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Erschienen in: Small Business Economics 2/2017

21.07.2016

What do firms know? What do they produce? A new look at the relationship between patenting profiles and patterns of product diversification

verfasst von: Giovanni Dosi, Marco Grazzi, Daniele Moschella

Erschienen in: Small Business Economics | Ausgabe 2/2017

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Abstract

In this work, we analyze the relationship between the patterns of firm diversification, if any, across product lines and across bodies of innovative knowledge, proxied by the patent classes where the firm is present. Putting it more emphatically, we investigate the relationship between “what a firm does” and “what a firm knows.” Using a newly developed dataset matching information on patents and products at the firm level, we provide evidence concerning firms’ technological and product scope, their relationships, the size-scaling and coherence properties of diversification itself. Our analysis shows that typically firms are much more diversified in terms of products than in terms of technologies, with their main products more related to the exploitation of their innovative knowledge. The scaling properties show that the number of products and technologies increases log-linearly with firm size. And the directions of diversification themselves display coherence between neighboring activities also at relatively high degrees of diversification. These findings are well in tune with a capability-based theory of the firm.

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Fußnoten
1
On the limitations, but also the relevance of the use of patents as a proxy for innovation, see the critical review by Griliches (1990).
 
2
See, in particular, the evidence presented in Dernis et al. (2015) about the patenting strategies of world corporate top R&D investors across the five top intellectual property offices (IP5) which include, in addition to the USPTO and the EPO, the Japan Patent Office (JPO), the Korean Intellectual Property Office (KIPO) and the State Intellectual Property Office of the People’s Republic of China (SIPO).
 
3
Notice that a single patent may be owned by more than one firm. In case of co-patenting, our analysis credits the patent to each co-patentee, as it is usually done in the literature (see, for example, Breschi et al. 2003).
 
4
Information on total turnover is available only in 2000 and 2003.
 
5
More on the dataset in Grazzi et al. (2013).
 
6
Notice that figures relative to more recent years are less reliable due to the time lag between a patent application and its grant.
 
7
See in particular the Schmoch et al. (2003) concordance table.
 
8
In what follows, we will assume that “products” and “technological fields” map one-to-one into each other (a 4-digit ISIC Rev.3 sector).
 
9
For a detailed description of the transaction level trade data and the product classification employed refer to Bernard et al. (2015).
 
10
We focus on exports to Extra-EU destinations for several reasons. Most importantly, firm-level exports to the EU are not recorded for all exporters and these criteria have changed over time.
 
11
See Hirsch and Lev (1971) and Kim et al. (1993) for empirical evidence on the negative relationship between firm diversification and sales volatility.
 
12
The matrix is calculated taking into account only firms which are active in at least two products (technological fields), and only products (technological fields) in which at least two firms are active. The resulting matrix is 136 × 136 in the case of products (taking into account 2571 firms) and 102 × 102 in the case of technological fields (taking into account 940 firms).
 
13
When making inference about skewed distributions, as for example distributions of firms across products or technological fields, P value is to be preferred to statistics-based inference, like the t-statistics used in Teece et al. (1994). The point is discussed at greater length in Bottazzi and Pirino (2010).
 
Literatur
Zurück zum Zitat Acs, Z. J., & Audretsch, D. B. (1987). Innovation, market structure and firm size. The Review of Economics and Statistics, 69, 567–575.CrossRef Acs, Z. J., & Audretsch, D. B. (1987). Innovation, market structure and firm size. The Review of Economics and Statistics, 69, 567–575.CrossRef
Zurück zum Zitat Acs, Z. J., & Audretsch, D. B. (1990). Innovation and small firms. Cambridge, MA: MIT Press. Acs, Z. J., & Audretsch, D. B. (1990). Innovation and small firms. Cambridge, MA: MIT Press.
Zurück zum Zitat Acs, Z. J., Audretsch, D. B., & Feldman, M. P. (1994). R&D spillovers and recipient firm size. The Review of Economics and Statistics, 76(2), 336–340.CrossRef Acs, Z. J., Audretsch, D. B., & Feldman, M. P. (1994). R&D spillovers and recipient firm size. The Review of Economics and Statistics, 76(2), 336–340.CrossRef
Zurück zum Zitat Audretsch, D. B., & Vivarelli, M. (1996). Firms size and R&D spillovers: Evidence from Italy. Small Business Economics, 8(3), 249–258.CrossRef Audretsch, D. B., & Vivarelli, M. (1996). Firms size and R&D spillovers: Evidence from Italy. Small Business Economics, 8(3), 249–258.CrossRef
Zurück zum Zitat Bernard, A. B., Grazzi, M., & Tomasi, C. (2015). Intermediaries in international trade: Products and destinations. The Review of Economics and Statistics, 97(4), 916–920.CrossRef Bernard, A. B., Grazzi, M., & Tomasi, C. (2015). Intermediaries in international trade: Products and destinations. The Review of Economics and Statistics, 97(4), 916–920.CrossRef
Zurück zum Zitat Bernard, A. B., Jensen, J. B., Redding, S. J., & Schott, P. K. (2007). Firms in international trade. Journal of Economic Perspectives, 21(3), 105–130.CrossRef Bernard, A. B., Jensen, J. B., Redding, S. J., & Schott, P. K. (2007). Firms in international trade. Journal of Economic Perspectives, 21(3), 105–130.CrossRef
Zurück zum Zitat Bottazzi, G., Dosi, G., Lippi, M., Pammolli, F., & Riccaboni, M. (2001). Innovation and corporate growth in the evolution of the drug industry. International Journal of Industrial Organization, 19(7), 1161–1187.CrossRef Bottazzi, G., Dosi, G., Lippi, M., Pammolli, F., & Riccaboni, M. (2001). Innovation and corporate growth in the evolution of the drug industry. International Journal of Industrial Organization, 19(7), 1161–1187.CrossRef
Zurück zum Zitat Bottazzi, G., & Pirino, D. (2010). Measuring industry relatedness and corporate coherence. In LEM papers series 2010/10, Laboratory of Economics and Management (LEM), Sant’Anna School of Advanced Studies, Pisa, Italy. Bottazzi, G., & Pirino, D. (2010). Measuring industry relatedness and corporate coherence. In LEM papers series 2010/10, Laboratory of Economics and Management (LEM), Sant’Anna School of Advanced Studies, Pisa, Italy.
Zurück zum Zitat Bottazzi, G., & Secchi, A. (2006). Gibrat’s law and diversification. Industrial and Corporate Change, 15(5), 847–875.CrossRef Bottazzi, G., & Secchi, A. (2006). Gibrat’s law and diversification. Industrial and Corporate Change, 15(5), 847–875.CrossRef
Zurück zum Zitat Breschi, S., Lissoni, F., & Malerba, F. (2003). Knowledge-relatedness in firm technological diversification. Research Policy, 32(1), 69–87.CrossRef Breschi, S., Lissoni, F., & Malerba, F. (2003). Knowledge-relatedness in firm technological diversification. Research Policy, 32(1), 69–87.CrossRef
Zurück zum Zitat Brouwer, E., & Kleinknecht, A. (1999). Innovative output, and a firm’s propensity to patent: An exploration of CIS micro data. Research Policy, 28(6), 615–624.CrossRef Brouwer, E., & Kleinknecht, A. (1999). Innovative output, and a firm’s propensity to patent: An exploration of CIS micro data. Research Policy, 28(6), 615–624.CrossRef
Zurück zum Zitat Brusoni, S., Prencipe, A., & Pavitt, K. (2001). Knowledge specialisation, organizational coupling and the boundaries of the firm: Why firms know more than they make? Administrative Science Quarterly, 46(4), 597–621.CrossRef Brusoni, S., Prencipe, A., & Pavitt, K. (2001). Knowledge specialisation, organizational coupling and the boundaries of the firm: Why firms know more than they make? Administrative Science Quarterly, 46(4), 597–621.CrossRef
Zurück zum Zitat Corradini, C., Demirel, P., & Battisti, G. (2016). Technological diversification within UK’s small serial innovators. Small Business Economics, 47(1), 163–177.CrossRef Corradini, C., Demirel, P., & Battisti, G. (2016). Technological diversification within UK’s small serial innovators. Small Business Economics, 47(1), 163–177.CrossRef
Zurück zum Zitat Dernis, H., Dosso, M., Hervas, F., Millot, V., Squicciarini, M., & Vezzani, A. (2015). World Corporate Top R&D investors: Innovation and IP bundles. In JRC-IPTS working papers JRC94932, Institute for Prospective Technological Studies, Joint Research Centre. Dernis, H., Dosso, M., Hervas, F., Millot, V., Squicciarini, M., & Vezzani, A. (2015). World Corporate Top R&D investors: Innovation and IP bundles. In JRC-IPTS working papers JRC94932, Institute for Prospective Technological Studies, Joint Research Centre.
Zurück zum Zitat Dosi, G. (1988). Sources, procedures, and microeconomic effects of innovation. Journal of Economic Literature, 26(3), 1120–1171. Dosi, G. (1988). Sources, procedures, and microeconomic effects of innovation. Journal of Economic Literature, 26(3), 1120–1171.
Zurück zum Zitat Dosi, G., Faillo, M., & Marengo, L. (2008). Organizational capabilities, patterns of knowledge accumulation and governance structures in business firms: An introduction. Organization Studies, 29(8–9), 1165–1185.CrossRef Dosi, G., Faillo, M., & Marengo, L. (2008). Organizational capabilities, patterns of knowledge accumulation and governance structures in business firms: An introduction. Organization Studies, 29(8–9), 1165–1185.CrossRef
Zurück zum Zitat Dosi, G., Grazzi, M., & Moschella, D. (2015). Technology and costs in international competitiveness: From countries and sectors to firms. Research Policy, 44(10), 1795–1814.CrossRef Dosi, G., Grazzi, M., & Moschella, D. (2015). Technology and costs in international competitiveness: From countries and sectors to firms. Research Policy, 44(10), 1795–1814.CrossRef
Zurück zum Zitat Dosi, G., Marengo, L., & Pasquali, C. (2010). How much should society fuel the greed of innovators? On the relations between appropriability, opportunities and rates of innovation. In R. Viale & H. Etzkowitz (Eds.), The capitalization of knowledge. Cheltenham: Edward Elgar. Dosi, G., Marengo, L., & Pasquali, C. (2010). How much should society fuel the greed of innovators? On the relations between appropriability, opportunities and rates of innovation. In R. Viale & H. Etzkowitz (Eds.), The capitalization of knowledge. Cheltenham: Edward Elgar.
Zurück zum Zitat Dosi, G., Nelson, R. R., & Winter, S. (2000). Introduction. In G. Dosi, R. R. Nelson, & S. Winter (Eds.), The nature and dynamics of organizational capabilities. Oxford: Oxford University Press. Dosi, G., Nelson, R. R., & Winter, S. (2000). Introduction. In G. Dosi, R. R. Nelson, & S. Winter (Eds.), The nature and dynamics of organizational capabilities. Oxford: Oxford University Press.
Zurück zum Zitat Goldschlag, N., Lybbert, T. J., & Zolas, N. J. (2016). An algorithmic links with probabilities crosswalk for uspc and cpc patent classifications with an application towards industrial technology composition. In US Census Bureau Center for Economic Studies paper no. CES-WP-16-15. Goldschlag, N., Lybbert, T. J., & Zolas, N. J. (2016). An algorithmic links with probabilities crosswalk for uspc and cpc patent classifications with an application towards industrial technology composition. In US Census Bureau Center for Economic Studies paper no. CES-WP-16-15.
Zurück zum Zitat Grazzi, M., Sanzo, R., Secchi, A., & Zeli, A. (2013). The building process of a new integrated system of business micro-data 1989–2004. Journal of Economic and Social Measurement, 38(4), 291–324. Grazzi, M., Sanzo, R., Secchi, A., & Zeli, A. (2013). The building process of a new integrated system of business micro-data 1989–2004. Journal of Economic and Social Measurement, 38(4), 291–324.
Zurück zum Zitat Griliches, Z. (1990). Patent statistics as economic indicators: A survey. Journal of Economic Literature, 28(4), 1661–1707. Griliches, Z. (1990). Patent statistics as economic indicators: A survey. Journal of Economic Literature, 28(4), 1661–1707.
Zurück zum Zitat Hall, B. H., & Mairesse, J. (1995). Exploring the relationship between R&D and productivity in French manufacturing firms. Journal of Econometrics, 65(1), 263–293.CrossRef Hall, B. H., & Mairesse, J. (1995). Exploring the relationship between R&D and productivity in French manufacturing firms. Journal of Econometrics, 65(1), 263–293.CrossRef
Zurück zum Zitat Hirsch, S., & Lev, B. (1971). Sales stabilization through export diversification. The Review of Economics and Statistics, 53(3), 270–277.CrossRef Hirsch, S., & Lev, B. (1971). Sales stabilization through export diversification. The Review of Economics and Statistics, 53(3), 270–277.CrossRef
Zurück zum Zitat Kim, W. C., Hwang, P., & Burgers, W. P. (1993). Multinationals’ diversification and the risk-return trade-off. Strategic Management Journal, 14(4), 275–286.CrossRef Kim, W. C., Hwang, P., & Burgers, W. P. (1993). Multinationals’ diversification and the risk-return trade-off. Strategic Management Journal, 14(4), 275–286.CrossRef
Zurück zum Zitat Lybbert, T. J., & Zolas, N. J. (2014). Getting patents and economic data to speak to each other: An algorithmic links with probabilities approach for joint analyses of patenting and economic activity. Research Policy, 43(3), 530–542.CrossRef Lybbert, T. J., & Zolas, N. J. (2014). Getting patents and economic data to speak to each other: An algorithmic links with probabilities approach for joint analyses of patenting and economic activity. Research Policy, 43(3), 530–542.CrossRef
Zurück zum Zitat Miller, D. J. (2006). Technological diversity, related diversification, and firm performance. Strategic Management Journal, 27(7), 601–619.CrossRef Miller, D. J. (2006). Technological diversity, related diversification, and firm performance. Strategic Management Journal, 27(7), 601–619.CrossRef
Zurück zum Zitat Montgomery, C. A. (1994). Corporate diversification. The Journal of Economic Perspectives, 8(3), 163–178.CrossRef Montgomery, C. A. (1994). Corporate diversification. The Journal of Economic Perspectives, 8(3), 163–178.CrossRef
Zurück zum Zitat Nelson, R. R., & Winter, S. G. (1982). An evolutionary theory of economic change. Cambridge, MA: The Belknap Press of Harvard University Press. Nelson, R. R., & Winter, S. G. (1982). An evolutionary theory of economic change. Cambridge, MA: The Belknap Press of Harvard University Press.
Zurück zum Zitat Nesta, L., & Saviotti, P. P. (2006). Firm knowledge and market value in biotechnology. Industrial and Corporate Change, 15(4), 625–652.CrossRef Nesta, L., & Saviotti, P. P. (2006). Firm knowledge and market value in biotechnology. Industrial and Corporate Change, 15(4), 625–652.CrossRef
Zurück zum Zitat Patel, P., & Pavitt, K. (1997). The technological competencies of the world’s largest firms: Complex and path-dependent, but not much variety. Research Policy, 26(2), 141–156.CrossRef Patel, P., & Pavitt, K. (1997). The technological competencies of the world’s largest firms: Complex and path-dependent, but not much variety. Research Policy, 26(2), 141–156.CrossRef
Zurück zum Zitat Pavitt, K. (1998). Technologies, products and organization in the innovating firm: What Adam Smith tells us and Joseph Schumpeter doesn’t. Industrial and Corporate Change, 7(3), 433–452.CrossRef Pavitt, K. (1998). Technologies, products and organization in the innovating firm: What Adam Smith tells us and Joseph Schumpeter doesn’t. Industrial and Corporate Change, 7(3), 433–452.CrossRef
Zurück zum Zitat Piscitello, L. (2000). Relatedness and coherence in technological and product diversification of the world’s largest firms. Structural Change and Economic Dynamics, 11(3), 295–315.CrossRef Piscitello, L. (2000). Relatedness and coherence in technological and product diversification of the world’s largest firms. Structural Change and Economic Dynamics, 11(3), 295–315.CrossRef
Zurück zum Zitat Piscitello, L. (2004). Corporate diversification, coherence and economic performance. Industrial and Corporate Change, 13(5), 757–787.CrossRef Piscitello, L. (2004). Corporate diversification, coherence and economic performance. Industrial and Corporate Change, 13(5), 757–787.CrossRef
Zurück zum Zitat Schmoch, U., Laville, F., Patel, P., & Frietsch, R. (2003). Linking technology areas to industrial sectors. DG research: Final report to the European commission. Schmoch, U., Laville, F., Patel, P., & Frietsch, R. (2003). Linking technology areas to industrial sectors. DG research: Final report to the European commission.
Zurück zum Zitat Teece, D. J., Rumelt, R., Dosi, G., & Winter, S. (1994). Understanding corporate coherence: Theory and evidence. Journal of Economic Behavior and Organization, 23(1), 1–30.CrossRef Teece, D. J., Rumelt, R., Dosi, G., & Winter, S. (1994). Understanding corporate coherence: Theory and evidence. Journal of Economic Behavior and Organization, 23(1), 1–30.CrossRef
Zurück zum Zitat Valvano, S., & Vannoni, D. (2003). Diversification strategies and corporate coherence evidence from Italian leading firms. Review of Industrial Organization, 23(1), 25–41.CrossRef Valvano, S., & Vannoni, D. (2003). Diversification strategies and corporate coherence evidence from Italian leading firms. Review of Industrial Organization, 23(1), 25–41.CrossRef
Zurück zum Zitat Wakelin, K. (1998). Innovation and export behaviour at the firm level. Research Policy, 26(7), 829–841.CrossRef Wakelin, K. (1998). Innovation and export behaviour at the firm level. Research Policy, 26(7), 829–841.CrossRef
Zurück zum Zitat Winter, S. G. (2003). Understanding dynamic capabilities. Strategic Management Journal, 24(10), 991–995.CrossRef Winter, S. G. (2003). Understanding dynamic capabilities. Strategic Management Journal, 24(10), 991–995.CrossRef
Metadaten
Titel
What do firms know? What do they produce? A new look at the relationship between patenting profiles and patterns of product diversification
verfasst von
Giovanni Dosi
Marco Grazzi
Daniele Moschella
Publikationsdatum
21.07.2016
Verlag
Springer US
Erschienen in
Small Business Economics / Ausgabe 2/2017
Print ISSN: 0921-898X
Elektronische ISSN: 1573-0913
DOI
https://doi.org/10.1007/s11187-016-9783-0

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