244 research outputs found

    The emergence and development of knowledge intensive mining service suppliers in the late 20th century

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    During the late 20th Century the mining industry went through an important technological rejuvenation that drove high rates of innovation, productivity growth and organisational change. This process included the emergence of knowledge-intensive mining services (KIMS) suppliers, who performed functions outsourced by mining companies, gradually strengthening their capabilities, enlarging their geographical scope and becoming a globally organised sector. But this was uneven across different mining economies. For instance, while numerous Australian KIMS suppliers emerged and achieved international competitiveness, few did this in Chile. Focusing on Chile, this thesis explores the reasons for the limited development of KIMS suppliers in a developing mining economy. It examines the technological learning that shaped the KIMS sector evolution in Chile by contrasting it with the Australian experience, using a two level learning model that integrates: (1) the interaction between industry-level factors that shaped the potential for learning at the micro-level; and (2) the interaction at the micro-level between accumulated capabilities and learning efforts by firms to exploit the potential for learning. KIMS learning is examined over four stages: (i) Gestation (1940s - early 1970s); (ii) Emergence and Development (mid-1970s to early 1980s); (iii) Internationalisation (late 1980s to late 1990s); and (iv) Consolidation (early 2000s and still going on). Over these stages, KIMS sector learning was much more limited in Chile than Australia, either because there was a lower learning potential and/or because firms carried out limited learning efforts to exploit the potential. At the first stage mining companies in Chile played a weak role as incubators of KIMS capabilities. Consequently, during the second stage there were few KIMS suppliers capable of profiting from the rejuvenation being experienced by the global industry. Also, with limited stimuli from the growth of mining in Chile, suppliers undertook limited learning efforts. So, the third stage found Chilean KIMS suppliers unprepared to exploit the learning potential that came with internationalisation; and the learning opportunities inherent in the significant expansion of Chilean mining production were captured by foreign KIMS suppliers, including Australians. Accordingly, Chilean KIMS suppliers started the Consolidation Stage without the capabilities to overcome the increasing barriers to participation in the industry‟s continuing high learning potential

    The role of international and domestic R&D outsourcing for firm innovation

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    Firms are increasingly outsourcing their high-tech services. Theory suggests that R&D outsourcing allows firms to specialize in core knowledge-intensive tasks, thereby increasing innovation, but R&D outsourcing may also undermine internal capabilities. Our goal is to empirically assess the relative importance of these two possibilities, distinguishing between national and international R&D outsourcing and firms’ exporting status. We examine R&D purchases of more than 10,000 Spanish firms for the period 2004-2014. We show that R&D outsourcing improves firm innovation. Product innovation rises mostly with domestic outsourcing, while process innovation increases with both domestic and international R&D outsourcing. In addition, we find that international outsourcing provides an extra premium, mostly for exporters. Our results contribute to a better understanding of how firms organize the production of knowledge and innovation

    Innovation behaviour and the use of research and extension services in small-scale agricultural holdings

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    [EN] FarmersÂż views on research and extension services (RES) included in the Agricultural Knowledge and Innovation System are rarely investigated. This study analyses the relationship between key factors of innovation behaviour (market orientation, learning orientation, and innovation attitude) and the use of RES through structural equation modelling, focusing on small-scale agricultural holdings. Market orientation and learning orientation appear to be positively correlated, confirming that synergies between both factors provide a background for innovativeness. Learning orientation and farm-holdersÂż education level, improve knowledge exchange and make the agriculture innovation process more inclusive. However, farmersÂż innovation attitude is not clearly correlated with the use of RES. Motivations about Âżthe will to do innovationsÂż are represented by a construct that does not appear to have a determinant effect as a mediator in farmerÂżs decisions about using RES.Ministry of Economy and Competitiveness (Project AGL2015-65897-C3-3-R "Knowledge innovation services and agri-food systems. Innovation and transfer networks.")Ramos-Sandoval, R.; GarcĂ­a Alvarez-Coque, JM.; Mas VerdĂș, F. (2016). Innovation behaviour and the use of research and extension services in small-scale agricultural holdings. Spanish Journal of Agricultural Research. 14(4):1-14. https://doi.org/10.5424/sjar/2016144-8548S114144GarcĂ­a Álvarez-Coque, J. M., Alba, M. F., & LĂłpez-GarcĂ­a Usach, T. (2012). Innovation and sectoral linkages in the agri-food system in the Valencian Community. Spanish Journal of Agricultural Research, 10(1), 18. doi:10.5424/sjar/2012101-207-11Alfranca, O. (2005). Private R&D and Spillovers in European Agriculture. International Advances in Economic Research, 11(2), 201-213. doi:10.1007/s11294-005-3016-7Anderson, V., & Boocock, G. (2002). Small firms and internationalisation: learning to manage and managing to learn. Human Resource Management Journal, 12(3), 5-24. doi:10.1111/j.1748-8583.2002.tb00068.xAudretsch, D. B., Lehmann, E. E., & Warning, S. (2005). University spillovers and new firm location. Research Policy, 34(7), 1113-1122. doi:10.1016/j.respol.2005.05.009Avermaete, T., Viaene, J., Morgan, E. J., Pitts, E., Crawford, N., & Mahon, D. (2004). Determinants of product and process innovation in small food manufacturing1The content of the paper is the responsibility of the first three authors. firms1. Trends in Food Science & Technology, 15(10), 474-483. doi:10.1016/j.tifs.2004.04.005Chaston, I., Badger, B., Mangles, T., & Sadler‐Smith, E. (2001). Organisational learning style, competencies and learning systems in small, UK manufacturing firms. International Journal of Operations & Production Management, 21(11), 1417-1432. doi:10.1108/eum0000000006224Baker, W. E., & Sinkula, J. M. (2002). Journal of Market-Focused Management, 5(1), 5-23. doi:10.1023/a:1012543911149Baregheh, A., Rowley, J., Sambrook, S., & Davies, D. (2012). Innovation in food sector SMEs. Journal of Small Business and Enterprise Development, 19(2), 300-321. doi:10.1108/14626001211223919Baron, R. M., & Kenny, D. A. (1986). The moderator–mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Journal of Personality and Social Psychology, 51(6), 1173-1182. doi:10.1037/0022-3514.51.6.1173Baron, R. A., & Tang, J. (2011). The role of entrepreneurs in firm-level innovation: Joint effects of positive affect, creativity, and environmental dynamism. Journal of Business Venturing, 26(1), 49-60. doi:10.1016/j.jbusvent.2009.06.002Bell, S. J., Whitwell, G. J., & Lukas, B. A. (2002). Schools of Thought in Organizational Learning. Journal of the Academy of Marketing Science, 30(1), 70-86. doi:10.1177/03079459994335Birner, R., Davis, K., Pender, J., Nkonya, E., Anandajayasekeram, P., Ekboir, J., 
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    Open Innovation: Organizational Practices and Policy Implications

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    Durant la darrera dĂšcada, a causa de la necessitat de recuperaciĂłeconĂČmica desprĂ©sde la crisi d’Internet i la recessiĂł mundial, la innovaciĂłoberta ha emergit com la nova estratĂšgia d’innovaciĂł per a organitzacions en el sector privat i el pĂșblic. La innovaciĂłoberta ha guanyat importĂ ncia en les estratĂšgies d’innovaciĂł de les empreses multinacionalsa causa del rĂ pidcreixement dels mercats d’idees i tecnologies, els mateixos que sĂłn una alternativa per a la comercialitzaciĂł de solucionstecnolĂČgiquesmitjançantllicĂšncies i patents. D’altra banda, atesa la necessitat de sistemes pĂșblics d’innovaciĂł que facilitin la col‱laboraciĂł entre empresesnacionals i internacionals, els governs han dissenyat nous programes i estratĂšgies per capturar els beneficis en inversionsde R+D. Aquesta tesi doctoral estĂ  composta per set articles de recerca que tracten la innovaciĂł oberta des dediversos nivells d’anĂ lisi.Es tracta d’un estudi profundsobre la innovaciĂłobertades del nivell de projectes fins al nivell de sistemes regionals d’innovaciĂł, queproporciona, aixĂ­,una contribuciĂł Ășnica i suficient per explicar cientĂ­ficament el fenomen d’estudi. TambĂ© ofereix recomanacions valuoses per a directius i gestors d’innovaciĂł en el sector pĂșblic i el privat. Els estudis que es presenten en aquesta tesi doctoral inclouen una exploraciĂł de diversos tipus d’intermediaris d’innovaciĂł a Europa i als Estats Units, l’anĂ lisi de la qual posaen evidĂšncia l’existĂšncia de diversos enfocaments i propostes de valor que adopten elsintermediaris d’innovaciĂł. En primer lloc, dos estudis diferents se centren en el model de negoci dels intermediaris d’innovaciĂłd’una cara,one-sided, i de dues cares, two-sided. Aquests dos estudis de cases basen en informaciĂł obtinguda a partir d’entrevistes, enquestes i documentaciĂł pĂșblica. En segon lloc, un altre cas d’estudi,elaborat a l’empresa NineSigma –unintermediari d’innovació–, revela com els intermediaris no tan sols sĂłnĂștils per obtenir noves respostes a problemes tecnolĂČgics en els mercats d’idees i tecnologies, sinĂł tambĂ© per ajudar les empreses en l’articulaciĂł i lacodificaciĂł del coneixement.Tots aquests estudis han revelat que les empresescerquen el coneixement extern per accelerar els seus processos d’innovaciĂł, ja que les solucions obtingudes els permetencomercialitzar els productes en els mercatsmĂ©s rĂ pidament. En tercer lloc, un cinquĂš estudi confirma l’Ășs de la innovaciĂłoberta com a estratĂšgia de col‱laboraciĂł per accelerar el procĂ©s d’innovaciĂł.AixĂČ no obstant, la col‱laboraciĂł amb socis cientĂ­fics no beneficia el fet d’accelerar projectes d’innovaciĂł tecnolĂČgica. AixĂ­ mateix, aquest estudi suggereix que els projectes de risc corporatiu,venture capital, i unitats de negocis establertes com a core businesses beneficien de la col‱laboraciĂłdirecta amb socis de mercat i universitats. Finalment, els dos estudis finals proporcionen directrius de polĂ­tiques d’innovaciĂła la UniĂł Europea i al sistema d’innovaciĂł del Mediterrani, en quĂš la innovaciĂłoberta i la innovaciĂł de serveis imodels de negoci representen la novetat en un estudi d’escala polĂ­tica. En general, aquesta tesi doctoral intenta connectar els estudis emergents d’innovaciĂłoberta amb les teories de gestiĂł de la innovaciĂł, com sĂłn els intermediaris d’innovaciĂł, les capacitats dinĂ miques, la velocitat de la innovaciĂł, elrisc corporatiu i les polĂ­tiques d’innovaciĂł. Les principals contribucions acadĂšmiques d’aquesta tesi sĂłn: a) una tipologia del model de negoci de diversos intermediaris d’innovaciĂł;b) una contribuciĂł al model de Zollo i Winter (2002) sobre els mecanismes d’aprenentatge a partir del’Ășs dels intermediaris; c) laconfirmaciĂł empĂ­ricaque la innovaciĂłoberta accelera la velocitat dels processos d’innovaciĂł;d) la primera publicaciĂłsobre el sistema d’innovaciĂł del Mediterrani, i e) noves polĂ­tiques d’innovaciĂł per ala UniĂł Europea. Finalment, l’estudi de la innovaciĂłoberta a diversos nivells, des demĂșltiples perspectives teĂČriques, l’Ășs de dades qualitatives i quantitatives, i els diferents mĂštodes d’anĂ lisi han facilitat el descobriment de noves oportunitats de recerca,que es presentenal final d’aquesta tesi.Durante la Ășltima dĂ©cada, debido a la necesidad de recuperaciĂłn econĂłmica despuĂ©s la crisis de Internet y recesiĂłn mundial, la innovaciĂłn abierta ha emergido como la nueva estrategia de innovaciĂłn para organizaciones en el sector privado y pĂșblico. La innovaciĂłn abierta ha ganado importancia en las estrategias de innovaciĂłn de las empresas multinacionalesdebido al rĂĄpido crecimientos de los mercados de ideas y tecnologĂ­as, los mismos que son una alternativa para la comercializaciĂłn de soluciones tecnolĂłgicas a travĂ©s delicencias y patentes. Por otra parte, dada la necesidad de sistemas pĂșblicos de innovaciĂłn que faciliten la colaboraciĂłn entre empresas nacionales e internacionales, los gobiernos han diseñando nuevos programas y estrategias para capturar los beneficios en inversionesde I+D. La presente tesis doctoral estĂĄ compuesta por siete artĂ­culos de investigaciĂłn que abordan la innovaciĂłn abierta desde diferentes niveles de anĂĄlisis. Los mismos proporcionan un profundo estudio sobre la innovaciĂłn abierta, desde el nivel de los proyectos hasta el nivel de sistemas regionales de innovaciĂłn, proporcionando asĂ­ una contribuciĂłn Ășnica y suficiente para explicar cientĂ­ficamente el fenĂłmeno de estudio y proporcionar recomendaciones valiosas para directivos y gestores de innovaciĂłn en sectores pĂșblicos y privados. Los estudios presentados en esta tesis doctoral incluyen una exploraciĂłn de diferentes tipos de intermediarios de innovaciĂłn en Europa y EE.UU., donde el anĂĄlisis pone en evidencia la existencia de diferentes enfoques y propuestas de valor adoptados por los intermediarios de innovaciĂłn. Primero, dos diferentes estudios se centran en el modelo de negocio de los intermediarios de innovaciĂłn de una cara “one-sided” y dos caras “two-sided”. Estos dos estudios de caso se basan en informaciĂłn obtenida mediante entrevistas, encuestas y documentaciĂłn pĂșblica. Posteriormente, un caso de estudio mĂĄs elaborado en la empresa NineSigma - un intermediario de innovaciĂłn - revela cĂłmo los intermediarios no son sĂłlo Ăștiles para obtener nuevas respuestas a problemas tecnolĂłgicos en los mercados de ideas y tecnologĂ­as, sino tambiĂ©n para ayudar a las empresas en la articulaciĂłn y codificaciĂłn del conocimiento.Todos estos estudios han revelado que las empresas buscan el conocimiento externo para acelerar su proceso de innovaciĂłn, ya que las soluciones obtenidas les permitirĂ­a comercializar mĂĄs rĂĄpidamente los productos en los mercados. Tercero, un quinto estudio confirma el uso de la innovaciĂłn abierta, como estrategia de colaboraciĂłn para acelerar el proceso de innovaciĂłn. Sin embargo, la colaboraciĂłn con socios cientĂ­ficos no beneficia ha acelerar proyectos de innovaciĂłn tecnolĂłgica. Asimismo, este estudio sugiere que los proyectos de riesgo corporativo “venture capital” y de unidades de negocios establecidas šcore Business” se benefician de la colaboraciĂłn directa con socios de mercado y universidades. Finalmente, los dos estudios finales proporcionan directrices de polĂ­tica de innovaciĂłn en la UniĂłn Europea y en el Sistema de InnovaciĂłn del MediterrĂĄneo, donde la innovaciĂłn abierta, la innovaciĂłn de servicios y modelos de negocio representan la novedad en un estudio a nivel de la polĂ­tica. En general, esta tesis doctoral intenta conectar los estudios emergentes de innovaciĂłn abierta y las teorĂ­as de gestiĂłn de la innovaciĂłn, tales como los intermediarios de innovaciĂłn, las capacidades dinĂĄmicas, la velocidad de la innovaciĂłn, riesgo corporativo y la polĂ­tica de innovaciĂłn. Las principales contribuciones acadĂ©micas en esta tesis son: a) una tipologĂ­a del modelo de negocio de diferentes intermediarios de innovaciĂłn; b) una contribuciĂłn al modelo de Zollo y Winter (2002) sobre los mecanismos de aprendizaje a travĂ©s del uso de los intermediarios; c) laconfirmaciĂłn empĂ­ricaque la innovaciĂłn abierta acelera la velocidad de los procesos de innovaciĂłn; d) la primera publicaciĂłn sobre el Sistema de InnovaciĂłn del MediterrĂĄneo; y e) nuevas polĂ­ticas de innovaciĂłn para la UniĂłn Europea. Finalmente, el estudio de la innovaciĂłn abierta a diferentes niveles, desde mĂșltiples perspectivas teĂłricas, el uso de datos cualitativos y cuantitativos y los diferentes mĂ©todos de anĂĄlisis han facilitado el descubrimiento de nuevas oportunidades de investigaciĂłn las que son presentadas al final de esta tesis.Over the last decade, open innovation has impacted and enhanced firms’ collaboration strategies and public policy programs as this new ‘paradigm shift’ emerged from business’ needs to recover from the dot-com crash and belt-tightening of global recession. In this new wave of innovation, companies refocused on organic growth and in customer and consumer markets to enrich their business units and new corporate venturing initiatives. Also, open innovation gained importance in firm’s innovation strategies as technology and idea markets became a path to commercialize undeveloped solutions via licenses and patents. Moreover, given the need of innovation systems that require the collaboration among firms locally and internationally, public governments are designing new programs and strategies to capture the benefits of investment in R&D programs. This doctoral thesis addresses the aforementioned issues and provides a multi-level research framework that is comprised by seven complementary research articles. These provide a broad perspective on open innovation, from the project level to the innovation system level of analysis, each analyzing a unique area in enough depth to provide all the necessary insights and future valuable guidelines to managers and policy makers. The studies include an exploration of different types of innovation intermediaries in Europe and the US where the analysis reveals different approaches and value propositions adopted by innovation intermediaries. Two further studies focus on the business model of one-sided and two-sided innovation intermediaries and how these create and capture value for firms in technology and idea markets. These two independent case studies rely on archival information, interviews and surveys. A further in-depth case study of NineSigma – an innovation intermediary – reveals how intermediaries are not only beneficial to capture ideas from technology and idea markets but also to assist firms in articulating and codifying firms’ scientific problems. All these studies revealed firms’ seek for external knowledge to speed up their innovation process, as earlier results would allow them to launch faster products to market or determine the commercial unavailability of corporate venturing initiatives. The fifth study confirms open innovation collaboration speeds up the innovation process but collaboration with scientific partners do not help to speed up projects. Also, this study suggests when corporate venturing and core business unit can benefit from collaborating with external market and scientific partners. The two final studies provide innovation policy guidelines for the European Union and Mediterranean System of Innovation where open innovation, service innovation and business models represent the novelty in a policy level study. Overall, this doctoral thesis addresses the disconnection between open innovation studies and established streams of literature such as innovation intermediaries, dynamic capabilities, innovation speed, corporate venturing and innovation policy. The paramount academic contributions in this thesis include: a) an overarching business model typology of different innovation intermediaries, which is meant to be used to decide between collaborating with one-sided vs. two-sided innovation intermediaries; b) a contribution to Zollo and Winter’s (2002) framework on how innovation intermediaries help firms articulating and codifying knowledge and the managerial tensions and benefits of an intermediated external knowledge acquisition strategy; c) empirical support to the claim that open innovation speeds up the innovation process as well as the most advantageous type of collaboration to accelerate the speed of technology transfer, from research labs to business units, for corporate venturing and core business units; d) the first publication on the Mediterranean System of Innovation; and e) new policy initiatives for the European Union where the insights of open innovation and business models enlarged the common theoretical contributions on innovation systems. In this thesis the study of open innovation at different levels, the multiple theoretical perspectives, the use of qualitative and quantitative data and the different methods of analysis facilitated the discovery of future research opportunities. For this reason, this thesis concludes with recommendations for further scholarly research on open innovation, possible connections to established literatures and new methods and insights for managers interested on adopting open innovation in their own firms

    The development of subsidiary technological capability: network linkages and subsidiary autonomy

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    This research contributes to the literature on subsidiary evolution by exploring the developments of subsidiary technological capabilities. It has been widely acknowledged that subsidiaries have unique in-house capabilities that are embedded in two contexts: 1) the internal technology sources including the headquarter ("HQ") and affiliated-units, such as the research and development ("R&D") centres; 2) the external technology sources comprised of local, regional or global entities, such as local universities. This study examines the relationship between subsidiary capability and autonomy and the mediating effects of communication systems, by linking internal and external networks through which the subsidiary both exploits and creates particular technological capabilities, and through which the parent company HQ, exercises its control. Through a synthesis of the international business and innovation management literature review, a set of measures of technological capability, autonomy and communication have been drawn. A capability taxonomy configured for the semiconductor industry by Ernst et al. (1998) was adapted to specifically examine integrated circuit ("IC") design, production and marketing capabilities amongst five different Taiwan-based foreign wholly-owned subsidiaries in the electronics industry (particular in the integrated circuits sector). These are compared using quantitative and qualitative measures on factors such as the types and levels of technological capabilities, the degree of autonomy and the intensity of communication they have developed. The findings demonstrated that the heart of subsidiary technological-capability creating lies in exploiting the parent company's core- competitive assets and capabilities and creating its capability development using local knowledge systems, and regional and global cooperative partners. The extent to which such developments of subsidiary technological capabilities are dispersed throughout and leveraged on the multinational enterprise ("MNE")'s differentiated network, depends on the intensity of internal and external communication systems for assimilating information or knowledge. Moreover, single subsidiaries have different degrees of decision-making autonomy, which influence both the nature of the internal NINE network, and the extent of influence of the internal and external network linkages on the developments of subsidiary technological capabilities. Overall, this research concludes that subsidiary autonomy is a cyclical process between the parent company and subsidiary, which is affected by the development of a subsidiary's technological capability. The capability- creating of a subsidiary is driven by the interactions between internal and external leverages which broaden the level and types of technological capabilities (namely, marketing-, design-and production-related) in terms of the scope of responsibility, in-house capability and the capacity for assimilation and creation of 4new' technology

    External knowledge sourcing from startups:An analysis of the pre-collaboration phase

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    As digitalization has caused major changes within various traditional industries, firms are forced to explore new technological paths and access knowledge beyond their boundaries. This dissertation focuses on knowledge provided by startups. Besides introducing search approaches and successful search strategies to identify startups, this work also provides insights into how corporations may become attractive partners for startups. In addition, the quality of startup ideas is compared with ideas originating from established suppliers. Finally, this dissertation examines the implications of engaging with startups

    Strategic Sourcing: Developing a Progressive Framework for Make-Or-Buy Decisions

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    Purpose: Make-or-buy decisions represent a critical dilemma faced by many firms. The appropriate decision between designing and manufacturing parts or services in-house, buying them from external providers or combining both is a fundamental firm process. This paper seeks to address this question by updating the traditional make-or-buy literature with new academic insights, developing a make-or-buy framework with a tool for its operationalisation to help managers evaluate sourcing decisions. Design/methodology/approach: First, a literature review of the principal theories and approaches about make-or-buy decisions is discussed. Second, the development of the make-or-buy framework is described and explained based on the results of qualitative interviews with practitioners and a set of interviews of an in-firm case study. Third, the results and the implementation of the framework are outlined. Findings: Our study not only validates the proposed framework through a set of in-firm make-or-buy decisions, but also provides a structure for its implementation and design a decision matrix with a pairwise comparison tool for helping practitioners to put the framework into practice. Research limitations/implications: This paper aims to contribute to the study of the make-or-buy literature in supply chain management through the graphical representation of why and how make-or-buy decisions are made. Interestingly, the paper presents relevant dimensions and factors to be studied and evaluates possible outcomes when approaching make-or-buy decisions. Originality/value: Our results suggest that practitioners should combine this framework with a pairwise comparison matrix and a multi-criteria decision analysis based on the TOPSIS methodology to assess strategic sourcing decisions

    Industrial clusters in local and regional economies: a post Porter approach to the identification & evaluation of clusters in North Dublin

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    In a departure from the predominantly Porter (1990, 1998) influenced cluster studies that weie pei formed on Irish manufacturing throughout the 1990s i.e. studies which examined primarily market based relationships in the national context, this dissertation has focused on local and regional industry concentrations and the nature of inter-firm relationships within those concentrations Underpinning this approach is a bioad theoretical framework that combines three streams of related literature industrial districts, Porter's clusters and regional systems of innovation This alternative approach is applied to the local economy of North Dublin wheie analysis of region-specific employment data using location quotients indicates a number of spatially concentrated industrial sectors We then pose the question Do spatial concentrations o f industry in North Dublin constitute clusters? Using a case study approach we answer this question in relation to three traditional sectois Fish piocessing and preservation, Paper print and publishing, and Bakery food products We find that, for the most part, spatial concentrations do not constitute clusters, at least not in the Portenan sense of the term Despite this, elements or characteristics of clustcis are identified in two of the three sectors Using a simple analytical framework based on contextual and transactional environments we compare and contrast the inter-firm dynamics of each of these tiaditional sectors We identify a number of factors of each of the sector’s tiansactional and contextual environments that have shaped the nature of interaction between and among firms and attribute the disparate trajectories in firms’ interactive piocesses to these sectoral difference
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