels of KBW. Moreover, when technology development speed is high, its potential positive influence on process innovation will be more significant for industries with deeper knowledge bases. Originality/value This paper fills the research gap that existing studies ignore the relationship between types of technology innovation and knowledge base dimensions, especially for KIEs. First, this paper deepens the understanding of the impact mechanism of KIEs' existing knowledge base on innovation activities; the unique use of resources by enterprises is the basis of enterprises' competitive advantage and will become enterprises' competitive advantage. Second, this study indicates that against different backdrops of technology gap and technology development speed, enterprises with different knowledge bases will adopt different types of technology innovation activities. Third, this paper shows that a wider technology gap provides broader innovation space, so the technology gap plays a pulling role in KBW and product innovation, thus pushing forward enterprises' technological catch-up.
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Using the theory of organizational learning and innovation, this study explores the positive effects of exploitative and exploratory learning on imitation strategy and innovation strategy and shows when these effects are strongest. This study also explores the positive effects of imitation strategy and innovation strategy on sustained competitive advantage and shows when these effects are strongest. The proposed theoretical model was tested on a cross-sectional data sample collected from industrial companies in South Korea. Analysis was conducted through component-based partial least squares (PLS) path modeling methodology. The results support the proposed hypotheses. The results confirm the complementary positive effects of exploitative and exploratory learning on both imitation strategy and innovation strategy. These effects in turn promote the achievement of sustained competitive advantages. Finally, the findings of the study, theoretical contributions, managerial contributions, limitations, and further work are discussed.
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This study finds that imitation increases the productivity of laggards more than that of leaders, while innovation has the opposite effect. As firms approach the productivity frontier, the effect of imitation on productivity decreases, while that of innovation increases. The empirical evidence suggests that search costs are the mechanism underlying this effect. Firms increase their productivity by imitating productive firms. When they become more productive, search costs increase, because they have fewer opportunities to imitate.
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This paper investigates how imitative innovation affects firms’ financial distress risk and how executive foreign experience moderates this relationship. Using the 2008–2017 patent application data for Chinese listed firms, we find robust evidence that imitative innovation increases firms’ financial distress risk and that executives’ foreign experience can mitigate this adverse impact. Additional tests reveal that firms conduct imitative innovation to gain competitive advantage, but this also tightens their financial constraints, leading to greater financial distress risk. Overall, our results highlight the dark side of imitative innovation and the value of executives’ foreign experience for firms operating in emerging markets that rely on imitative innovation.
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Government subsidies play a vital role in enhancing firms' investment in research and development (R&D). The study's aim is to investigate the relationship between government subsidies (including government R&D and non-R&D subsidies), R&D investment and innovation performance of Chinese pharmaceutical listed companies over the period 2009-2015. The results show that government R&D subsidies can stimulate corporate R&D investment; government subsidies have no significant impact on innovation performance while R&D investment has a positive impact. In addition, we examine whether company ownership and executives' technological experience affect this relationship. We also find that there is a positive relationship between government R&D subsidies and R&D investment only in private-owned companies; R&D investment positively influences innovation performance in state-owned companies or in companies with R&D executives. This study provides some insights for managers and policymakers in making effective innovation strategies.
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This paper investigates multinational enterprises (MNEs) as a potential referent for local firms making decisions on eco-innovation. By analyzing Korean innovation survey and patent data, we find local firms’ eco-innovation scope converges with that of the most profitable foreign MNEs within an industry, i.e. profitability is considered a reliable signal for imitation. The imitation tendency changes contingent on previous eco-innovation experience and innovation networks in other local firms. The degree of imitation is then negatively associated with local firms’ eco-innovation outputs. This study shows how local firms can use social proof from selected foreign MNEs to supplement their sense-making in a non-routine environment. ** Full text: https://eprints.whiterose.ac.uk/166174/1/Ha20_Forthcoming_in_ABM_Author_copy.pdf
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Many challenges continue to hinder digital technologies’ adoption by small and medium scale enterprises (SMEs) in developing economies. Comparatively, there are more success stories by SMEs in emerging markets. However, most SMEs operating in the informal sector in the emerging markets and developing economies (EMDEs) face similar challenges that inhibit the adoption of advanced technologies and innovations needed to improve business operations and re-engineer processes. This article evaluates the implementation and use of state-of-the-art technologies by SMEs in EMDEs to improve operations performance and create sustainable competitive advantages. Further, the papers in this Special Issue identify FinTech and analytical algorithms as some of the current technologies employed by SMEs in EMDEs to improve operations and processes in the manufacturing and service industries. The recognized technologies and technical innovations that seem novel in EMDEs have long existed in the advanced economies. Most state-of-the-art technologies, including cloud computing, ’big data’, and predictive analytics that can improve operations and strategic decisions, are yet to make inroads in most EMDEs. Also, disruptive computing technologies, data analytics, and the Internet of Things (IoT) required to engineer new business models, reduce overheads, enhance competitive advantages, and digitize SMEs’ business operations remain untapped. The absence and non-adoption of digital technologies in EMDEs explain why business activities in most EMDEs remain shut during the outbreak of SARS-CoV-2 and the community lockdown to contain the COVID-19 pandemic. The strategies to survive the ’new normal’ imposed by COVID-19 and fierce global competition includes a successful adoption of advanced technologies.
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The degree to which inter-firm research and development (R&D) networks benefit a firm's exploitative and exploratory innovation depends on two factors: (1) the kind of knowledge that the firm can access from networks and (2) how the firm acquire these knowledge resources through its connections. Utilizing a knowledge-based view of the firm, we argue that related and unrelated network knowledge diversity differ in their effect on a company's innovation outcomes and that the existence of structural holes in an inter-firm R&D network has a discrepant, moderating effect on performance. Empirical analyses based on archival data from 158 Chinese automobile companies from 1996 to 2010 indicate that the inter-firm R&D network that emphasizes diversified unrelated knowledge is more beneficial for enhancing a firm's exploratory innovation outcomes. Conversely, the inter-firm R&D network that relies on diversified related knowledge can be more helpful for companies that engage in exploitative innovation. Further, structural holes are expected to be complementary to unrelated network knowledge diversity while a dense neighborhood is complementary to related network knowledge diversity in improving firm exploitative and exploratory innovation outcomes.
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Purpose The authors attempt to answer the basic questions: How is imitation tied to innovation? This question is addressed in the context of China's innovation system in the 2000s where Chinese industrial firms simultaneously implement innovation and imitation strategies in their new product developments. Design/methodology/approach The authors first build on lattice theory and supermodularity theory to provide a rigorous and careful mathematical proof. The authors further conduct the empirical analyses using an original data on Chinese manufacturing firms' innovation and imitation strategies in the development of new products in 2002. Findings This article reveals the complementarity relation between imitation and innovation strategies and identifies external knowledge search as the boundary condition that influences the extent to which two strategies reinforce each other. Research limitations/implications The findings of the imitation-innovation complementarity suggest that imitation is not only an indispensable strategy independent of innovation, but also is vital to the effectiveness of innovation itself. Practical implications The imitation-innovation complementarity finding provides some evidence for the contention that Chinese latecomers exploit the synergies of imitation and innovation, transforming themselves from imitators to innovators and vibrant competitors in the global market (Wu et al. , 2016) and, as a result, national innovation system has evolved from a state-sponsored imitation program to the imitation-innovation mixture. Originality/value In contrast to earlier innovation studies in which innovation and imitation are unrelated, this study reveals that imitation complements innovation, and the extent of Chinese firms' external knowledge search affects the complementary relationship between imitation and innovation. These findings add important insights to the innovation management literature and contribute empirical evidence to the interplay of innovation and imitation enhancing national innovation system.
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Purpose The aim of this study is to investigate the differential effects of pure and creative imitation on customer equity and the moderating roles of market contingency (i.e. competition intensity) and institutional contingency (i.e. enforcement inefficiency). Design/methodology/approach A lab experiment with 181 subjects and a survey of both senior and middle managers from 149 pharmaceutical firms in China were conducted. Findings Pure imitation decreases customer equity, but creative imitation increases it. Competition intensity attenuates the negative effect of pure imitation and the positive effect of creative imitation, whereas enforcement inefficiency only attenuates the negative effect of pure imitation. Practical implications The findings have significant implications for managers seeking to implement product imitation strategies in emerging economies. They can help managers understand the effects of two kinds of imitation strategies on customer equity. Furthermore, this shows that product imitation strategies should be aligned with various market and institutional contingencies to achieve better performance. Originality/value The authors distinguished between pure and creative imitation. Whereas previous studies have investigated the effects of pure and creative imitation on financial and market performance, the focus was on their differential effects on customer equity and the moderating roles of environmental contingencies at the market and institutional levels.
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While organizational innovation is considered crucial for firms performance, its role as a type of intangible innovation in new product development remains under-explored in the literature. As such, this paper explores the impacts of organizational innovation on both product innovation and imitation for Chinese manufacturing firms based on original survey data. Latent class analysis is used to identify the classification of organizational innovation and their various characteristics. The results indicate a five-pattern of organizational innovation that range from low to high levels for the sample firms. Further, the multinomial treatment effects estimation suggests that middle- to high-level organizational innovation has a significant impact on product imitation intensity, demonstrating that knowledge management and standardization play important roles in facilitating product imitation. However, only a superior level of organizational innovation shows a significant effect on the intensity of product innovation, implying that the transition from product imitation to innovation requires a comprehensive improvement in organizational design.
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Taking the data of 20,863 patents in the field of Artificial Intelligence between 2000 and 2018 as an example, this paper examined the relationships among organisations’ knowledge structure, network structure, exploratory innovation and exploitative innovation. The results show that organisations’ knowledge combinatorial potential and knowledge diversity have positive effects on both exploratory innovation and exploitative innovation. Organisations’ degree centrality and structural holes in the collaboration network can partly mediate the relationships between their knowledge structure and exploratory and exploitative innovations.
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Previous studies emphasized the importance of balancing exploitation and exploration to achieve sustainable success in organizations in terms of organizational learning and adaptation. These studies also attach great importance to the antecedent and moderate, mediating, and control variables of innovation ambidexterity. However, only few researchers addressed the mechanisms or criteria of resource allocation for establishing a balance between exploitation and exploration. Previous studies showed that the allocation proportion of enterprise resources is associated with performance gap between the targeted performance and actual performance. These studies also showed that exploitative innovation and exploratory innovation can increase the level of knowledge and promote performance development. On the basis of the behavioral theory of the firm and resource-based view, this article investigates that resource allocation is affected by the relative performance rather than absolute levels of performance and how firm performance evolves from the creativity revelation processes through knowledge by balancing exploration and exploitation for established firms. A simulation is conducted. The result shows that exploratory innovation-oriented firms have better long-term performance than exploitative innovation-oriented firms. For exploratory innovation-oriented firms, the more sensitive on the performance gap, the better long-term performance, but for exploitative innovation-oriented firms, the less sensitive on the performance gap, the better long-term performance.
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Purpose The purpose of this paper is to investigate the effects of internal and external sources of knowledge on frugal innovation (FI), and to what extent this relationship is strengthened/weakened, authors also analyzed the moderating role of market and technological turbulence. Design/methodology/approach This is an empirical research. Data were collected from 382 SMEs through questionnaire survey, applied SmartPLS technique to analyse the data. Findings Findings revealed the significant effects of internal and external sources of knowledge on FI. To what extent this relationship is strengthened/weakened, the moderating role of market and technological turbulence was analysed. Data revealed that the moderation of technological turbulence strengthens the effects internal and external sources of knowledge had on FI. Market turbulence strengthened the effects of external sources of knowledge but surprisingly weakens the effects of internal sources of knowledge on FI. Practical implications Findings provide valuable and timely insights for the modern managers as well. Managers who operate in SMEs will have to understand that how knowledge from internal and external sources can be gathered and utilized for producing frugal products. They also will have to weigh which source of knowledge is more important when there is market and technological turbulence. Originality/value Sustainable and social issues emerge mainly due to scarcity of available resources. Firms seek to solve such pressing issues through improvisation in resources. However, frugal products assist firms to significantly contribute in society and sustainability. Although prior research has discussed the importance of knowledge for innovation, yet the effects of sources of knowledge and role of contingencies mostly remain unexplained puzzle. This study contributes to knowledge-innovation literature by examining the missing link between different sources of knowledge and FI and how the moderation of technology and market turbulence strengthen/weaken this relationship. Authors believe that it also helps to comprehend FI’s enabling factors through which firms can capitalize upon, and solve the pressing sustainable and social issues.
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Employing knowledge-based theory, this study builds upon social network theory and investigates the influence of knowledge networks on firms' innovation performance. This study incorporates the structural view of social networks and interorganizational interactions to develop the dimensions of knowledge networks, as well as to demonstrate the effects of firms' knowledge integration capability between knowledge networks and innovation performance. Investigating high-tech firms in Taiwan science parks, this study employs the social network research method to establish the boundaries of knowledge networks. The results show that each dimension of knowledge networks improves firms' innovation performance, and that firms' knowledge integration capability has a fully mediating effect on the relationship between knowledge cognition and innovation performance, but only a partial mediating effect on the relationships among firms' network centrality, knowledge heterogeneity, and innovation performance. Consequently, this study provides suggestions and comments for firms on how to engage in inter-organizational cooperative relationships.
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Although extant literature has long argued that firm embeddedness within knowledge networks increases innovation, we know much less about how interactions across multiple knowledge networks jointly influence learning and innovation outcomes within firms. This paper contributes to our understanding of global innovation in multinational corporations (MNCs) by exploring how competing tensions across parent, hostcountry, and third-country knowledge networks in terms of knowledge domain diversity and dominance, organizational bias, and knowledge relevance perceptions influence innovation outcomes. Empirical results from a comprehensive panel of U.S. MNCs reveal different "preferred" combinations of high and low embeddedness across parent, hostcountry, and third-country knowledge networks for incremental versus radical innovation outcomes, reflecting how competing tensions across knowledge networks can limit or enhance knowledge search for diverse knowledge and influence innovation outcomes in the foreign operations of MNCs.
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Purpose Existing research has demonstrated that the innovation implications of structural holes are inconsistent. The diverse and broad resources associated with structural holes facilitate innovation. On the contrary, brokerage will also hinder trust and increase the opportunism behaviors among partners, which will damage innovation. Inspired by the conflicting conclusions, the purpose of this paper is to analyze the roles of structural holes on exploratory innovation and exploitative innovation. Design/methodology/approach To test the model, the paper used a panel of 305 US computer focal firms and 6,894 alliances from the period spanning 1993 to 2004, and adopted the Heckman two-stage selection procedure in predicting the results. Findings The results show that structural holes help firms to develop exploratory innovation while negatively impacting exploitative innovation. Originality/value This study offers precise insights on inconsistent understandings between structural holes and innovation by differentiating exploratory innovation from exploitative innovation. Furthermore, it contributes to the burgeoning literature on exploration and exploitation from the network perspective.
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This paper evaluates prospective technology areas, development strategies, and various innovation resources in China's pharmaceutical sector through the use of a hierarchical decision model. The results indicate that although domestic SMEs are the major preferred innovation alternative, it is followed closely by foreign MNCs. The sensitivity analysis indicates that the effectiveness of policy decisions are influenced by certain high technology areas. Recombinant therapeutic proteins, recombinant vaccines, and monoclonal antibody technologies are identified as the major areas that will influence the priority of innovation resources. The research crafts a research framework to formulate innovation strategies in dealing with the uncertainties of technology development and policy decisions in the biopharmaceutical industry.
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This study examines the extent to which foreign competition affects the innovation performance of domestic firms through imitation, given firms' absorptive capacity. In analysing longitudinal firm-level data from the UK, we find a mediating effect of imitation on the relationship between foreign competition and local firms' innovation performance, and an inverted U-shaped relationship between imitation and the innovation performance of local firms. Our findings further reveal that absorptive capacity moderates the mediating effect of imitation, diminishing innovation gains at moderate levels of imitation and mitigating the diminishing innovation performance at high levels of imitation.
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Nanotechnology is frequently heralded as an emerging strategic industry in developed and developing countries. However, little is known about the catch-up of companies in emerging industries like the nanotechnology industry in developing countries, such as China. From the perspective of process-based innovation proposed by Linton and Walsh, this paper explores the catch-up process and role of process-based innovation in nanotechnology companies. The research reveals the catch-up process in emerging industries in developing countries is different from the original Utterback and Abernathy (U–A) model and Kim’s model, the reverse U–A model, and confirms the model proposed by Linton and Walsh. Innovation in the catch-up process in emerging industries in developing countries follows the same stages as that in advanced countries, but there is a time delay in the start of commercialisation. The research showcases a large role for competitiveness derived from owning critical technology in the production process (process-based innovation) in the catch-up process. This research contributes to the catch-up theory and catch-up in emerging industries, such as nanotechnology industry.
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Knowledge networks consisting of links between knowledge elements and social networks composed of interactions between inventors both play a critical role for innovation. Taking a multilevel network approach, this study integrates research on the two types of networks and investigates how the knowledge network of a firm influences work-related interactions among its inventors. To this end, we associate inventors with specific knowledge elements in the firm’s knowledge network and examine how this association affects the inventors’ popularity and activity in a work-related advice network. Empirically, we combine survey data on 135 inventors working in a German high-tech firm with information derived from the firm’s 1031 patents. Results from multilevel exponential random graph models (ERGM) show that different dimensions of knowledge derived from the firm’s knowledge network shape the transfer of advice among inventors in unique ways. Thus, our study demonstrates how structural features of the firm’s knowledge stock influence interpersonal interactions among its inventors thereby affecting the intra-organizational diffusion of knowledge and the recombinant possibilities of the firm.
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Although innovation orientation has been documented as the primary strategy to support a firm's growth, imitation orientation, which represents an alternative strategic and cultural focus, has begun to receive attention. However, empirical evidence as to how each orientation is shaped by environmental turbulence and whether it is fruitful to adopt both orientations simultaneously is lacking. This study attempts to close such an important research gap by surveying 294 managers at 147 firms in China. Results indicate that dysfunctional competition and technological turbulence, two critical environmental forces in emerging economies, influence the extent to which a firm adopts these two strategic orientations. The results also suggest that firms should stay focused on one strategic orientation rather than both to optimize their performance outcomes.
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This research examines the roles of government policies within the national innovation system (NIS) in promoting effective social entrepreneurial action and enhancing economic growth in rural sectors. We investigate government's role in promoting effective social entrepreneurial action within the NIS framework in rural sectors through a change in technology policy and NSI structure. We analyze longitudinal data that tracks China's NIS, government-led R&D investments and labor mobility and rural economic growth during the 1998–2009 period. The results provide robust support for the positive effect of the NIS on rural economic growth, and this positive relationship varies across the coastal and interior regions of China. The idea of this perspective piece is, the positive impact is stronger for high levels of labor mobility and R&D expenditure, especially for rural areas in China.
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This paper uses Red Queen competition theory to examine competitive imitation. We conceptualize imitative actions by a focal firm and their rivals along two dimensions: imitation scope, which describes the extent to which a firm imitates a wide range (as opposed to a narrow range) of new product technologies introduced by rivals, and imitation speed, namely the pace at which it imitates these technologies. We argue that focal firm imitation scope and imitation speed drive performance, as well as imitation scope and speed decisions by rivals, which in turn influence the focal firm performance. We also argue that the impact of this self-reinforcing Red Queen process on firms' actions and performance is contingent on levels of product technology heterogeneity - defined as the extent to which the industry has multiple designs resulting in product variety. We test our hypotheses using imitative actions by mobile phone vendors and their sales performance in the UK from 1997 to 2008.
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Today firms extensively use external knowledge from interfirm knowledge networks for their new product development (NPD). In light of this phenomenon, scholars and managers often believe that a higher centrality in interfirm knowledge networks is good for absorbing external knowledge and improving NPD performance. Since knowledge network centrality can be measured from different perspectives, however, we propose that some types of centrality might do more harm than good for NPD. Using a panel data set from the U.S. pharmaceutical industry, we empirically examine the impacts of three measures for knowledge network centrality (i.e., degree centrality, closeness centrality and eigenvector centrality) on NPD performance. We find that degree centrality in an interfirm knowledge network is positively associated with subsequent NPD performance. Counter-intuitively, closeness centrality and eigenvector centrality in an interfirm knowledge network have negative impacts on subsequent NPD performance. Taken together, our findings remind the danger of oversimplifying the complex impact of knowledge network centrality on innovation.
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Research summary While firms tend to build on their own knowledge, we distinguish between depth and breadth of local search to investigate the drivers of these behaviors. Given that inventors in a firm carry out the knowledge creation activities, we strive to identify inventors responsible for these behaviors by employing the notion of an intra-firm inventor network. A longitudinal examination of 14,575 inventors from four large semiconductor firms using patent data supports our hypotheses that the reach of inventors in the intra-firm network and their span of structural holes have independent and interactive effects on these two types of local search behaviors. These findings have implications for research on exploitation and exploration, organizational knowledge, knowledge networks, and micro-foundations. Managerial summary Large amounts of knowledge may reside within firm boundaries, and managers are interested in understanding who may leverage this knowledge to generate novel ideas. We focus on collaborations among knowledge workers to address this question. Using the collaborations among all knowledge workers in a firm, we show that those that have higher reach to all others and those who form bridges to connect unconnected groups of workers tend to leverage not only more organizational knowledge but also knowledge that is more dispersed in the organization. Managers could use these insights to shape the use of organizational knowledge by firm inventors, and also to make decisions about granting or withholding access to internal knowledge platforms for knowledge workers.
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Drawing on insights from macro- and microlevel research, I develop and test a theory of how the makeup of firms' local environments influences their ability to generate innovations. I propose that although geographic proximity to industry peers can enhance performance, such effects are moderated by intraorganizational network structures. Data on collaborations among inventors and the geographic locations of 454 US companies active in nanotechnology R&D between 1990 and 2004 are used to show that as proximity to industry peers decreases-and knowledge spillovers become less common-inefficient networks are beneficial because they create and sustain diversity internally. For firms with high proximity, more cohesive network structures that facilitate information processing are desirable.
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Innovations of organizations are doubly embedded in knowledge networks constituted by coupling among knowledge elements and in social networks formed by collaborative relationships among organizations. This study explores the structural properties of such relationships and their possible influences on organizational innovations in terms of exploitation and exploration in the emerging nano-energy field. Results indicate that the knowledge networks and the technology-based collaboration networks in the nano-energy field are decoupled and that they have different degrees of integration. Some structural features of knowledge and collaboration networks influence organizations' exploitative and exploratory innovations in diverse ways. Firstly, direct ties of an organization's knowledge elements in a knowledge network have an inverted U-shaped effect on its exploitative innovation, which is not the case in exploratory innovation. Direct ties in a collaboration network have an inverted U-shaped effect on both its exploitative and exploratory innovations. Secondly, indirect ties of an organization's knowledge elements in a knowledge network affect its exploitative innovation, but not its exploratory innovation. However, indirect ties in a collaboration network affect exploratory innovation, but not exploitative innovation. Thirdly, non-redundancy among ties in a knowledge network exhibits the opposite effect, hindering exploitative innovation, but favoring exploratory innovation. By contrast, non-redundancy among ties in a collaboration network favors exploitative innovation, but shows a non-significant effect on exploratory innovation.
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This paper analyzes how imitation can be a catalyst for innovation-a benefit that is often overlooked in the literature. My research shows that a process of learning to innovate occurs as technology diffuses from a more advanced country to a less developed country; therefore, increasing the recipient country's ability to innovate. I find that the efficiency of labor in the R&D sector of the economy determines whether a country learns how to innovate or not. My research predicts that developing countries that have a healthier and more educated workforce can benefit the most from technology diffusion and are more likely to transition from imitating to innovating. On the other hand, countries that have less efficient R&D workers will continue to imitate products from more developed countries instead of inventing new products. Both the level and growth rate of output and TFP increase if a country manages to transition from imitation to innovation. Examining the dynamics that exist between imitation, innovation, and economic growth is important because it can lead to more effective industrial policy. As the results from this paper show, imitation is beneficial and should be supported and encouraged until it becomes feasible and makes sense economically for a country to switch to innovation. Countries that are dependent on technology diffusion should focus on improving the efficiency of their R&D workers if they want to learn how to invent new products. All of the theoretical results of the model are substantiated by empirical evidence.
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Innovation in firms is doubly embedded: in a social network of collaborations between researchers, and in a knowledge network composed of linkages between knowledge elements. The two networks are decoupled. Their structural features are distinct and influence researchers' exploratory innovation differently. Using the patent data of a leading U.S. microprocessor manufacturer, we constructed the firm's collaboration and knowledge networks, and examined the effects of two structural features in the two networks-structural holes and degree centrality-on researchers' exploratory innovation. Our findings show that a researcher with knowledge elements rich in structural holes in the knowledge network tends to explore fewer new knowledge elements from outside the firm, while structural holes in the collaboration network increase exploratory innovation. The average degree centrality of a researcher's knowledge elements in the knowledge network has an inverted-U-shaped relationship with his or her exploratory innovation, while degree centrality in the collaboration network has a negative effect. This study suggests that knowledge and social networks influence where researchers search for discoveries.