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Identification of Overall Innovation Behavior by Using a Decision Tree: The Case of a Korean Manufacturer 원문보기

Sustainability, v.11 no.22, 2019년, pp.6207 -   

Park, Sunyoung

Abstract AI-Helper 아이콘AI-Helper

Based on the two recent consecutive Korean Innovation Surveys in 2014 and 2016, this research empirically identifies the influencing factors and overall behavior of innovation success and failure in the manufacturing industry by using decision-making tree analysis (DT). The influencing factors and b...

참고문헌 (184)

  1. Cho R&D support services for small and medium-sized enterprises: The different perspectives of clients and service providers, and the roles of intermediaries Sci. Public Policy 2016 43 859 

  2. Cho Comparative analysis of R&D-based innovation capabilities in SMEs to design innovation policy Sci. Public Policy 2017 44 403 

  3. Radas, Sonja, Božić, Ljiljana. The antecedents of SME innovativeness in an emerging transition economy. Technovation, vol.29, no.6, 438-450.

  4. Zhang, Yongan, Khan, Umair, Lee, Seoyeon, Salik, Madiha. The Influence of Management Innovation and Technological Innovation on Organization Performance. A Mediating Role of Sustainability. Sustainability, vol.11, no.2, 495-.

  5. Michelino, Francesca, Cammarano, Antonello, Celone, Andrea, Caputo, Mauro. The Linkage between Sustainability and Innovation Performance in IT Hardware Sector. Sustainability, vol.11, no.16, 4275-.

  6. Wehnert, Peter, Kollwitz, Christoph, Daiberl, Christofer, Dinter, Barbara, Beckmann, Markus. Capturing the Bigger Picture? Applying Text Analytics to Foster Open Innovation Processes for Sustainability-Oriented Innovation. Sustainability, vol.10, no.10, 3710-.

  7. Shin, Jaeho, Kim, Changhee, Yang, Hongsuk. The Effect of Sustainability as Innovation Objectives on Innovation Efficiency. Sustainability, vol.10, no.6, 1966-.

  8. Bessant, John, Lamming, Richard, Noke, Hannah, Phillips, Wendy. Managing innovation beyond the steady state. Technovation, vol.25, no.12, 1366-1376.

  9. Hall, Linda A., Bagchi-Sen, Sharmistha. An analysis of firm-level innovation strategies in the US biotechnology industry. Technovation, vol.27, no.1, 4-14.

  10. Kapsali, M.. How to implement innovation policies through projects successfully. Technovation, vol.31, no.12, 615-626.

  11. Hobday, M., Boddington, A., Grantham, A.. Policies for design and policies for innovation: Contrasting perspectives and remaining challenges. Technovation, vol.32, no.5, 272-281.

  12. Samara, E., Georgiadis, P., Bakouros, I.. The impact of innovation policies on the performance of national innovation systems: A system dynamics analysis. Technovation, vol.32, no.11, 624-638.

  13. Aubert, B.A., Kishore, R., Iriyama, A.. Exploring and managing the ''innovation through outsourcing'' paradox. The journal of strategic information systems, vol.24, no.4, 255-269.

  14. Soetanto, D., Jack, S.. The impact of university-based incubation support on the innovation strategy of academic spin-offs. Technovation, vol.50, 25-40.

  15. Curnow, R.C., Moring, G.G.. 'Project sappho'. Futures, vol.1, no.2, 82-90.

  16. Rothwell, R., Freeman, C., Horlsey, A., Jervis, V.T.P., Robertson, A.B., Townsend, J.. SAPPHO updated - project SAPPHO phase II. Research policy, vol.3, no.3, 258-291.

  17. Freeman Success and Failure in Industrial Innovation The Economics of Industrial Innovation 1997 197 

  18. Dziallas, Marisa, Blind, Knut. Innovation indicators throughout the innovation process: An extensive literature analysis. Technovation, vol.80, 3-29.

  19. Becheikh, Nizar, Landry, Réjean, Amara, Nabil. Lessons from innovation empirical studies in the manufacturing sector: A systematic review of the literature from 1993–2003. Technovation, vol.26, no.5, 644-664.

  20. Rothwell, Roy. Successful industrial innovation: critical factors for the 1990s. R & D management, vol.22, no.3, 221-240.

  21. Coombs, R., Narandren, P., Richards, A.. A literature-based innovation output indicator. Research policy, vol.25, no.3, 403-413.

  22. Souitaris, Vangelis. External communication determinants of innovation in the context of a newly industrialised country: a comparison of objective and perceptual results from Greece. Technovation, vol.21, no.1, 25-34.

  23. Wolfe, Richard A.. ORGANIZATIONAL INNOVATION: REVIEW, CRITIQUE AND SUGGESTED RESEARCH DIRECTIONS*. The Journal of management studies, vol.31, no.3, 405-431.

  24. Asheim, Bjørn T., Isaksen, Arne. Location, agglomeration and innovation: Towards regional innovation systems in Norway?. European planning studies, vol.5, no.3, 299-330.

  25. MICHIE, JONATHAN. Introduction. The Internationalisation of the Innovation Process. International journal of the economics of business, vol.5, no.3, 261-277.

  26. Amitrano, Cristina, Tregua, Marco, Russo Spena, Tiziana, Bifulco, Francesco. On Technology in Innovation Systems and Innovation-Ecosystem Perspectives: A Cross-Linking Analysis. Sustainability, vol.10, no.10, 3744-.

  27. Wang Mining the R&D innovation performance processes for high-tech firms based on rough set theory Technovation 2010 10.1016/j.technovation.2009.11.001 30 447 

  28. Basti, E., Kuzey, C., Delen, D.. Analyzing initial public offerings' short-term performance using decision trees and SVMs. Decision support systems, vol.73, 15-27.

  29. Evangelista, Rinaldo, Perani, Giulio, Rapiti, Fabio, Archibugi, Daniele. Nature and impact of innovation in manufacturing industry: some evidence from the Italian innovation survey. Research policy, vol.26, no.4, 521-536.

  30. Roberts, Edward B.. Managing Invention and Innovation. Research technology management, vol.50, no.1, 35-54.

  31. Dewangan, V., Godse, M.. Towards a holistic enterprise innovation performance measurement system. Technovation, vol.34, no.9, 536-545.

  32. Freeman, C., Soete, L.. Developing science, technology and innovation indicators: What we can learn from the past. Research policy, vol.38, no.4, 583-589.

  33. Evanschitzky, Heiner, Eisend, Martin, Calantone, Roger J., Jiang, Yuanyuan. Success Factors of Product Innovation: An Updated Meta‐Analysis. The Journal of product innovation management, vol.29, no.1, 21-37.

  34. Archibugi, Daniele, Planta, Mario. Measuring technological change through patents and innovation surveys. Technovation, vol.16, no.9, 451-468,519.

  35. Adams, Richard, Bessant, John, Phelps, Robert. Innovation management measurement: A review. International journal of management reviews : IJMR, vol.8, no.1, 21-47.

  36. Cruz-Cazares, C., Bayona-Saez, C., Garcia-Marco, T.. You can't manage right what you can't measure well: Technological innovation efficiency. Research policy, vol.42, no.6, 1239-1250.

  37. 10.3152/147154400781777368 

  38. Oslo Manual: The Measurement of Scientific and Technological Activities: Proposed Guidelines for Collecting and Interpreting Technological Innovation Data 2005 46 

  39. Kalantaridis, Christos. Processes of innovation among manufacturing SMEs: the experience of Bedfordshire. Entrepreneurship and regional development, vol.11, no.1, 57-78.

  40. Kam The pattern of innovation in Singapore’s manufacturing sector Singap. Manag. Rev. 2003 25 1 

  41. Quadros, Ruy, Furtado, André, Bernardes, Roberto, Franco, Eliane. Technological Innovation in Brazilian Industry : An Assessment Based on the São Paulo Innovation Survey. Technological forecasting and social change, vol.67, no.2, 203-219.

  42. Uzun, Ali. Technological innovation activities in Turkey: the case of manufacturing industry, 1995–1997. Technovation, vol.21, no.3, 189-196.

  43. Baptista, Rui, Swann, Peter. Do firms in clusters innovate more?. Research policy, vol.27, no.5, 525-540.

  44. Michie, Jonathan, Sheehan, Maura. Labour market deregulation, ‘flexibility’ and innovation. Cambridge journal of economics, vol.27, no.1, 123-143.

  45. Zahra, S.A.. Environment, corporate entrepreneurship, and financial performance: A taxonomic approach. Journal of business venturing, vol.8, no.4, 319-340.

  46. Blundell, Richard, Griffiths, Rachel, Van Reenen, John. Market Share, Market Value and Innovation in a Panel of British Manufacturing Firms. The Review of economic studies, vol.66, no.3, 529-554.

  47. Koeller, C. Timothy. Innovation, market structure and firm size: A simultaneous equations model. Managerial and decision economics : MDE, vol.16, no.3, 259-269.

  48. Nielsen Patenting, R&D and market structure: Manufacturing firms in Denmark Technol. Forecast. Soc. Chang. 2001 10.1016/S0040-1625(99)00064-5 66 47 

  49. Smolny, Werner. Determinants of innovation behaviour and investment estimates for west-german manufacturing firms. Economics of innovation and new technology, vol.12, no.5, 449-463.

  50. Debackere, Koenraad, Clarysse, Bart, Rappa, Michael A.. Dismantling the ivory tower: The influence of networks on innovative output in emerging technologies. Technological forecasting and social change, vol.53, no.2, 139-154.

  51. Beneito, Pilar. Choosing among alternative technological strategies: an empirical analysis of formal sources of innovation. Research policy, vol.32, no.4, 693-713.

  52. Love, James H., Ashcroft, Brian. Market versus Corporate Structure in Plant-Level Innovation Performance. Small business economics, vol.13, no.2, 97-109.

  53. González-Blanco, Jennifer, Coca-Pérez, Jose, Guisado-González, Manuel. The Contribution of Technological and Non-Technological Innovation to Environmental Performance. An Analysis with a Complementary Approach. Sustainability, vol.10, no.11, 4014-.

  54. Brouwer, Erik, Budil-Nadvornikova, Hana, Kleinknecht, Alfred. Are Urban Agglomerations a Better Breeding Place for Product Innovation? An Analysis of New Product Announcements. Regional studies, vol.33, no.6, 541-549.

  55. Kaufmann, Alexander, Tödtling, Franz. Science–industry interaction in the process of innovation: the importance of boundary-crossing between systems. Research policy, vol.30, no.5, 791-804.

  56. Wang, Liyan. A Study on Innovation Performance Measurement of College Students’ Venture Enterprise Based on SFA Model. Journal of computers, vol.7, no.8,

  57. De Fuentes, Claudia, Dutrenit, Gabriela, Santiago, Fernando, Gras, Natalia. Determinants of Innovation and Productivity in the Service Sector in Mexico. Emerging markets finance & trade, vol.51, no.3, 578-592.

  58. Kamasak, Rifat. Determinants of innovation Performance: A Resource-based Study. Procedia, social and behavioral sciences, vol.195, 1330-1337.

  59. Frey, Marco, Iraldo, Fabio, Testa, Francesco. The determinants of innovation in green supply chains: evidence from an Italian sectoral study. R & D management, vol.43, no.4, 352-364.

  60. MacPherson, Alan D.. Academic-industry linkages and small firm innovation: evidence from the scientific instruments sector. Entrepreneurship and regional development, vol.10, no.4, 261-276.

  61. Romijn, Henny, Albaladejo, Manuel. Determinants of innovation capability in small electronics and software firms in southeast England. Research policy, vol.31, no.7, 1053-1067.

  62. Keizer, Jimme A., Dijkstra, Lieuwe, Halman, Johannes I.M.. Explaining innovative efforts of SMEs. : An exploratory survey among SMEs in the mechanical and electrical engineering sector in The Netherlands. Technovation, vol.22, no.1, 1-13.

  63. Trąpczyński, Piotr, Puślecki, Łukasz, Staszków, Michał. Determinants of Innovation Cooperation Performance: What Do We Know and What Should We Know?. Sustainability, vol.10, no.12, 4517-.

  64. Cooke, Philip, Gomez Uranga, Mikel, Etxebarria, Goio. Regional innovation systems: Institutional and organisational dimensions. Research policy, vol.26, no.4, 475-491.

  65. Storper, M., Harrison, B.. Flexibility, hierarchy and regional development: The changing structure of industrial production systems and their forms of governance in the 1990s. Research policy, vol.20, no.5, 407-422.

  66. Dicken The local embeddness of transnational corporations Globalization, Institutions, and Regional Development in Europe 1995 23 

  67. Landry, Réjean, Amara, Nabil, Lamari, Moktar. Does social capital determine innovation? To what extent?. Technological forecasting and social change, vol.69, no.7, 681-701.

  68. Ritter, Thomas, Gemünden, Hans Georg. Network competence : Its impact on innovation success and its antecedents. Journal of business research, vol.56, no.9, 745-755.

  69. Souitaris, Vangelis. Technological trajectories as moderators of firm-level determinants of innovation. Research policy, vol.31, no.6, 877-898.

  70. Beugelsdijk, Sjoerd, Cornet, Maarten. `A Far Friend is Worth More than a Good Neighbour': Proximity and Innovation in a Small Country. Journal of management and governance, vol.6, no.2, 169-188.

  71. Coombs, Rod, Tomlinson, Mark. Patterns in UK company innovation styles: New evidence from the CBI innovation trends survey. Technology analysis & strategic management, vol.10, no.3, 295-310.

  72. Love, James H., Roper, Stephen. Location and network effects on innovation success: evidence for UK, German and Irish manufacturing plants. Research policy, vol.30, no.4, 643-661.

  73. Avermaete, Tessa, Viaene, Jacques, Morgan, Eleanor J., Pitts, Eamonn, Crawford, Nick, Mahon, Denise. Determinants of product and process innovation in small food manufacturing firms. Trends in food science & technology, vol.15, no.10, 474-483.

  74. Åstebro, Thomas, Michela, John L.. Predictors of the Survival of Innovations*. The Journal of product innovation management, vol.22, no.4, 322-335.

  75. Bullinger Managing innovation capability in SMEs. The Fraunhofer three-stage approach Tech Monit. 2007 24 17 

  76. 10.1093/oxfordjournals.cje.a035286 

  77. An Interim Report on Measuring Product Development Success and Failure. The Journal of product innovation management, vol.10, no.4, 291-308.

  78. Hollenstein, Heinz. Innovation modes in the Swiss service sector: a cluster analysis based on firm-level data. Research policy, vol.32, no.5, 845-863.

  79. Thongsri, Natenapang, Chang, Alex Kung-Hsiung. Interactions Among Factors Influencing Product Innovation and Innovation Behaviour: Market Orientation, Managerial Ties, and Government Support. Sustainability, vol.11, no.10, 2793-.

  80. Darroch, Jenny, McNaughton, Rod. Examining the link between knowledge management practices and types of innovation. Journal of intellectual capital, vol.3, no.3, 210-222.

  81. Koberg, Christine S.. Facilitators of organizational innovation: The role of life-cycle stage. Journal of business venturing, vol.11, no.2, 133-149.

  82. Koschatzky, Knut, Bross, Ulrike, Stanovnik, Peter. Development and innovation potential in the Slovene manufacturing industry: analysis of an industrial innovation survey. Technovation, vol.21, no.5, 311-324.

  83. Koeller, C. Timothy. Union membership, market structure, and the innovation output of large and small firms. Journal of labor research, vol.17, no.4, 683-699.

  84. Baldwin, John R., Johnson, Joanne. Business strategies in more- and less-innovative firms in Canada. Research policy, vol.25, no.5, 785-804.

  85. Bughin, J., Jacques, J.M.. Managerial efficiency and the Schumpeterian link between size, market structure and innovation revisited. Research policy, vol.23, no.6, 653-659.

  86. Damanpour, Fariborz. Organizational Size and Innovation. Organization studies, vol.13, no.3, 375-402.

  87. Majumdar, Sumit K.. The determinants of investment in new technology: An examination of alternative hypotheses. Technological forecasting and social change, vol.50, no.3, 235-247.

  88. Tsai Knowledge transfer in intraorganizational networks: Effects of network position and absorptive capacity on business unit innovation and performance Acad. Manag. J. 2001 10.2307/3069443 44 996 

  89. GONZÁLEZ-BENITO, ÓSCAR, MUÑOZ-GALLEGO, PABLO A., GARCÍA-ZAMORA, EVELYN. ENTREPRENEURSHIP AND MARKET ORIENTATION AS DETERMINANTS OF INNOVATION: THE ROLE OF BUSINESS SIZE. International journal of innovation management, vol.19, no.4, 1550035-.

  90. Aldieri, Luigi, Vinci, Concetto Paolo. Firm Size and Sustainable Innovation: A Theoretical and Empirical Analysis. Sustainability, vol.11, no.10, 2775-.

  91. Andries, Petra, Stephan, Ute. Environmental Innovation and Firm Performance: How Firm Size and Motives Matter. Sustainability, vol.11, no.13, 3585-.

  92. Bertschek, Irene, Entorf, Horst. On nonparametric estimation of the Schumpeterian link between innovation and firm size: Evidence from Belgium, France, and Germany. Empirical economics, vol.21, no.3, 401-426.

  93. Schumpeter The Theory of Economic Development: An Inquiry into Profits, Capital, Credit, Interest and the Business Cycle 1934 

  94. Schumpeter Socialism, Capitalism and Democracy 1942 

  95. Sørensen, Jesper B., Stuart, Toby E.. Aging, Obsolescence, and Organizational Innovation. Administrative science quarterly, vol.45, no.1, 81-112.

  96. 10.1504/IJTE.2008.022865 

  97. Freel, Mark. External linkages and product innovation in small manufacturing firms. Entrepreneurship and regional development, vol.12, no.3, 245-266.

  98. Love, James H., Ashcroft, Brian, Dunlop, Stewart. Corporate structure, ownership and the likelihood of innovation. Applied economics, vol.28, no.6, 737-746.

  99. Martinez-Ros, Ester. Explaining the decisions to carry out product and process innovations : The spanish case. Journal of high technology management research, vol.10, no.2, 223-242.

  100. BISHOP, PAUL, WISEMAN, NICK. External ownership and innovation in the United Kingdom. Applied economics, vol.31, no.4, 443-450.

  101. Propris, Lisa De. Innovation And Inter-Firm Co-Operation: The Case Of The West Midlands. Economics of innovation and new technology, vol.9, no.5, 421-446.

  102. Song, ChiUng, Oh, Wankeun. Determinants of innovation in energy intensive industry and implications for energy policy. Energy policy, vol.81, 122-130.

  103. Arvanitis, Spyros, Sydow, Nora, Woerter, Martin. Is there any Impact of University-Industry Knowledge Transfer on Innovation and Productivity? An Empirical Analysis Based on Swiss Firm Data. Review of industrial organization, vol.32, no.2, 77-94.

  104. Jacobsson Indicators of technological activities-comparing educational, patent and R&D statistics in the case of Sweden Res. Policy 1996 10.1016/0048-7333(95)00855-1 25 573 

  105. Flor, M.L, Oltra, M.J. Identification of innovating firms through technological innovation indicators: an application to the Spanish ceramic tile industry. Research policy, vol.33, no.2, 323-336.

  106. Sosnowski, Janusz. Precipitating Innovations by Academia and Industry Feedback. Procedia, social and behavioral sciences, vol.109, 113-119.

  107. Kleinknecht Why do we need new innovation output indicators? An introduction New Concepts in Innovation Output Measurement 1993 1 

  108. Cavdar, Seyma Caliskan, Aydin, Alev Dilek. An Empirical Analysis about Technological Development and Innovation Indicators. Procedia, social and behavioral sciences, vol.195, 1486-1495.

  109. Raymond R&D as a determinant of innovation in manufacturing SMEs: An attempt at empirical clarification Technovation 2010 10.1016/j.technovation.2009.05.005 30 48 

  110. 10.2307/3594106 

  111. PEKOVIC, SANJA, LOJPUR, ANDJELKO, PEJIC-BACH, MIRJANA. DETERMINANTS OF INNOVATION INTENSITY IN DEVELOPED AND IN DEVELOPING ECONOMIES: THE CASE OF FRANCE AND CROATIA. International journal of innovation management, vol.19, no.5, 1550049-.

  112. Cohen Innovation and learning: The two faces of R&D Econ. J. 1989 10.2307/2233763 99 569 

  113. Graves R&D productivity: A global multi-industry comparison Technol. Forecast. Soc. Chang. 1996 10.1016/S0040-1625(96)00068-6 53 125 

  114. Kim, Choo Yeon, Lim, Myung Sub, Yoo, Jae Wook. Ambidexterity in External Knowledge Search Strategies and Innovation Performance: Mediating Role of Balanced Innovation and Moderating Role of Absorptive Capacity. Sustainability, vol.11, no.18, 5111-.

  115. Loredo, Enrique, Lopez-Mielgo, Nuria, Pineiro-Villaverde, Gustavo, García-Álvarez, María. Utilities: Innovation and Sustainability. Sustainability, vol.11, no.4, 1085-.

  116. Widya-Hasuti, Afris, Mardani, Abbas, Streimikiene, Dalia, Sharifara, Ali, Cavallaro, Fausto. The Role of Process Innovation between Firm-Specific Capabilities and Sustainable Innovation in SMEs: Empirical Evidence from Indonesia. Sustainability, vol.10, no.7, 2244-.

  117. Pisano Joint ventures and collaboration in the biotechnology industry International Collaborative Ventures in US Manufacturing 1988 

  118. Mohnen, Pierre, Hoareau, Cathy. What type of enterprise forges close links with universities and government labs? Evidence from CIS 2. Managerial and decision economics : MDE, vol.24, no.2, 133-145.

  119. Miotti Co-operative R&D: Why and with whom?: An integrated framework of analysis Res. Policy 2003 10.1016/S0048-7333(02)00159-2 32 1481 

  120. Becker R&D cooperation and innovation activities of firms-evidence for the German manufacturing industry Res. Policy 2004 10.1016/j.respol.2003.07.003 33 209 

  121. Sampson R&D alliances and firm performance: The impact of technological diversity and alliance organization on innovation Acad. Manag. J. 2007 10.5465/amj.2007.24634443 50 364 

  122. Abramovsky, Laura, Kremp, Elisabeth, López, Alberto, Schmidt, Tobias, Simpson, Helen. Understanding co-operative innovative activity: evidence from four European countries. Economics of innovation and new technology, vol.18, no.3, 243-265.

  123. Freel, Mark S., Harrison, Richard T.. Innovation and cooperation in the small firm sector: Evidence from ‘Northern Britain’. Regional studies, vol.40, no.4, 289-305.

  124. Harrigan, Kathryn Rudie. Joint ventures and competitive strategy. Strategic management journal, vol.9, no.2, 141-158.

  125. Kogut, Bruce. Joint ventures: Theoretical and empirical perspectives. Strategic management journal, vol.9, no.4, 319-332.

  126. Kesteloot Stable R&D cooperation with spillovers J. Econ. Manag. Strategy 1995 10.1111/j.1430-9134.1995.00651.x 4 651 

  127. Barkema, Harry G., Vermeulen, Freek. What Differences in the Cultural Backgrounds of Partners Are Detrimental for International Joint Ventures?. Journal of international business studies, vol.28, no.4, 845-864.

  128. Mora-Valentin Determining factors in the success of R&D cooperative agreements between firms and research organizations Res. Policy 2004 10.1016/S0048-7333(03)00087-8 33 17 

  129. Lhuillery R&D cooperation and failures in innovation projects: Empirical evidence from French CIS data Res. Policy 2009 10.1016/j.respol.2008.09.002 38 45 

  130. Mata Risky innovation: The impact of internal and external R&D strategies upon the distribution of returns Res. Policy 2013 10.1016/j.respol.2012.08.004 42 495 

  131. Ozman, M.. Inter-firm networks and innovation: a survey of literature. Economics of innovation and new technology, vol.18, no.1, 39-67.

  132. Oliver, Christine. Determinants of Interorganizational Relationships: Integration and Future Directions. The Academy of management review, vol.15, no.2, 241-265.

  133. Okamuro Determinants of successful R&D cooperation in Japanese small businesses: The impact of organizational and contractual characteristics Res. Policy 2007 10.1016/j.respol.2006.12.008 36 1529 

  134. Cassiman In search of complementarity in innovation strategy: Internal R&D and external knowledge acquisition Manag. Sci. 2006 10.1287/mnsc.1050.0470 52 68 

  135. Beneito The innovative performance of in-house and contracted R&D in terms of patents and utility models Res. Policy 2006 10.1016/j.respol.2006.01.007 35 502 

  136. Lokshin The productivity effects of internal and external R&D: Evidence from a dynamic panel data model Oxf. Bull. Econ. Stat. 2008 10.1111/j.1468-0084.2008.00503.x 70 399 

  137. Hagedoorn Is there complementarity or substitutability between internal and external R&D strategies? Res. Policy 2012 10.1016/j.respol.2012.02.012 41 1072 

  138. Hou Are Non-R&D Innovation Activities Actually Effective for Innovation Sustainability? Empirical Study from Chinese High-Tech Industry Sustainability 2018 10.3390/su11010174 11 174 

  139. Blind, Knut, Edler, Jakob, Frietsch, Rainer, Schmoch, Ulrich. Motives to patent: Empirical evidence from Germany. Research policy, vol.35, no.5, 655-672.

  140. Kleinknecht, Alfred, van Montfort, Kees, Brouwer, Erik. The Non-Trivial Choice between Innovation Indicators. Economics of innovation and new technology, vol.11, no.2, 109-121.

  141. Hagedoorn, John, Cloodt, Myriam. Measuring innovative performance: is there an advantage in using multiple indicators?. Research policy, vol.32, no.8, 1365-1379.

  142. J. Acs, Zoltan, Audretsch, David B.. Patents as a Measure of Innovative Activity. Kyklos; internationale Zeitschrift für Sozialwissenschaften, vol.42, no.2, 171-180.

  143. Cooper, R.G., Kleinschmidt, E.J.. New-product success in the chemical industry. Industrial marketing management, vol.22, no.2, 85-99.

  144. Chiesa Performance measurement in R&D: Exploring the interplay between measurement objectives, dimensions of performance and contextual factors R D Manag. 2009 10.1111/j.1467-9310.2009.00554.x 39 487 

  145. Tohidi, H., Jabbari, M.M.. Providing a Framework for Measuring Innovation within Companies. Procedia Technology, vol.1, 583-585.

  146. Edison, H., bin Ali, N., Torkar, R.. Towards innovation measurement in the software industry. The Journal of systems and software, vol.86, no.5, 1390-1407.

  147. Ivanov, Cristian-IonuŢ, Avasilcăi, Silvia. Performance Measurement Models: An Analysis for Measuring Innovation Processes Performance. Procedia, social and behavioral sciences, vol.124, 397-404.

  148. PDMA Success Measurement Project: Recommended Measures for Product Development Success and Failure. The Journal of product innovation management, vol.13, no.6, 478-496.

  149. Kaplan The balanced scorecard: Measures that drive performance Harv. Bus. Rev. 1992 70 71 

  150. Caird, S., Hallett, S., Potter, S.. The Open2-Innova8ion Tool-A software tool for rating organisational innovation performance. Technovation, vol.33, no.10, 381-385.

  151. Chiesa An exploratory study on R&D performance measurement practices: A survey of Italian R&D-intensive firms Int. J. Innov. Manag. 2009 10.1142/S1363919609002182 13 65 

  152. Kim, Song-Kyoo. Explicit Design of Innovation Performance Metrics by Using Analytic Hierarchy Process Expansion. International journal of mathematics and mathematical sciences, vol.2014, 1-7.

  153. Seo R&D cooperation and unintended innovation performance: Role of appropriability regimes and sectoral characteristics Technovation 2017 10.1016/j.technovation.2017.03.002 66 28 

  154. Eom, B.Y., Lee, K.. Determinants of industry-academy linkages and, their impact on firm performance: The case of Korea as a latecomer in knowledge industrialization. Research policy, vol.39, no.5, 625-639.

  155. Kang, Ki H., Kang, Jina. Do External Knowledge Sourcing Modes Matter for Service Innovation? Empirical Evidence from South Korean Service Firms. The Journal of product innovation management, vol.31, no.1, 176-191.

  156. Chun Determinants of R&D cooperation in small and medium-sized enterprises Small Bus. Econ. 2012 10.1007/s11187-010-9312-5 39 419 

  157. Seo Value capture mechanism: R&D productivity comparison of SMEs Manag. Decis. 2015 10.1108/MD-02-2014-0089 53 318 

  158. Bozkir, Ahmet Selman, Sezer, Ebru Akcapinar. Predicting food demand in food courts by decision tree approaches. Procedia computer science, vol.3, 759-763.

  159. Delen, D., Kuzey, C., Uyar, A.. Measuring firm performance using financial ratios: A decision tree approach. Expert systems with applications, vol.40, no.10, 3970-3983.

  160. Breiman, Leo. Statistical Modeling: The Two Cultures (with comments and a rejoinder by the author). Statistical science : a review journal of the Institute of Mathematical Statistics, vol.16, no.3,

  161. Horner, Stacy B., Fireman, Gary D., Wang, Eugene W.. The relation of student behavior, peer status, race, and gender to decisions about school discipline using CHAID decision trees and regression modeling. Journal of school psychology, vol.48, no.2, 135-161.

  162. You, Zhen, Si, Yain-Whar, Zhang, Defu, Zeng, XiangXiang, Leung, Stephen C.H., Li, Tao. A decision-making framework for precision marketing. Expert systems with applications, vol.42, no.7, 3357-3367.

  163. Provost, Foster; Kohavi, Ron etc. "Guest Editors' Introduction: On Applied Research in Machine Learning." Machine learning, v.30 no.2/3 (1998), pp. 127-132, doi:10.1023/A:1007442505281.

  164. Veugelers, Reinhilde, Cassiman, Bruno. Make and buy in innovation strategies: evidence from Belgian manufacturing firms. Research policy, vol.28, no.1, 63-80.

  165. Katz Investigating the Not Invented Here (NIH) syndrome: A look at the performance, tenure, and communication patterns of 50 R&D project groups R D Manag. 1982 10.1111/j.1467-9310.1982.tb00478.x 12 7 

  166. Gopalakrishnan, Shanthi. A reexamination of product and process innovations using a knowledge-based view. Journal of high technology management research, vol.10, no.1, 147-166.

  167. Weber, K. Matthias, Schaper-Rinkel, Petra. European sectoral innovation foresight: Identifying emerging cross-sectoral patterns and policy issues. Technological forecasting and social change, vol.115, 240-250.

  168. Hansen, Ulrich Elmer, Gregersen, Cecilia, Lema, Rasmus, Samoita, Dominic, Wandera, Faith. Technological shape and size: A disaggregated perspective on sectoral innovation systems in renewable electrification pathways. Energy research & social science, vol.42, 13-22.

  169. Huergo, Elena. The role of technological management as a source of innovation: Evidence from Spanish manufacturing firms. Research policy, vol.35, no.9, 1377-1388.

  170. Lau, A.K.W., Lo, W.. Regional innovation system, absorptive capacity and innovation performance: An empirical study. Technological forecasting and social change, vol.92, 99-114.

  171. Kiuru, J., Inkinen, T.. Predicting innovative growth and demand with proximate human capital: A case study of the Helsinki metropolitan area. Cities, vol.64, 9-17.

  172. Diez, Javier Revilla. Innovative networks in manufacturing: some empirical evidence from the metropolitan area of Barcelona. Technovation, vol.20, no.3, 139-150.

  173. Sable, Michael. The impact of the biotechnology industry on local economic development in the Boston and San Diego metropolitan areas. Technological forecasting and social change, vol.74, no.1, 36-60.

  174. Blind, Knut, Grupp, Hariolf. Interdependencies between the science and technology infrastructure and innovation activities in German regions: empirical findings and policy consequences. Research policy, vol.28, no.5, 451-468.

  175. Chung, S. Building a national innovation system through regional innovation systems. Technovation, vol.22, no.8, 485-491.

  176. Pavitt, K.. Sectoral patterns of technical change: Towards a taxonomy and a theory. Research policy, vol.13, no.6, 343-373.

  177. Castellacci, F.. Technological paradigms, regimes and trajectories: Manufacturing and service industries in a new taxonomy of sectoral patterns of innovation. Research policy, vol.37, no.6, 978-994.

  178. Malerba Sectoral dynamics and structural change: Stylized facts and “system of innovation” approaches Sectoral Systems of Innovation: Concepts, Issues and Analyses of Six Major Sectors in Europe 2004 42 

  179. Malerba, Franco. Sectoral systems of innovation and production. Research policy, vol.31, no.2, 247-264.

  180. Breschi, Stefano, Malerba, Franco, Orsenigo, Luigi. Technological Regimes and Schumpeterian Patterns of Innovation. The economic journal : the quarterly journal of the Royal Economic Society, vol.110, no.463, 388-410.

  181. 10.1504/IJTLID.2008.019980 

  182. Camagni, Roberto P.. THE CONCEPT OF INNOVATIVE MILIEU AND ITS RELEVANCE FOR PUBLIC POLICIES IN EUROPEAN LAGGING REGIONS. Papers in regional science : the journal of the Regional Science Association International, vol.74, no.4, 317-340.

  183. Asheim, Bjorn T., Smith, Helen Lawton, Oughton, Christine. Regional Innovation Systems: Theory, Empirics and Policy. Regional studies, vol.45, no.7, 875-891.

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