Abstract
This paper examines the factors that affect firm performance in a sample of 376 small- and medium-sized Italian enterprises over the period 2000–2010. It looks in particular at changes in business models and investments in intangibles. We compared firms that continued to be managed through an existing business model with matched firms that changed their business model over the period. We found that a modification of the business model has a positive effect on the ability of the firm to perform well. There was also a positive complementary effect on performance of business model change and intangibles. These results are even more evident when business model changes were categorised by their degree of innovation, suggesting that business model innovation is core to firm performance and that intangibles are positive moderators. They play a crucial role in shaping the firm’s competences, which favour the success of an innovative business model configuration.
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Notes
The AIDA Bureau van Dijk database is an authoritative source of information on Italian companies. Information is drawn from official data recorded at the Italian Registry of Companies and from financial statements filed at the Italian Chambers of Commerce. Limited Liability Companies furnish data on a compulsory basis. The information provided includes company profiles and summary financial statements (balance sheet, profit and loss accounts and ratios). Each company's financial statement is updated annually. Additional information on the AIDA Bureau van Dijk database can be retrieved from http://www.bvdinfo.com.
The ATECO classification is the Italian coding based on the NACE classification of manufacturers of wearing apparel. We included the segments that best describe the clothing industry. The description of each code is: 14.11 Manufacture of leather clothes, 14.13 Manufacture of other outerwear, 14.14 Manufacture of underwear and 14.39 Manufacture of other knitted and crocheted apparel.
The industry structure consists mainly of small- and medium-sized firms located in districts. The industry is highly fragmented: the mean Herfindahl index for the four industry sectors is 0.004, whereas the manufacturing industry mean is 0.06.
This database has both strengths and weaknesses. Among its strengths, as mentioned in the Introduction, it contains information that enriches the secondary data and allows for a deeper longitudinal analysis. Among its weaknesses, the balanced panel does not permit us to control for sample selection bias, as we ignored the exit and entry of firms (Cameron and Trivedi 2005). However, this should not be a major problem because we are interested in the influence of BM changes on performance. We recorded 94 BM changes in 376 firms during the 10 years under analysis.
We relied on a single-variable matching procedure to isolate the specific drivers of the BM change, i.e. profitability or the position of the company in the value chain, instead of using a single score that captures all the information for selection from the (observable) pre-event firm characteristics, as in standard propensity score-matching models.
Only firms with a full record of data were considered. In the first case, three, and in the second case, seven BM changes were not analysed because we were not able to find a matched company within our sample.
We used 1-year lagged independent variables to avoid reverse causality.
Sales growth is calculated as (Sales t −Sales t−1)/Sales t−1, and ROS is calculated as Net Income (Before interest and tax)/sales. Finally, we used a simplified definition of TFP as log (value added) −0.40 × log (capital) − 0.60 × log (employees), where the factor weights are the cost shares estimated in the sample (Bloom et al. 2011).
This taxonomy has been built and validated by means of cluster analyses and other multivariate analysis on the most comprehensive databases on SMEs in the clothing sector managed by the Italian Ministry of Economy (Annual Industry Revenue Survey on Companies in the Textile and Clothing Sector—Studi di Settore). The definition of each BM is based on a grid of variables that captures the most relevant dimensions of BM in the industry. It refers to choices, activities, resources and capabilities, which provide a unique identification of the company’s organisation structure: the positions attained and maintained by the firm within the industry; the markets in which it competes (e.g. role within the vertical contracting structure of the industry, degree of internationalisation, customers’ portfolio, etc.); the activities it performs to attain and maintain these positions (scale of operations, nature and scope of activities, etc.); the resources and capabilities that enable it to perform these activities (technologies, people, etc.) and the relationships among these elements (for details, see Camuffo et al. 2008 and Pozzana 2011).
To check the consistency between our subjective classification of BM innovation and the objective evidence emerging from company information, we estimated an ordered logit model using the three types of BM changes (low, medium and high) as a dependent variable and a set of independent variables normally used in the literature as indicators of entrepreneurial behaviours. These 1-year lagged proxy variables were as follows: introduction of a new product (indicator of innovation), retained earnings (indicator of proactivity) and leverage (indicator of risk taking) (Miller and Le Breton-Miller 2011). Estimated results show that the intensity of the innovation inherent in the BM change is positively and highly correlated with these entrepreneurship proxies. Results are omitted for the sake of brevity, but are available from the authors upon request.
As our sample does not include firm entry and exit, the reported evidence is likely to underestimate the actual change that occurred in the industry structure. Indeed, the evidence of a massive flight to quality would have been even more robust if we had considered the very large number of low-quality/low-cost producers who left the market after the introduction of the Euro.
References
Amit, R., & Zott, C. (2001). Value creation in e-business. Strategic Management Journal, 22(6–7), 493–520.
Amit, R., & Zott, C. (2012). Creating value through business model innovation. MIT Sloan Management Review, 53(3), 41–49.
Anderson, B. S., Kreiser, P. M., Kuratko, D. F., Hornsby, J. S., & Eshima, Y. (2014). Reconceptualizing Entrepreneurial Orientation. Strategic Management Journal, Article first published online: July, 8 2014.
Andries, P., & Debackere, K. (2007). Adaptation and performance in new businesses: Understanding the moderating effects of independence and industry. Small Business Economics, 29(1–2), 81–99.
Angrist, J. D., & Pischke, J. S. (2008). Mostly harmless econometrics: An empiricist’s companion. Princeton, NJ: Princeton University Press.
Arend, R. J. (2013). The business model: Present and future—beyond a skeumorph. Strategic Organization, 11(4), 390–402.
Arrighetti, A., Landini, F., & Lasagni, A. (2014). Intangible assets and firm heterogeneity: Evidence from Italy. Research Policy, 43(1), 202–213. doi:10.1016/j.respol.2013.07.015.
Ayyagari, M., Beck, T., & Demirguc-Kunt, A. (2007). Small and medium enterprises across the globe. Small Business Economics, 29(4), 415–434.
Balasubramanian, N., & Lieberman, M. B. (2010). Industry learning environments and the heterogeneity of firm performance. Strategic Management Journal, 31(4), 390–412.
Barber, B. M., & Lyon, J. D. (1996). Detecting abnormal operating performance: The empirical power and specification of test statistics. Journal of Financial Economics, 41(3), 359–399.
Barrett, H., & Weinstein, A. (1998). The effect of market orientation and organizational flexibility on corporate entrepreneurship. Entrepreneurship: Theory and Practice, 23(1), 57–70.
Baruch, Y., & Holtom, B. C. (2008). Survey response rate levels and trends in organizational research. Human Relations, 61(8), 1139–1160.
Berry, H. (2006). Leaders, laggards, and the pursuit of foreign knowledge. Strategic Management Journal, 27(2), 151–168.
Bloom, N., Eifert, B., Mahajan, A., McKenzie, D., & Roberts, J. (2011). Does management matter? Evidence from India. NBER working paper 16658,
Bontempi, M. E., & Mairesse, J. (2008). Intangible capital and productivity: An exploration on a panel of Italian manufacturing firms. NBER Working Paper Series, No. 14108.
Cameron, C., & Trivedi, P. K. (2005). Microeconometrics. Methods and applications. Cambridge: Cambridge U.Press.
Camuffo, A., Pozzana, R., Vinelli, A., & Benedetti, L. (2008). Not doomed to death: A map of small firms’ business models in the Italian textile apparel industry. Sloan Industry Studies Conference.
Casadesus-Masanell, R., & Ricart, J. E. (2010). From strategy to business models and onto tactics. Long Range Planning, 43(2), 195–215.
Casadesus-Masanell, R., & Ricart, J. E. (2011). How to design a winning business model. Harvard Business Review, 89(1/2), 100–107.
Casadesus-Masanell, R., & Zhu, F. (2013). Business model innovation and competitive imitation: The case of sponsor-based business models. Strategic Management Journal, 34, 464–482.
Caves, R. E. (1996). Multinational enterprise and economic analysis. Cambridge: Cambridge university press.
Chesbrough, H., & Rosenbloom, R. S. (2002). The role of the business model in capturing value from innovation: Evidence from Xerox Corporation’s technology spin-off companies. Industrial and Corporate Change, 11(3), 529–555.
Chiao, Y. C., Yang, K. P., & Yu, C. M. J. (2006). Performance, internationalization, and firm-specific advantages of SMEs in a newly-industrialized economy. Small Business Economics, 26(5), 475–492.
Coltorti, F. (2006). II capitalismo di mezzo negli anni della crescita zero. Economia Italiana, 3, 665–687.
Corbett, A., Covin, J. G., O’Connor, G. C., & Tucci, C. L. (2013). Corporate entrepreneurship: State-of-the-art research and a future research agenda. Journal of Product Innovation Management, 30(5), 812–820.
Corrado, C., Hulten, C., & Sichel, D. (2005). Measuring capital and technology: An expanded framework. In C. Corrado, J. Haltiwanger, & D. Sichel (Eds.), Measuring capital in the new economy (Vol. 65): National Bureau of Economic Research Studies in Income and Wealth. Chicago: University of Chicago Press.
Covin, J. G., & Miles, M. P. (1999). Corporate entrepreneurship and the pursuit of competitive advantage. Entrepreneurship: Theory and Practice, 23(3), 47–63.
Delios, A., & Beamish, P. W. (2001). Survival and profitability: The roles of experience and intangible assets in foreign subsidiary performance. Academy of Management Journal, 44(5), 1028–1038.
Demil, B., & Lecocq, X. (2010). Business model evolution: In search of dynamic consistency. Long Range Planning, 43(2), 227–246.
Dess, G. G., Lumpkin, G. T., & Covin, J. G. (1997). Entrepreneurial strategy making and firm performance: Tests of contingency and configurational models. Strategic Management Journal, 18(9), 677–695.
Dess, G. G., Lumpkin, G. T., & McGee, J. E. (1999). Linking corporate entrepreneurship to strategy, structure, and process: Suggested research directions. Entrepreneurship Theory and Practice, 23(3), 85–102.
DeYoung, R. (2005). The performance of internet-based business models: Evidence from the banking industry. The Journal of Business, 78(3), 893–948.
Dierickx, I., & Cool, K. (1989). Asset stock accumulation and sustainability of competitive advantage. Management Science, 35(12), 1504–1511.
Eckhardt, J. T. (2013). Opportunities in business model research. Strategic Organization, 11(4), 412–417.
Erickson, G., & Jacobson, R. (1992). Gaining comparative advantage through discretionary expenditures: The returns to R&D and advertising. Management Science, 38(9), 1264–1279.
Fukao, K., Miyagawa, T., Mukai, K., Shinoda, Y., & Tonogi, K. (2009). Intangible investment in Japan: Measurement and contribution to economic growth. Review of Income and Wealth, 55(3), 717–736.
Garvin, D. A., & Levesque, L. C. (2006). Meeting the challenge of corporate entrepreneurship. Harvard Business Review, 84(10), 102–112.
George, G., & Bock, A. J. (2011). The business model in practice and its implications for entrepreneurship research. Entrepreneurship Theory and Practice, 35(1), 83–111.
Greve, H. R. (2003). A behavioral theory of R&D expenditures and innovations: Evidence from shipbuilding. Academy of Management Journal, 46(6), 685–702.
Hall, B. H., Lotti, F., & Mairesse, J. (2013). Evidence on the impact of R&D and ICT investments on innovation and productivity in Italian firms. Economics of Innovation and New Technology, 22(3), 300–328.
Hamel, G. (1999). Bringing silicon valley inside. Harvard Business Review, 77(5), 70–86.
Hausman, J. A. (1978). Specification Tests in Econometrics Econometrica, 46(6), 1251–1271.
Heckman, J. J., Ichimura, H., & Todd, P. E. (1997). Matching as an econometric evaluation estimator: Evidence from evaluating a job training programme. The review of economic studies, 64(4), 605–654.
Heiens, R. A., Leach, R. T., & Mcgrath, L. C. (2007). The contribution of intangible assets and expenditures to shareholder value. Journal of Strategic Marketing, 15(2–3), 149–159.
Hulten, C. R., & Hao, X. (2008). What is a company really worth? Intangible capital and the ‘market to book value’ puzzle. NBER Working Paper no. 14548.
Humphrey, J., & Schmitz, H. (2002). How does insertion in global value chains affect upgrading in industrial clusters? Regional Studies, 36(9), 1017–1027.
Ireland, R. D., Covin, J. G., & Kuratko, D. F. (2009). Conceptualizing corporate entrepreneurship strategy. Entrepreneurship Theory and Practice, 33(1), 19–46.
Ireland, R. D., Hitt, M. A., Camp, S. M., & Sexton, D. L. (2001). Integrating entrepreneurship and strategic management actions to create firm wealth. The Academy of Management Executive, 15(1), 49–63.
Ireland, R. D., Hitt, M. A., & Sirmon, D. G. (2003). A model of strategic entrepreneurship: The construct and its dimensions. Journal of Management, 29(6), 963–989.
Ireland, R. D., & Webb, J. W. (2007). Strategic entrepreneurship: Creating competitive advantage through streams of innovation. Business Horizons, 50(1), 49–59.
Jaworski, B., Kohli, A. K., & Sahay, A. (2000). Market-driven versus driving markets. Journal of the Academy of Marketing Science, 28(1), 45–54.
Johnson, M. W., Christensen, C. M., & Kagermann, H. (2008). Reinventing your business model. Harvard Business Review, 86(12), 57–68.
Kor, Y. Y., & Mahoney, J. T. (2005). How dynamics, management, and governance of resource deployments influence firm-level performance. Strategic Management Journal, 26(5), 489–496.
Kumar, N., & Scheer, L. (2000). From market driven to market driving. European Management Journal, 18(2), 129–142.
Kuratko, D. F., & Audretsch, D. B. (2009). Strategic entrepreneurship: Exploring different perspectives of an emerging concept. Entrepreneurship Theory and Practice, 33(1), 1–17.
Kuratko, D. F., & Audretsch, D. B. (2013). Clarifying the domains of corporate entrepreneurship. International Entrepreneurship and Management Journal, 9(3), 323–335.
Lee, C.-Y., & Mahmood, I. P. (2009). Inter-industry differences in profitability: The legacy of the structure-efficiency debate revisited. Industrial and Corporate Change, 18(3), 351–380.
Lieberman, M. B., & Montgomery, D. B. (1988). First-mover advantages. Strategic Management Journal, 9(S1), 41–58.
Lynn, G., Morone, J. G., & Paulson, A. S. (1996). Marketing and discontinuous innovation: The probe and learn process. California Management Review, 38(3), 8–37.
Mahadevan, B. (2000). Business models for internet-based e-commerce. California Management Review, 42(4), 55–69.
Markides, C. (2006). Disruptive innovation. In need of better theory. Journal of Product Innovation Management, 23(1), 19–25.
Markides, C. C. (2008). Game-changing Strategies: How to create new market space in established industries by breaking the rules (Vol. 179). San Francisco, CA: Jossey-Bass Inc Pub.
Marrano, M. G., Haskel, J., & Wallis, G. (2009). What happened to the knowledge economy? ICT, intangible investment, and Britain’s productivity record revisited. Review of Income and Wealth, 55(3), 686–716.
Marrocu, E., Paci, R., & Pontis, M. (2012). Intangible capital and firms’ productivity. Industrial and Corporate Change, 21(2), 377–402.
Milgrom, P., & Roberts, J. (1990). The economics of modern manufacturing: Technology, strategy, and organization. The American Economic Review, 80(3), 511–528.
Miller, D., & Le Breton-Miller, I. (2011). Governance, social identity, and entrepreneurial orientation in closely held public companies. Entrepreneurship Theory and Practice, 35(5), 1051–1076.
Mitchell, W. (1989). Whether and when? Probability and timing of incumbents’ entry into emerging industrial subfields. Administrative Science Quarterly, 34(2), 208–230.
Morris, M. H., Kuratko, D. F., & Covin, J. G. (2011). Corporate entrepreneurship and innovation: Entrepreneurial development within organizations. Boston, MA: Cengage Learning South-Western Publishers.
Morris, M., Schindehutte, M., & Allen, J. (2005). The entrepreneur’s business model: Toward a unified perspective. Journal of Business Research, 58(6), 726–735.
Mosakowski, E. (1993). A resource-based perspective on the dynamic strategy-performance relationship: An empirical examination of the focus and differentiation strategies in entrepreneurial firms. Journal of Management, 19, 819–840.
Novak, S., & Stern, S. (2008). How does outsourcing affect performance dynamics? Evidence from the automobile industry. Management Science, 54(12), 1963–1979.
O’Mahony, M., & Vecchi, M. (2009). R&D, knowledge spillovers and company productivity performance. Research Policy, 38(1), 35–44.
Pelham, A. M. (2000). Market orientation and other potential influences on performance in small and medium-sized manufacturing firms. Journal of Small Business Management, 38(1), 48–67.
Pitelis, C. N., & Teece, D. J. (2010). Cross-border market co-creation, dynamic capabilities and the entrepreneurial theory of the multinational enterprise. Industrial and Corporate Change, 19(4), 1247–1270.
Poppo, L., & Zenger, T. (1998). Testing alternative theories of the firm: Transaction cost, knowledge-based, and measurement explanations for make-or-buy decisions in information services. Strategic Management Journal, 19(9), 853–877.
Pozzana, R. (2011). Modelli di business e competizione nelle piccole imprese manifatturiere In R. Paolazzi, Traù, F. (Ed.), Effetti della Crisi, Materie Prime e Rilancio Manifatturiero, le Strategie di Sviluppo delle Imprese Italiane (Vol. 2, Vol. Scenari Industriali): Confindustria Centro Studi available at http://www.confindustria.it/indcong.nsf/0/86c88726d7d395fdc12578aa002fdeb7/$FILE/Capitolo%204.pdf (accessed November 12, 2013).
Purcarea, I., Benavides Espinosa, M. D. M., & Apetrei, A. (2013). Innovation and knowledge creation: Perspectives on the SMEs sector. Management Decision, 51(5), 1096–1107.
Schindehutte, M., Morris, M. H., & Kocak, A. (2008). Understanding market-driving behavior: The role of entrepreneurship. Journal of Small Business Management, 46(1), 4–26.
Schlegelmilch, B. B., Diamantopoulos, A., & Kreuz, P. (2003). Strategic innovation: The construct, its drivers and its strategic outcomes. Journal of Strategic Marketing, 11(2), 117–132.
Schneider, S., & Spieth, P. (2013). Business model innovation: Towards an integrated future research agenda. International Journal of Innovation Management, 17(01), 1–34.
Sosna, M., Trevinyo-Rodrìguez, R. N., & Velamuri, S. R. (2010). Business model innovation through trial-and-error learning: The Naturhouse case. Long Range Planning, 43(2), 383–407.
Teece, D. J. (2007). Explicating dynamic capabilities: The nature and microfoundations of (sustainable) enterprise performance. Strategic Management Journal, 28(13), 1319–1350.
Teece, D. J. (2010). Business models, business strategy and innovation. Long Range Planning, 43(2–3), 172–194.
Urata, S., & Kawai, H. (2002). Technological progress by small and medium enterprises in Japan. Small Business Economics, 18(1), 53–67.
van Rooijen-Horsten, M., van den Bergen, D., & Tanriseven, M. (2008). Intangible capital in the Netherlands: A benchmark. Statistics Netherland Discussion Paper No. 08001. http://www.cbs.nl/NR/rdonlyres/DE0167DE-BFB8-4EA1-A55C-FF0A5AFCBA32/0/200801x10pub.pdf accessed November 11, 2013.
Venkatraman, N., & Henderson, J. C. (1998). Real strategies for virtual organizing. Sloan Management Review, 40(1), 33–48.
Villalonga, B. (2004). Intangible resources, Tobin’s q, and sustainability of performance differences. Journal of Economic Behavior & Organization, 54(2), 205–230.
Yiu, D. W., & Lau, C.-M. (2008). Corporate entrepreneurship as resource capital configuration in emerging market firms. Entrepreneurship: Theory and Practice, 32(1), 37–57.
Zahra, S. A. (1996). Governance, ownership, and corporate entrepreneurship: The moderating impact of industry technological opportunities. Academy of Management Journal, 39(6), 1713–1735.
Zahra, S. A., Filatotchev, I., & Wright, M. (2009). How do threshold firms sustain corporate entrepreneurship? The role of boards and absorptive capacity. Journal of Business Venturing, 24(3), 248–260.
Zahra, S. A., Neubaum, D. O., & Huse, M. (2000). Entrepreneurship in medium-size companies: Exploring the effects of ownership and governance systems. Journal of Management, 26(5), 947–976.
Zahra, S. A., Nielsen, A. P., & Bogner, W. C. (1999). Corporate entrepreneurship, knowledge, and competence development. Entrepreneurship: Theory and Practice, 23(3), 169–189.
Zahra, S. A., & Wright, M. (2011). Entrepreneurship’s next act. Academy of Management Perspectives, 25(4), 67–83.
Zott, C., & Amit, R. (2007). Business model design and the performance of entrepreneurial firms. Organization Science, 18(2), 181–199.
Zott, C., & Amit, R. (2008). The fit between product market strategy and business model: Implications for firm performance. Strategic Management Journal, 29(1), 1–26.
Zott, C., & Amit, R. (2013). The business model: A theoretically anchored robust construct for strategic analysis. Strategic Organization, 11(4), 403–411.
Zott, C., Amit, R., & Massa, L. (2011). The business model: Recent developments and future research. Journal of Management, 37(4), 1019–1042.
Acknowledgments
We wish to thank Donald Kuratko, Jeffrey Hornsby and James Hayton, the participants to the Warwick Research Development Workshop (June 2013) and the anonymous reviewers for their constructive comments that led to the improvement of the article. We also wish to thank Raphael Amit and Shaker Zahra for their comments on previous versions of the article.
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Cucculelli, M., Bettinelli, C. Business models, intangibles and firm performance: evidence on corporate entrepreneurship from Italian manufacturing SMEs. Small Bus Econ 45, 329–350 (2015). https://doi.org/10.1007/s11187-015-9631-7
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DOI: https://doi.org/10.1007/s11187-015-9631-7
Keywords
- Small and medium enterprises
- Corporate entrepreneurship
- Business model innovation
- Italy
- Intangibles
- Firm performance