Appropriability and the retrieval of knowledge after spillovers

Research summary: Firms create and capture value through innovation. In technology‐driven firms, there has been an explicit emphasis on appropriability through imitation deterrence and cumulative inventions that build on prior firm innovation. We introduce systematic empirical evidence for a third mechanism of appropriability namely, knowledge retrieval, which is defined as the re‐absorption of previously spilled knowledge. We extend previous studies which consider technological complexity and organizational coupling as predictors of appropriability by examining their impact on knowledge retrieval. We find that technological complexity has a curvilinear relationship with retrieval while organizational coupling has a negative relationship. We discuss the implications of these findings for theories of absorptive capacity, organizational design and appropriability of innovation. Managerial summary: It is a widely held assumption that knowledge should be protected and held tightly within the firm to ensure value creation and value capture. The implicit recognition is that knowledge spillovers, or knowledge leakage, is detrimental to performance. By examining the patterns of citations among patents of 142 semiconductor firms, we study how organizational structure and technological complexity play a role. We find that moderate technological complexity improves appropriability. If imitation deterrence is paramount, then the optimal structure would be a tightly‐coupled organization. In other instances, loosely‐coupled organizations may be superior because they foster internal cumulative innovations and, if spillovers were to occur, they also maximize knowledge retrieval. Our findings suggest that all is not lost when spillovers occur and that firms can continue to benefit in downstream innovations. Copyright © 2015 John Wiley & Sons, Ltd.     

Research among copycats: R&D,spillovers, and feedback strategies

We study a stochastic dynamic game of process innovation in which firms can initiate and terminate R&D efforts and production at different times. We discern the impact of knowledge spillovers on the investments in existing markets, as well as on the likely structure of newly forming markets, for all possible asymmetries in production costs between firms. While an increase in spillovers may improve the likelihood of a competitive market, it may at the same time reduce the level to which a technology is developed. We show that the effects of spillovers on investments and surpluses crucially depend on the stage of technology development considered. In particular, we show that high spillovers are not necessarily pro-competitive as they can make it harder for the laggard to catch up with the technology leader.     

Technological diversity,related diversification,and firm performance

Previous findings that related diversification creates value have been called into question over concerns about methodology and measures. Reviewing existing theory to consider how a firm's knowledge base interacts with its product market activity, I address several of these concerns by creating a measure of technological diversity based on citation‐weighted patents. The measure indicates a firm's opportunity for corporate diversification based on economies of scope in valuable knowledge assets, is defined for both single‐ and multibusiness firms, and is not correlated with more fundamental aspects of diversification, such as the number of businesses in the corporate portfolio. Evidence from a large sample of firms shows the positive relationship between diversification based on technological diversity and market‐based measures of performance, controlling for R&D intensity and capital intensity as further indicators of the type of assets underlying diversification. Results hold when controlling for the endogeneity of diversification and performance in a cross‐sectional sample or when controlling for unobserved factors using panel data. Copyright © 2006 John Wiley & Sons, Ltd.     

Building and leveraging competence exploitation and exploration for firm new product success

We theorize that industry conditions of collaboration intensity and innovation intensity drive the development of competence exploitation and exploration in manufacturer-manufacturer collaborations, and that such competencies can be leveraged to increase firm-level new product sales and market share, contingent on the firm's establishment of non-proprietary knowledge transfer capability. We test our model using a survey of 224 manufacturer-manufacturer collaborations. Our findings indicate that collaboration intensity drives firms to build both competence exploration and exploitation while innovation intensity drives neither. We also find that while non-proprietary knowledge capability enhances the influence of competence exploration on a firm's new product sales and market share, it dampens the firm's ability to leverage competence exploitation for firm-level new product success.     

Strategic orientations,marketing proactivity and firm market performance

Guided by strategic orientations, firms must continuously deliver superior value in order to maintain a strong position in the market over the long-term. This study explores how two prominent strategic orientations (i.e., market and technological orientations) influence a firm's marketing proactivity and performance, with marketing proactivity being the key to delivering continuously superior value. Specifically, we examine how the cultural (i.e., a proactive market orientation) and the behavioral (i.e., market pioneering) dimensions of marketing proactivity, and the interaction between them, affects a firm's market performance. A structural equation modeling analysis of survey data from 109 firms shows that a proactive market orientation and market pioneering have a significant positive impact on the sales per employee and the growth rate of a firm. Our findings suggest that market pioneering strengthens the positive relationship between proactive market orientation and sales per employee and growth rate. A firm's technological orientation is positively related to both its proactive market orientation and market pioneering. However, the responsive market orientation of a firm only has a significant positive effect on proactive market orientation, and not on market pioneering. We discuss the theoretical and managerial implications of these findings.     

How does the partner type in R&D alliances impact technological innovation performance? A study on the Korean biotechnology industry

The number of strategic alliances for R&D activities in the biotechnology industry is sharply increasing. Some studies show that each alliance partner type has different alliance motives, resources and capabilities, organizational structures and cultures, and degrees of competition with partners, which can lead to different performances of strategic alliances. In this regard, this study conducts an empirical analysis of the different impact of each type of alliance partner on technological innovation performance and finds the moderating effect of absorptive capacity and potential competition by categorizing strategic alliances for R&D activities in the biotechnology industry into three types: vertical-downstream alliances, vertical-upstream alliances, and horizontal alliances. This study analyzed 206 Korean biotechnology firms and their strategic alliances for a total of 292 R&D activities. The results of the analysis showed that vertical alliances have a positive impact on technological innovation performance, while horizontal alliances have an inverted U-shaped relationship with technological innovation performance caused by the effect of competition. Additionally, it was confirmed that the R&D intensity of biotechnology firms has a moderating effect of increasing the impact of vertical-upstream alliances on technological innovation performance.     

Understanding the links between technological opportunism, marketing emphasis and firm performance: Implications for B2B

The capability of firms to sense and respond to changes in technologies, called technological opportunism, is of growing importance to managers as a source of competitive advantage. However, exactly how technological opportunism impacts firm performance is still not clearly understood. Furthermore, the role of marketing in this relationship, if any, has yet to be examined. Understanding this relationship is critical for marketing managers not only for determining strategic investments of resources but also for demonstrating marketing return on activities. This paper explores the links between technological opportunism and firm performance. The results show that technological opportunism has a strong positive impact on key measures of performance such as firm sales, profits and market value. Importantly, marketing emphasis is the mechanism through which the technological opportunism-performance relationship is achieved. Finally, the impact of marketing emphasis on B2B firms is different than that for B2C firms, highlighting the importance of these activities for B2B marketing managers.     

Effect of agglomeration on firms’ research and development investment: a U-shaped relationship

Extant research on how agglomeration affects firms’ R&D investment reveals conflicting views. Some studies suggest that, owing to free riding arising from knowledge spillovers, agglomeration reduces firms’ R&D investment, whereas others find that it creates additional incentives for innovation through intensifying local competition, thereby increasing firms’ R&D investment. Thus, this study attempts to reconcile these two conflicting views. We propose a U-shaped relationship between agglomeration and firms’ R&D investment; that is, when the extent of agglomeration is low, knowledge spillover effects are important, while local competition is negligible. The free riding effects dominate local competition effects. Therefore, firms’ R&D investment decreases with the extent of agglomeration at a decreasing rate. By contrast, when the extent of agglomeration is high, local competition becomes the dominant force. Consequently, firms’ R&D investment increases with the extent of agglomeration at an increasing rate. Using data from 299,256 manufacturing firms in China, we find that firms’ R&D investment first decreases with the extent of agglomeration to reach a minimum, then increases as the extent of agglomeration continues to rise. These results indicate that there is a robust U-shaped relationship between agglomeration and firms’ R&D investment.     

Does the use of knowledge integration mechanisms enhance product innovativeness?

This study draws upon the perspectives of organizational learning and environmental contingency to investigate how the use of knowledge integration mechanisms affects product innovativeness under different levels of technological turbulence, market turbulence, and competitive intensity. Based on a sample of 102 high-tech product projects, hierarchical moderated regression analyses reveal that product innovativeness is related to knowledge integration mechanisms in a curvilinear manner under different levels of competitive intensity, market turbulence, and technological turbulence. Specifically, under a low level of competitive intensity, market turbulence and technological turbulence, the relationship between knowledge integration mechanisms and product innovativeness is an inverted U-shape. By contrast, under a high level of competitive intensity, market turbulence, and technological turbulence, product innovativeness is related to knowledge integration mechanisms in a U-shaped manner.     

Effects of R & D Spillovers on the Profitability of Firms

This cross-section study of a sample of 278 firms from the COMPUSTAT II database explores the relationship between a firm's profitability and other variables, notably its own R & D capital, knowledge and market spillovers and appropriability. The proxy for knowledge spillovers is based on technological distance. Market spillovers are based on a patent input-output matrix. Both spillover proxies combine information on R & D expenditures and patent counts.The results do not reject the hypothesis that R & D has a direct, positive effect on profitability, especially in industries with effective patent protection. Information spillovers affect profits negatively, market spillovers positively.     

Does importer involvement contribute to product innovation? The role of export market factors and intra-firm coordination

Relying on insights from resource dependence and information processing theory, this study analyzes the extent to which an importer's involvement influences product innovation at the industrial exporter firm. We consider two modes of involvement, collecting importer's feedback and importer integration in the product development effort. We propose that the relationship between importer involvement and product innovation is contingent upon the level of inter-functional coordination within the development firm, and contextual factors related to the export market. Data were collected from export companies participating in different international business-to-business markets. Results show that firms with high inter-functional coordination achieved higher leverage from importer feedback, but obtain no impact from importer integration in product development (PD). Contextual factors affect the relationship between importer involvement and product innovation: importer feedback affects product innovation in environments with intense competition and low technological turbulence. Importer integration in PD has a significant effect on product innovation in environments with low competitive intensity and high technological turbulence. This study contributes to a better understanding of the conditions that allow an exporter firm to create value through external relationships. Theoretical and managerial implications of these findings are discussed.     

Common ownership,market power,and innovation

I examine the effects of overlapping ownership on market power when there are external effects across firms. This is done in an oligopoly model with cost-reducing innovation with technological spillovers where firms have an overlapping ownership structure based largely on López and Vives (2019). The model allows for Cournot competition with homogeneous product and for Bertrand with differentiated products as well as for strategic effects of R&D investment. It derives positive testable implications and normative results to inform policy.     

R&D Cooperation,Partner Diversity,and Innovation Performance: An Empirical Analysis

Existing literature on research and development (R&D) alliances focuses on formation motives and performance impacts of these alliances but hardly on diversity of the partners' portfolio. Cooperation with a diverse set of partners leads to learning opportunities with regard to both cooperation and innovation skills and hence is expected to enhance the firm's innovation performance. This paper examines two research questions: (1) the impact of functional and geographical diversity of R&D partners on radical and incremental innovation performance of product innovating firms, and (2) the organizational determinants of partner diversity in R&D alliances. The empirical analysis is based on data from the Dutch Community Innovation Survey, R&D and Information and Communication Technology Surveys, and Production Statistics, which lead to a representative sample of 12,811 innovating firms in the period 1994–2006. Through random‐effects panel Tobit estimates, econometric models for both research questions are estimated. The results indicate that functional and geographical diversity act through different channels. Functional diversity leads to a variety of knowledge intake and synergetic effects necessary to develop and commercialize novel products. Geographical diversity results in successful adaption of existing products to different local requirements such as technical standards, market regulations, and customer preferences. The organizational determinants of both kinds of partner diversity are prior experience, patenting, and information technology infrastructure.     

The Effect of Family Involvement on Innovation Outcomes: The Moderating Role of Board Social Capital

Innovation is an essential and yet puzzling part of family firms’ strategic focus. While family firms are generally characterized as conservative regarding their research and development (R&D) activities, researchers have recently argued that family firms can still achieve innovation-based competitive advantages. Seeking to understand the link between family influence and the outcomes of innovation, we suggest that it is necessary not only to observe the depth of family involvement, but also to differentiate between technological inventions and market innovations. We further posit that the board members’ social capital constitutes an important contingency for this link. We, therefore, investigate the relationship between family involvement and two different outcomes: the number of the firm’s inventions and the market relevance of innovations. Our analysis of S&P 500 firms comprises 1.85 million patents and manual evaluations of 1774 product announcements. The results of our estimations suggest that family involvement is negatively related to the number of inventions and positively related to the market relevance of innovations. They further show that internal and external board social capital moderate the relationship between family involvement and the number of inventions. This study adds to the discussion about family firm innovation by using socioemotional wealth to explain heterogeneity in innovation patterns and revealing that relational resources derived from board social capital are crucial boundary conditions for families’ influence on technological inventions. Taken together, it works toward a more holistic view of innovation in family-influenced firms.     

Diversity of Board Interlocks and the Impact on Technological Exploration: A Longitudinal Study

Scholars have given increased attention to organizational networks as an important component of technological innovation. Although a significant body of research has examined the implications of organizational networks on knowledge diffusion, researchers know little about the impacts that diverse network interlocks have on corporate innovation outputs. To address this gap in the literature, this article draws upon insights from organizational learning and social network theory and argues that interlocked networks affect corporate innovation. Further, interlocks differ in terms of both the heterogeneity of tied‐to firms—ties created through shared board directors—and the directors who create these ties. Accordingly, this study proposes that more diverse interlocks will have a greater impact on corporate technological exploration. To test this proposal, data from multiple sources were analyzed, including historical records of board appointments and data on technological innovations from U.S. public companies. Empirical results from generalized estimating equations suggest that the industrial diversity of interlocked firms increases the likelihood of technological exploration. Moreover, interlocks with R&D‐intensive firms are more important for technological exploration than those created by firms that do not invest heavily in R&D. There is no empirical evidence demonstrating that the ratio of interlocks created by directors with output‐oriented experience enhances technological exploration. Overall, this research reveals that diversity of leader‐created board interlocks can be an important mechanism for fostering corporate entrepreneurial activities such as technological exploration.     

Knowledge,firm boundaries,and innovation: Mitigating the incumbent's curse during radical technological change

We explore the relationship between a firm's organization and its ability to face a radical technological change. We suggest that, during such a change, the presence of both in‐house upstream knowledge and downstream market linkages, within a firm's boundary, has its advantages. We test our predictions in the context of the robotics industry where manufacturers of mechanically controlled “brawny” robots, which were valued mainly for their payload capacity, faced the advent of electrically controlled “brainy” robots that emphasized accuracy and repeatability. We find that “preadapted” firms—the ones with prior relevant technological knowledge and with access to internal users of “brainy” robots—were the innovation leaders in the emerging new technology but were laggards in the old technology. Copyright © 2014 John Wiley & Sons, Ltd.     

The Roles of Knowledge Providers,Knowledge Recipients,and Knowledge Usage in Bridging Structural Holes

Studies have suggested that firms can benefit from bridging two or more otherwise disconnected firms in their ego networks (i.e., structural holes) as a potentially useful source of external knowledge for innovation. However, past research also noted that the relationship between bridging structural holes and firm innovation varies significantly. Building on the earlier research that has examined the industrial, structural, and institutional dimensions of this relationship, the purpose of this research is to study how the different characteristics of the external knowledge provided by bridging structural holes in a focal firm’s ego network might moderate the relationship between bridging structural holes and firm innovation. Using longitudinal data from the U.S. computer industry, this study showed that focal firms that bridged otherwise disconnected firms in their ego networks enjoyed higher levels of innovation. In addition, it showed that this relationship was particularly stronger when the focal firms and the disconnected firms that they bridged operated in similar rather than different markets but when the focal firms and the disconnected firms worked on different rather than similar technological domains. The results also revealed that the relationship was stronger when the focal firms’ knowledge specialization was low rather than high and when the focal firms emphasized incremental rather than breakthrough innovation. These findings show companies how they can benefit from bridging otherwise disconnected firms in their ego networks and help them make more informed decisions pertaining to such bridging activities.     

Balancing the Two Knowledge Dimensions in Innovation Efforts: An Empirical Examination among Pharmaceutical Firms

This study investigates the relationships between the two knowledge dimensions (knowledge breadth and knowledge depth) and two types of innovations (radical innovation and incremental innovation). While existing literature identifies knowledge in general as an important driver of innovation, the exact relationships between knowledge breadth/depth and incremental/radical innovations are not clear. Drawing from the knowledge‐based view, this study advances the understanding of the relationships between knowledge dimensions and types of innovations by hypothesizing a nonlinear relationship between knowledge breadth and radical innovation as well as a nonlinear relationship between knowledge depth and incremental innovation. Furthermore, the moderating effects of the interaction between knowledge breadth and knowledge depth on the above‐mentioned relationships are also examined. Due to the different natures of the two types of innovations, it is hypothesized that knowledge depth positively moderates the relationship between knowledge breadth and radical innovation while knowledge breadth negatively moderates the relationship between knowledge depth and incremental innovation. To empirically test the hypotheses, secondary data from multiple sources were collected on 64 pharmaceutical firms over 15 years. Due to the panel data structure and observed dispersion issues in the dependent variables, negative binomial random effects models were formulated to test the hypotheses. The statistical results largely support the proposed hypotheses. The results demonstrate that while knowledge breadth positively contributes to the development of radical innovations and knowledge depth positively contributes to the development of incremental innovations, both relationships are subject to diminishing returns. Furthermore, while the finding did support the negative moderating effect of the knowledge breadth on incremental innovation, the positive moderating effect of knowledge depth on radical innovation is not supported. While the effect is not explicitly hypothesized, knowledge breadth seems to have a direct impact on incremental innovation as well.     

Heterogeneous Firm‐Level Effects of Knowledge Exchanges on Product Innovation: Differences between Dynamic and Lagging Product Innovators*

Product innovation is the result of a constant interaction between the in‐house research and development (R&D) department and knowledge exchanges with the firm's environment. Knowledge exchanges come in different forms. They break down into information gathering applied in new product development, research cooperation on particular innovation projects, and managing information outflows allowing the consequent appropriation of the results of product innovation through specific methods. The way firms handle knowledge exchanges affects their performance. This paper looks at three related indicators of performance: (1) research intensity (a measure of innovative input); (2) the share of revenue realized through innovative product sales (a measure of innovative output); and (3) their impact on the growth in total revenue. The bulk of the econometric literature looking into these matters only allows general statistical statements on the behavior of an “average” firm. This paper takes on another view by using the quantile regression method to stress the heterogeneity of innovative firms in their dealing with knowledge exchange and the effect this has on their performance. A first key finding is that research intensity is positively influenced by knowledge externalities, research cooperation, and appropriability, and it is through this that these variables affect innovative revenue and also the growth in total revenue. By using quantile regression these relationships are further refined to screen for differences in behavior between dynamic and lagging innovators. This refinement indicates that, in the case of research intensity, the knowledge externalities gain in importance in the higher quantiles and are insignificant in the lower ones. Next, research cooperation remains important in all quantiles, but a higher significance is observed in the higher quantiles as well. Finally, appropriability is extremely important for the lower quantiles, but it becomes insignificant in the highest. These findings corroborate the assumptions made in the literature on open innovation: knowledge externalities and research collaboration are vital for those opening up their firm for new ideas and who are, at the same time, reluctant to protect their findings through specific appropriation measures. In the case of innovative revenue all variables on knowledge exchange operate through the research intensity irrespective of the quantile, although the impact of research intensity on this type of revenue is higher in the upper quantiles. As for the growth in revenue, the effect of the innovative revenue is, again, higher in the higher quantiles. This suggests that dynamic product innovators have the most efficient R&D process and the strongest growers are so, especially, because they are successful product innovators.     

Foreign Entry and Firm Advertising Intensity: Evidence from China

This paper investigates the determinants of advertising intensity at the firm level by focusing on the role of foreign entry. In a monopolistically competitive market with heterogeneous firms, we show that foreign entry affects the expected advertising intensity of domestic firms through its impact on the cost of resources, brand image, and productivity spillovers and its impact on firms’ exit behaviour. Then, using comprehensive firm-level data from China’s manufacturing sector between 2005 and 2007, we test this hypothesis and find that foreign entry significantly affects advertising intensity.