Abstract
Built upon a 30-year dataset collected from the web of science database, the present research aims to offer a comprehensive overview of papers, authors, streams of research, and the most influential journals that discuss product and process innovation in the manufacturing environment. The dataset is composed of 418 papers from more than 150 journals from the period between 1985 and 2015. Homogeneity analysis by means of alternating least squares (HOMALS) and social network analysis (SNA) are used to accomplish the objectives listed above through the keywords given by authors. Initially, the paper highlights and discusses the similarity between the topics debated by the main journals in this field. Subsequently, a wide-range map of topics is presented highlighting five main areas of interests; namely, performance, patent, small firm, product development, and organization. A SNA is also performed in order to validate the results that emerged from HOMALS. Finally, several insights about future research avenues in the manufacturing field are provided.
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Aas, T. H., Breunig, K. J., Hydle, K. M., & Pedersen, P. E. (2015). Innovation management practices in production-intensive service firms. International Journal of Innovation Management, 19(05), 1550055.
Adner, R., & Levinthal, D. (2001). Demand heterogeneity and technology evolution: Implications for product and process innovation. Management Science, 47(5), 611–628.
Al, U., Taşkın, Z., & Düzyol, G. (2012). Use of social network analysis in bibliometric researches. BOBCATSSS 2012, 20th International Conference on Information Science, Amsterdam, 23–25 January 2012, BOCK+HERCHEN Verlag: Bad Honnef.
Alegre, J., & Chiva, R. (2008). Assessing the impact of organizational learning capability on product innovation performance: An empirical test. Technovation, 28(6), 315–326.
Amara, N., & Landry, R. (2005). Sources of information as determinants of novelty of innovation in manufacturing firms: Evidence from the 1999 statistics Canada innovation survey. Technovation, 25(3), 245–259.
Amin, M., & Mabe, M. (2004). Impact factors: Use and abuse. International Journal of Environmental Science and Technology, 1(1), 1.
Antonioli, D., Mancinelli, S., & Mazzanti, M. (2013). Is environmental innovation embedded within high-performance organisational changes? The role of human resource management and complementarity in green business strategies. Research Policy, 42(4), 975–988.
Appio, F. P., Martini, A., Massa, S., & Testa, S. (2016). Unveiling the intellectual origins of Social Media-based innovation: Insights from a bibliometric approach. Scientometrics, 108(1), 355–388.
Arrow, K. (1962). Economic welfare and the allocation of resources for invention. In The rate and direction of inventive activity: Economic and social factors (pp. 609–626). Princeton: Princeton University Press.
Asheim, B. T., & Isaksen, A. (1997). Location, agglomeration and innovation: Towards regional innovation systems in Norway? European Planning Studies, 5(3), 299–330.
Atzori, L., Iera, A., & Morabito, G. (2010). The internet of things: A survey. Computer Networks, 54(15), 2787–2805.
Becheikh, N., Landry, R., & Amara, N. (2006). Lessons from innovation empirical studies in the manufacturing sector: A systematic review of the literature from 1993 to 2003. Technovation, 26(5), 644–664.
Bendixen, M., & Sandler, M. (1995). Converting verbal scales to interval scales using correspondence analysis. Management Dynamics: Contemporary Research, 4(1), 32–50.
Bi, Z. M., Lang, S. Y., Shen, W., & Wang, L. (2008). Reconfigurable manufacturing systems: The state of the art. International Journal of Production Research, 46(4), 967–992.
Borgatti, S. P., Everett, M. G., & Freeman, L. C. (2002). Ucinet for windows: Software for social network analysis. Harvard, MA: Analytic Technologies.
Brown, S. L., & Eisenhardt, K. M. (1995). Product development: Past research, present findings, and future directions. Academy of Management Review, 20(2), 343–378.
Buffington, J. (2016). The future of manufacturing: An end to mass production. In Frictionless markets (pp. 49–65). Berlin: Springer.
Camisón-Zornoza, C., Lapiedra-Alcamí, R., Segarra-Ciprés, M., & Boronat-Navarro, M. (2004). A meta-analysis of innovation and organizational size. Organization Studies, 25(3), 331–361.
Caputo, A., Marzi, G., & Pellegrini, M. M. (2016). The internet of things in manufacturing innovation processes: Development and application of a conceptual framework. Business Process Management Journal, 22(2), 383–402.
Castellacci, F. (2008). Technological paradigms, regimes and trajectories: Manufacturing and service industries in a new taxonomy of sectoral patterns of innovation. Research Policy, 37(6), 978–994.
Chang, Y. W., Huang, M. H., & Lin, C. W. (2015). Evolution of research subjects in library and information science based on keyword, bibliographical coupling, and co-citation analyses. Scientometrics, 105(3), 2071–2087.
Clark, K. B., & Fujimoto, T. (1991). Product development and performance. Boston: Harvard Business School Press.
Coe, D. T., & Helpman, E. (1995). International r&d spillovers. European Economic Review, 39(5), 859–887.
Crossan, M. M., & Apaydin, M. (2010). A multi-dimensional framework of organizational innovation: A systematic review of the literature. Journal of Management Studies, 47(6), 1154–1191.
Czapski, G. (1997). The use of deciles of the citation impact to evaluate different fields of research in Israel. Scientometrics, 40(3), 437–443.
Dabic, M., González-Loureiro, M., & Furrer, O. (2014). Research on the strategy of multinational enterprises: Key approaches and new avenues. Business Research Quarterly, 17(2), 129–148.
Gonzalez-Loureiro, M., Dabić, M., & Kiessling, T. (2015). Supply chain management as the key to a firm’s strategy in the global marketplace: Trends and research agenda. International Journal of Physical Distribution and Logistics Management, 45(1/2), 159–181.
Dabic, M., González-Loureiro, M., & Harvey, M. (2015). Evolving research on expatriates: What is ‘known’after four decades (1970–2012). The International Journal of Human Resource Management, 26(3), 316–337.
Daft, R. L. (1978). A dual-core model of organizational innovation. Academy of Management Journal, 21(2), 193–210.
Damanpour, F. (1987). The adoption of technological, administrative, and ancillary innovations: Impact of organizational factors. Journal of Management, 13(4), 675–688.
Damanpour, F. (1991). Organizational innovation: A meta-analysis of effects of determinants and moderators. The Academy of Management Journal, 34(3), 555–590.
Davies, A. (2004). Moving base into high-value integrated solutions: A value stream approach. Industrial and Corporate Change, 13(5), 727–756.
De Leeuw, J., & Mair, P. (2009). Gifi methods for optimal scaling in R: The package homals. Journal of Statistical Software, 31(4), 1–20.
De Massis, A., Frattini, F., Pizzurno, E., & Cassia, L. (2015). Product innovation in family versus nonfamily firms: An exploratory analysis. Journal of Small Business Management, 53(1), 1–36.
Dewar, R. D., & Dutton, J. E. (1986). The adoption of radical and incremental innovations: An empirical analysis. Management Science, 32(11), 1422–1433.
Drucker, P. (1994). Innovation and entrepreneurship (2nd ed.). Oxford: Butterworth-Heinemann.
Duy, J., & Vaughan, L. (2006). Can electronic journal usage data replace citation data as a measure of journal use? An empirical examination. The Journal of Academic Librarianship, 32(5), 512–517.
Engelbrecht, H. J. (1997). International R&D spillovers, human capital and productivity in OECD economies: An empirical investigation. European Economic Review, 41(8), 1479–1488.
Ettlie, J. E., Bridges, W. P., & O’Keefe, R. D. (1984). Organization strategy and structural differences for radical versus incremental innovation. Management Science, 30(6), 682–695.
Fagerberg, J., Fosaas, M., & Sapprasert, K. (2012). Innovation: Exploring the knowledge base. Research Policy, 41, 1132–1153.
Falagas, M. E., Pitsouni, E. I., Malietzis, G. A., & Pappas, G. (2008). Comparison of PubMed, scopus, web of science, and Google scholar: Strengths and weaknesses. The FASEB Journal, 22(2), 338–342.
Furrer, O., Thomas, H., & Goussevskaia, A. (2008). The structure and evolution of the strategic management field: A content analysis of 26 years of strategic management research. International Journal of Management Reviews, 10(1), 1–23.
Garcia, R., & Calantone, R. (2002). A critical look at technological innovation typology and innovativeness terminology: A literature review. Journal of Product Innovation Management, 19(2), 110–132.
Garfield, E. (2006). The history and meaning of the journal impact factor. Jama, 295(1), 90–93.
Garfield, E., & Pudovkin, A. (2015). journal impact factor strongly correlates with the citedness of the median journal paper. Collnet Journal of Scientometrics and Information Management, 9(1), 5–14.
Gifi, A. (1990). Nonlinear multivariate analysis. Chichester, England: John Wiley and Sons.
González-Loureiro, M., Dabic, M., & Furrer, O. (2015). A content and comparative analysis of strategic management research in the Baltic area. Baltic Journal of Management, 10(2), 243–266.
Guellec, D., & de la Potterie, B. V. P. (2001). The internationalisation of technology analysed with patent data. Research Policy, 30(8), 1253–1266.
Hall, C. M., & Page, S. J. (2015). Following the impact factor: Utilitarianism or academic compliance? Tourism Management, 51, 309–312.
Hobday, M. (2005). Firm-level innovation models: perspectives on research in developed and developing countries. Technology analysis and strategic management, 17(2), 121–146.
Hoffman, D. L., & De Leeuw, J. (1992). Interpreting multiple correspondence analysis as a multidimensional scaling method. Marketing Letters, 3(3), 259–272.
Hofmann, M., & Klinkenberg, R. (2013). RapidMiner: Data mining use cases and business analytics applications. Florida: CRC Press.
Holmström, J., Holweg, M., Khajavi, S. H., & Partanen, J. (2016). The direct digital manufacturing (r) evolution: Definition of a research agenda. Operations Management Research, 9, 1–10.
Hsieh, P. N., & Chang, P. L. (2009). An assessment of world-wide research productivity in production and operations management. International Journal of Production Economics, 120, 540–551.
Hyytinen, A., Pajarinen, M., & Rouvinen, P. (2015). Does innovativeness reduce startup survival rates? Journal of Business Venturing, 30(4), 564–581.
Ireland, R. D., & Webb, J. W. (2007). Strategic entrepreneurship: Creating competitive advantage through streams of innovation. Business Horizons, 50(1), 49–59.
Kanter, R. M. (2001). Evolve! Succeeding in the digital culture of tomorrow. Boston: Harvard Business School Press.
Khan, G. F., & Wood, J. (2015). Information technology management domain: emerging themes and keyword analysis. Scientometrics, 105(2), 959–972.
Kimberly, J. R., & Evanisko, M. J. (1981). Organizational innovation: The influence of individual, organizational, and contextual factors on hospital adoption of technological and administrative innovations. The Academy of Management Journal, 24(3), 689–713.
Knight, G. A., & Cavusgil, S. T. (2004). Innovation, organizational capabilities, and the born-global firm. Journal of International Business Studies, 352, 124–141.
Landström, H., Harirchi, G., & Aström, F. (2012). Entrepreneurship: Exploring the knowledge base. Research Policy, 41, 1154–1181.
Länsisalmi, H., Kivimäki, M., Aalto, P., & Ruoranen, R. (2006). Innovation in healthcare: A systematic review of recent research. Nursing Science Quarterly, 19(1), 66–72.
Laudano, M. C., Marzi, G., & Caputo, A. (2017). A decade of the international journal of entrepreneurship and small business: A bibliometric analysis. International Journal of Entrepreneurship and Small Business (Forthcoming).
Lee, J., Bagheri, B., & Kao, H. A. (2015). A cyber-physical systems architecture for industry 4.0-based manufacturing systems. Manufacturing Letters, 3, 18–23.
Leydesdorff, L., Carley, S., & Rafols, I. (2013). Global maps of science based on the new Web-of-Science categories. Scientometrics, 94(2), 589–593.
Lin, R. J., Tan, K. H., & Geng, Y. (2013). Market demand, green product innovation, and firm performance: Evidence from Vietnam motorcycle industry. Journal of Cleaner Production, 40, 101–107.
Maietta, O. W. (2015). Determinants of university–firm R&D collaboration and its impact on innovation: A perspective from a low-tech industry. Research Policy, 44(7), 1341–1359.
Malerba, F. (2002). Sectoral systems of innovation and production. Research Policy, 31(2), 247–264.
Marzi, G., Caputo, A. & Dabic M. (2017a). Management lessons from Italy: A bibliometric analysis of top Italian based scholars and studies published from 1985 to 2015. International Journal of Critical Accounting (Forthcoming).
Marzi, G., Rialti, R., Marina, D., & Caputo, A. (2017b). A mixed methods bibliometric investigation of the World Review of Entrepreneurship, Management and Sustainable Development: From qualitative to quantitative data. World Review of Entrepreneurship, Management and Sustainable Development (Forthcoming).
Nieto, M. J., & Santamaría, L. (2007). The importance of diverse collaborative networks for the novelty of product innovation. Technovation, 27(6), 367–377.
Nieto, M. J., Santamaría, L., & Fernandez, Z. (2015). Understanding the innovation behavior of family firms. Journal of Small Business Management, 53(2), 382–399.
Nord, W. R., & Tucker, S. (1987). Implementing routine and radical innovation. Lexington, MA: Lexington Books.
OECD. (1997). The measurement of scientific and technological activities, proposed guidelines for collecting and interpreting technological innovation data. Paris: Organization for Economic Cooperation and Development.
Otte, E., & Rousseau, R. (2002). Social network analysis: A powerful strategy, also for the information sciences. Journal of Information Science, 28(6), 441–453.
Peres, R., Muller, E., & Mahajan, V. (2010). Innovation diffusion and new product growth models: A critical review and research directions. International Journal of Research in Marketing, 27(2), 91–106.
Piening, E. P., & Salge, T. O. (2015). Understanding the antecedents, contingencies, and performance implications of process innovation: A dynamic capabilities perspective. Journal of Product Innovation Management, 32(1), 80–97.
Pittaway, L., Robertson, M., Munir, K., Denyer, D., & Neely, A. (2004). Networking and innovation: A systematic review of the evidence. International Journal of Management Reviews, 5(3–4), 137–168.
Podsakoff, P. M., MacKenzie, S. B., Podsakoff, N. P., & Bachrach, D. G. (2008). Scholarly influence in the field of management: A bibliometric analysis of the determinants of university and author impact in the management literature in the past quarter century. Journal of Management, 34, 641–720.
Reichstein, T., & Salter, A. (2006). Investigating the sources of process innovation among UK manufacturing firms. Industrial and Corporate Change, 15(4), 653–682.
Roos, G. (2015). Servitization as Innovation in Manufacturing—A Review of the Literature, In The handbook of service innovation (pp. 403–435). Springer: London. https://link.springer.com/chapter/10.1007/978-1-4471-6590-3_19
Schroeder, R. G., Scudder, G. D., & Elm, D. R. (1989). Innovation in manufacturing. Journal of Operations Management, 8(1), 1–15.
Schumpeter, J. (Ed.) (1950). The process of creative destruction. In Capitalism, socialism and democracy (3rd ed.). London: Allen and Unwin.
Schumpeter, J. A. (1934). Theory of economic development. Cambridge, MA: Harvard University Press.
Shepherd, C., & Ahmed, P. K. (2000). From product innovation to solutions innovation: A new paradigm for competitive advantage. European Journal of Innovation Management, 3(2), 100–106.
Smith, A. (1986). (First published in 1776.) The wealth of nations, books I-III. London: Penguin Books.
Smith, W. K., & Tushman, M. L. (2005). Managing strategic contradictions: A top management model for man-aging innovation streams. Organization Science, 16(5), 522–536.
Su, H. N., & Lee, P. C. (2010). Mapping knowledge structure by keyword co-occurrence: A first look at journal papers in Technology Foresight. Scientometrics, 85(1), 65–79.
Terziovski, M. (2010). Innovation practice and its performance implications in small and medium enterprises (SMEs) in the manufacturing sector: A resource-based view. Strategic Management Journal, 31(8), 892–902.
Utterback, J. M., & Abernathy, W. J. (1975). A dynamic model of process and product innovation. Omega, 3(6), 639–656.
Veugelers, R., & Cassiman, B. (1999). Make and buy in innovation strategies: Evidence from Belgian manufacturing firms. Research Policy, 28(1), 63–80.
Visnjic, I., Wiengarten, F., & Neely, A. (2016). Only the brave: Product innovation, service business model innovation, and their impact on performance. Journal of Product Innovation Management, 33(1), 36–52.
Wellman, B., & Berkowitz, S. D. (1988). Social structures: A network approach (Vol. 2). Cambridge: CUP Archive.
Wu, D., Rosen, D. W., Wang, L., & Schaefer, D. (2015). Cloud-based design and manufacturing: A new paradigm in digital manufacturing and design innovation. Computer-Aided Design, 59, 1–14.
Yoon, B., Lee, S., & Lee, G. (2010). Development and application of a keyword-based knowledge map for effective R&D planning. Scientometrics, 85(3), 803–820.
Zhang, J., Yu, Q., Zheng, F., Long, C., Lu, Z., & Duan, Z. (2015a). Comparing keywords plus of WOS and author keywords: A case study of patient adherence research. Journal of the Association for Information Science and Technology, 67(4), 967–972.
Zhang, W., Zhang, Q., Yu, B., & Zhao, L. (2015b). Knowledge map of creativity research based on keywords network and co-word analysis, 1992–2011. Quality and Quantity, 49(3), 1023–1038.
Zhao, R., & Chen, B. (2014). Applying author co-citation analysis to user interaction analysis: A case study on instant messaging groups. Scientometrics, 101(2), 985–997.
Zhu, L., Liu, X., He, S., Shi, J., & Pang, M. (2015). Keywords co-occurrence mapping knowledge domain research base on the theory of big data in oil and gas industry. Scientometrics, 105(1), 249–260.
Zollo, L., Marzi, G., Boccardi, A., & Ciappei, C. (2016). Gli effetti della Stampa 3D sulla competitività aziendale. Il caso delle imprese orafe del distretto di Arezzo. Piccola Impresa/Small Business, 2(2), 80–100.
Zollo, L., Marzi, G., Boccardi, A., & Surchi, M. (2015). How to match technological and social innovation: Insights from the biomedical 3D printing industry. International Journal of Transitions and Innovation Systems, 4(1–2), 80–95.
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Marzi, G., Dabić, M., Daim, T. et al. Product and process innovation in manufacturing firms: a 30-year bibliometric analysis. Scientometrics 113, 673–704 (2017). https://doi.org/10.1007/s11192-017-2500-1
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DOI: https://doi.org/10.1007/s11192-017-2500-1
Keywords
- Product
- Process
- Innovation
- Manufacturing
- Field
- Bibliometric
- Scientometrics
- Keywords
- Literature
- Review
- Future
- HOMALS
- Social network analysis
- SNA