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Erschienen in: Small Business Economics 1/2021

26.07.2019

Examining economic complexity as a holistic innovation system effect

verfasst von: Kai Du, Allan O’Connor

Erschienen in: Small Business Economics | Ausgabe 1/2021

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Abstract

The relationship between entrepreneurship and economic growth has remained somewhat contentious. While it is almost universally acknowledged that entrepreneurship and particularly knowledge-intensive entrepreneurship has apparent and important links to economic growth, studies to elaborate exactly how each of these factors influences economic growth return inconsistent findings. However, the measure of economic growth we suggest is too broad as an outcome metric to account for the sector of the economy that most directly contributes to the dynamics of economic growth. In this paper, we take a more nuanced approach to consider in what way and whether increasing economic complexity is related to the efficiency with which a country produces growth. We argue from a holistic innovation system (HIS) perspective that the combination of both knowledge-intensive and broader market–led business innovation will more rapidly improve the productivity levels of nations by utilising the diversity of knowledge and business resources available to that country. To test this hypothesis, we employ a dynamic version of the two-stage data envelopment analysis. We conclude that the increased economic diversity measured by the change in economic complexity can be treated as a much more refined outcome effect of a country’s HIS.

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Fußnoten
1
Because of the seminal paper from Charnes et al. (1978), it is also referred to as the Charnes, Cooper and Rhodes model in other studies.
 
2
Acemoglu (2015) provided a recent review on technological progress and its effect on economic growth was also highlighted earlier by Atkinson and Stiglitz (1969).
 
3
The technology frontier in their study is defined as the highest total factor productivity in each year (at industry level), which is similar to the frontier definition in this study.
 
4
Other extensions are also possible, such as cross-sectional and time series varying-coefficient models, which we leave these for future research.
 
5
The scatterplot of DEA variables (sorted by labour supply) is presented in Appendix.
 
6
Given the restriction on the model setting, the SFA algorithm encounters a convergence problem when some control variables are included. A thorough analysis on this topic using various SFA model is a subject in itself and we offer it for future research.
 
7
China established three policy banks (i.e. China Development Bank, Export-Import Bank of China and Agriculture Development Bank of China) to encourage the adaption of new technologies into their key industries.
 
8
As a result, the analysis based on the conditional frontier model would be a natural extension of this study to investigate the HIS effect.
 
9
A similar setting is used in the study from Isik and Hassan (2002) to estimate the bank efficiency in Turkish and Du et al. (2018) in the Chinese banking industry.
 
Literatur
Zurück zum Zitat Acemoglu, D. (2015). Localised and biased technologies: Atkinson and stiglitz’s new view, induced innovations, and directed technological change. The Economic Journal, 125(583), 443–463.CrossRef Acemoglu, D. (2015). Localised and biased technologies: Atkinson and stiglitz’s new view, induced innovations, and directed technological change. The Economic Journal, 125(583), 443–463.CrossRef
Zurück zum Zitat Acemoglu, D., Aghion, P., Zilibotti, F. (2006). Distance to frontier, selection, and economic growth. Journal of the European Economic Association, 4(1), 37–74.CrossRef Acemoglu, D., Aghion, P., Zilibotti, F. (2006). Distance to frontier, selection, and economic growth. Journal of the European Economic Association, 4(1), 37–74.CrossRef
Zurück zum Zitat Ács, Z. J., Autio, E., Szerb, L. (2014). National systems of entrepreneurship: measurement issues and policy implications. Research Policy, 43(3), 476–494.CrossRef Ács, Z. J., Autio, E., Szerb, L. (2014). National systems of entrepreneurship: measurement issues and policy implications. Research Policy, 43(3), 476–494.CrossRef
Zurück zum Zitat Atkinson, A. B., & Stiglitz, J. E. (1969). A new view of technological change. The Economic Journal, 79(315), 573–578.CrossRef Atkinson, A. B., & Stiglitz, J. E. (1969). A new view of technological change. The Economic Journal, 79(315), 573–578.CrossRef
Zurück zum Zitat Bahar, D., Hausmann, R., Hidalgo, C. A. (2014). Neighbors and the evolution of the comparative advantage of nations: evidence of international knowledge diffusion? Journal of International Economics, 92(1), 111–123.CrossRef Bahar, D., Hausmann, R., Hidalgo, C. A. (2014). Neighbors and the evolution of the comparative advantage of nations: evidence of international knowledge diffusion? Journal of International Economics, 92(1), 111–123.CrossRef
Zurück zum Zitat Barro, R. J., & Lee, J. W. (2013). A new data set of educational attainment in the world, 1950–2010. Journal of Development Economics, 104, 184–198.CrossRef Barro, R. J., & Lee, J. W. (2013). A new data set of educational attainment in the world, 1950–2010. Journal of Development Economics, 104, 184–198.CrossRef
Zurück zum Zitat Baumol, W. (1994). Entrepreneurship, management, and the structure of payoffs. Cambridge: MIT Press. Baumol, W. (1994). Entrepreneurship, management, and the structure of payoffs. Cambridge: MIT Press.
Zurück zum Zitat Benos, N., & Zotou, S. (2014). Education and economic growth: a meta-regression analysis. World Development, 64, 669–689.CrossRef Benos, N., & Zotou, S. (2014). Education and economic growth: a meta-regression analysis. World Development, 64, 669–689.CrossRef
Zurück zum Zitat Bögenhold, D., & Staber, U. (1991). The decline and rise of self-employment. Work, Employment and Society, 5(2), 223–239.CrossRef Bögenhold, D., & Staber, U. (1991). The decline and rise of self-employment. Work, Employment and Society, 5(2), 223–239.CrossRef
Zurück zum Zitat Bosma, N., Sanders, M., Stam, E. (2018). Institutions, entrepreneurship, and economic growth in europe. Small Business Economics, 51, 483–499.CrossRef Bosma, N., Sanders, M., Stam, E. (2018). Institutions, entrepreneurship, and economic growth in europe. Small Business Economics, 51, 483–499.CrossRef
Zurück zum Zitat Bruns, K., Bosma, N., Sanders, M., Schramm, M. (2017). Searching for the existence of entrepreneurial ecosystems: a regional cross-section growth regression approach. Small Business Economics, 49(1), 31–54.CrossRef Bruns, K., Bosma, N., Sanders, M., Schramm, M. (2017). Searching for the existence of entrepreneurial ecosystems: a regional cross-section growth regression approach. Small Business Economics, 49(1), 31–54.CrossRef
Zurück zum Zitat Capozza, C., Salomone, S., Somma, E. (2018). Local industrial structure, agglomeration economies and the creation of innovative start-ups: evidence from the italian case. Entrepreneurship & Regional Development, 30(7-8), 749–775.CrossRef Capozza, C., Salomone, S., Somma, E. (2018). Local industrial structure, agglomeration economies and the creation of innovative start-ups: evidence from the italian case. Entrepreneurship & Regional Development, 30(7-8), 749–775.CrossRef
Zurück zum Zitat Caselli, F., & Coleman, W.J.I. (2006). The world technology frontier. American Economic Review, 96(3), 499–522.CrossRef Caselli, F., & Coleman, W.J.I. (2006). The world technology frontier. American Economic Review, 96(3), 499–522.CrossRef
Zurück zum Zitat Chaganti, R., & Greene, P. G. (2002). Who are ethnic entrepreneurs? A study of entrepreneurs’ ethnic involvement and business characteristics. Journal of Small Business Management, 40(2), 126–143.CrossRef Chaganti, R., & Greene, P. G. (2002). Who are ethnic entrepreneurs? A study of entrepreneurs’ ethnic involvement and business characteristics. Journal of Small Business Management, 40(2), 126–143.CrossRef
Zurück zum Zitat Charnes, A., Cooper, W. W., Rhodes, E. (1978). Measuring the efficiency of decision making units. European Journal of Operational Research, 2(6), 429–444.CrossRef Charnes, A., Cooper, W. W., Rhodes, E. (1978). Measuring the efficiency of decision making units. European Journal of Operational Research, 2(6), 429–444.CrossRef
Zurück zum Zitat Cinnirella, F., & Streb, J. (2017). The role of human capital and innovation in economic development: evidence from post-malthusian prussia. Journal of Economic Growth, 22(2), 193–227.CrossRef Cinnirella, F., & Streb, J. (2017). The role of human capital and innovation in economic development: evidence from post-malthusian prussia. Journal of Economic Growth, 22(2), 193–227.CrossRef
Zurück zum Zitat Coelli, T. (1995). Estimators and hypothesis tests for a stochastic frontier function: a monte carlo analysis. Journal of Productivity Analysis, 6(3), 247–268.CrossRef Coelli, T. (1995). Estimators and hypothesis tests for a stochastic frontier function: a monte carlo analysis. Journal of Productivity Analysis, 6(3), 247–268.CrossRef
Zurück zum Zitat Coduras Martinez, A., Levie, J., Kelley, D., Saemundsson, R., Schøtt, T. (2010). GEM Special Report: A Global Perspective on Entrepreneurship Education and Training. Babson Park, MA, US: Babson College, Santiago, Chile: Universidad del Desarvollo and Reykjavik, Iceland: Háskólinn Reykjavik University, London, UK: Global Entrepreneurship Research Association. Coduras Martinez, A., Levie, J., Kelley, D., Saemundsson, R., Schøtt, T. (2010). GEM Special Report: A Global Perspective on Entrepreneurship Education and Training. Babson Park, MA, US: Babson College, Santiago, Chile: Universidad del Desarvollo and Reykjavik, Iceland: Háskólinn Reykjavik University, London, UK: Global Entrepreneurship Research Association.
Zurück zum Zitat Debreu, G. (1951). The coefficient of resource utilization. Econometrica, 19(3), 273–292.CrossRef Debreu, G. (1951). The coefficient of resource utilization. Econometrica, 19(3), 273–292.CrossRef
Zurück zum Zitat Du, K., & O’Connor, A. (2018). Entrepreneurship and advancing national level economic efficiency. Small Business Economics, 50(1), 91–111.CrossRef Du, K., & O’Connor, A. (2018). Entrepreneurship and advancing national level economic efficiency. Small Business Economics, 50(1), 91–111.CrossRef
Zurück zum Zitat Du, K., Worthington, A. C., Zelenyuk, V. (2018). Data envelopment analysis, truncated regression and double-bootstrap for panel data with application to chinese banking. European Journal of Operational Research, 265(2), 748–764.CrossRef Du, K., Worthington, A. C., Zelenyuk, V. (2018). Data envelopment analysis, truncated regression and double-bootstrap for panel data with application to chinese banking. European Journal of Operational Research, 265(2), 748–764.CrossRef
Zurück zum Zitat Farrell, M. J. (1957). The measurement of productive efficiency. Journal of the Royal Statistical Society. Series A (General), 120(3), 253–290.CrossRef Farrell, M. J. (1957). The measurement of productive efficiency. Journal of the Royal Statistical Society. Series A (General), 120(3), 253–290.CrossRef
Zurück zum Zitat Glaeser, E., La Porta, R., Lopez-de Silanes, F., Shleifer, A. (2004). Do institutions cause growth? Journal of Economic Growth, 9(3), 271–303.CrossRef Glaeser, E., La Porta, R., Lopez-de Silanes, F., Shleifer, A. (2004). Do institutions cause growth? Journal of Economic Growth, 9(3), 271–303.CrossRef
Zurück zum Zitat Hall, R., & Jones, C. (1999). Why do some countries produce so much more output per worker than others? Quarterly Journal of Economics, 114(1), 83–116.CrossRef Hall, R., & Jones, C. (1999). Why do some countries produce so much more output per worker than others? Quarterly Journal of Economics, 114(1), 83–116.CrossRef
Zurück zum Zitat Hausmann, R., & Hidalgo, C. A. (2011). The network structure of economic output. Journal of Economic Growth, 16(4), 309–342.CrossRef Hausmann, R., & Hidalgo, C. A. (2011). The network structure of economic output. Journal of Economic Growth, 16(4), 309–342.CrossRef
Zurück zum Zitat Hausmann, R., & Klinger, B. (2006). Structural transformation and patterns of comparative advantage in the product space. Working paper series, Harvard University, John F. Kennedy School of Government. Hausmann, R., & Klinger, B. (2006). Structural transformation and patterns of comparative advantage in the product space. Working paper series, Harvard University, John F. Kennedy School of Government.
Zurück zum Zitat Hausmann, R., Hidalgo, C. A., Bustos, S., Coscia, M., Simoes, A., Yildirim, M. A. (2014). The atlas of economic complexity: mapping paths to prosperity. Cambridge: MIT Press.CrossRef Hausmann, R., Hidalgo, C. A., Bustos, S., Coscia, M., Simoes, A., Yildirim, M. A. (2014). The atlas of economic complexity: mapping paths to prosperity. Cambridge: MIT Press.CrossRef
Zurück zum Zitat Henderson, D., & Russell, R. (2005). Human capital and convergence: a production-frontier approach. International Economic Review, 46(4), 1167–1205.CrossRef Henderson, D., & Russell, R. (2005). Human capital and convergence: a production-frontier approach. International Economic Review, 46(4), 1167–1205.CrossRef
Zurück zum Zitat Henderson, D. J., & Zelenyuk, V. (2007). Testing for (efficiency) catching-up. Southern Economic Journal, 73(4), 1003–1019. Henderson, D. J., & Zelenyuk, V. (2007). Testing for (efficiency) catching-up. Southern Economic Journal, 73(4), 1003–1019.
Zurück zum Zitat Hidalgo, C. A. (2018). Economic complexity: from useless to keystone. Nature Physics, 14(1), 9.CrossRef Hidalgo, C. A. (2018). Economic complexity: from useless to keystone. Nature Physics, 14(1), 9.CrossRef
Zurück zum Zitat Isik, I., & Hassan, M. (2002). Technical, scale and allocative efficiencies of turkish banking industry. Journal of Banking and Finance, 26(4), 719–766.CrossRef Isik, I., & Hassan, M. (2002). Technical, scale and allocative efficiencies of turkish banking industry. Journal of Banking and Finance, 26(4), 719–766.CrossRef
Zurück zum Zitat Kumar, S., & Russell, R. (2002). Technological change, technological catch-up, and capital deepening: relative contributions to growth and convergence. American Economic Review, 92(3), 527–548.CrossRef Kumar, S., & Russell, R. (2002). Technological change, technological catch-up, and capital deepening: relative contributions to growth and convergence. American Economic Review, 92(3), 527–548.CrossRef
Zurück zum Zitat Lampe, H. W., & Hilgers, D. (2015). Trajectories of efficiency measurement: a bibliometric analysis of dea and sfa. European Journal of Operational Research, 240(1), 1–21.CrossRef Lampe, H. W., & Hilgers, D. (2015). Trajectories of efficiency measurement: a bibliometric analysis of dea and sfa. European Journal of Operational Research, 240(1), 1–21.CrossRef
Zurück zum Zitat Malerba, F., & McKelvey, M. (2018). Knowledge-intensive innovative entrepreneurship integrating schumpeter, evolutionary economics, and innovation systems. Small Business Economics, 13,1–20. Malerba, F., & McKelvey, M. (2018). Knowledge-intensive innovative entrepreneurship integrating schumpeter, evolutionary economics, and innovation systems. Small Business Economics, 13,1–20.
Zurück zum Zitat Mastromarco, C., & Simar, L. (2015). Effect of fdi and time on catching up: new insights from a conditional nonparametric frontier analysis. Journal of Applied Econometrics, 30(5), 826–847.CrossRef Mastromarco, C., & Simar, L. (2015). Effect of fdi and time on catching up: new insights from a conditional nonparametric frontier analysis. Journal of Applied Econometrics, 30(5), 826–847.CrossRef
Zurück zum Zitat Meager, N., Bates, P., Cowling, M. (2003). An evaluation of business start-up support for young people. National Instituteseview, 186(1), 59–72. Meager, N., Bates, P., Cowling, M. (2003). An evaluation of business start-up support for young people. National Instituteseview, 186(1), 59–72.
Zurück zum Zitat Morgan, K. (2013). The regional state in the era of Smart Specialisation. Ekonomiaz, 83(2), 103–126. Morgan, K. (2013). The regional state in the era of Smart Specialisation. Ekonomiaz, 83(2), 103–126.
Zurück zum Zitat O’Connor, A. (2013). A conceptual framework for entrepreneurship education policy: meeting government and economic purposes. Journal of Business Venturing, 28(4), 546–563.CrossRef O’Connor, A. (2013). A conceptual framework for entrepreneurship education policy: meeting government and economic purposes. Journal of Business Venturing, 28(4), 546–563.CrossRef
Zurück zum Zitat Oosterbeek, H., van Praag, M., Ijsselstein, A. (2010). The impact of entrepreneurship education on entrepreneurship skills and motivation. European Economic Review, 54(3), 442–454.CrossRef Oosterbeek, H., van Praag, M., Ijsselstein, A. (2010). The impact of entrepreneurship education on entrepreneurship skills and motivation. European Economic Review, 54(3), 442–454.CrossRef
Zurück zum Zitat Pittaway, L., & Cope, J. (2007). Entrepreneurship education: a systematic review of the evidence. International Small Business Journal, 25(5), 479–510.CrossRef Pittaway, L., & Cope, J. (2007). Entrepreneurship education: a systematic review of the evidence. International Small Business Journal, 25(5), 479–510.CrossRef
Zurück zum Zitat Prieger, J. E., Bampoky, C., Blanco, L. R., Liu, A. (2016). Economic growth and the optimal level of entrepreneurship. World Development, 82, 95–109.CrossRef Prieger, J. E., Bampoky, C., Blanco, L. R., Liu, A. (2016). Economic growth and the optimal level of entrepreneurship. World Development, 82, 95–109.CrossRef
Zurück zum Zitat Psacharopoulos, G. (1994). Returns to investment in education: a global update. World Development, 22(9), 1325–1343.CrossRef Psacharopoulos, G. (1994). Returns to investment in education: a global update. World Development, 22(9), 1325–1343.CrossRef
Zurück zum Zitat Roundy, P. T., Bradshaw, M., Brockman, B. K. (2018). The emergence of entrepreneurial ecosystems: a complex adaptive systems approach. Journal of Business Research, 86, 1–10.CrossRef Roundy, P. T., Bradshaw, M., Brockman, B. K. (2018). The emergence of entrepreneurial ecosystems: a complex adaptive systems approach. Journal of Business Research, 86, 1–10.CrossRef
Zurück zum Zitat Schrempf, B., Kaplan, D., Schroeder, D. (2013). National, regional, and sectoral systems of innovation–an overview. Report for FP7 Project “Progress”. European Commission. Project website: http://progressproject.eu. Schrempf, B., Kaplan, D., Schroeder, D. (2013). National, regional, and sectoral systems of innovation–an overview. Report for FP7 Project “Progress”. European Commission. Project website: http://​progressproject.​eu.
Zurück zum Zitat Shane, S. A. (2008). The illusions of entrepreneurship: the costly myths that entrepreneurs, investors, and policy makers live by. New Haven: Yale University Press. Shane, S. A. (2008). The illusions of entrepreneurship: the costly myths that entrepreneurs, investors, and policy makers live by. New Haven: Yale University Press.
Zurück zum Zitat Simar, L., & Wilson, P. (2007). Estimation and inference in two-stage, semi-parametric models of production processes. Journal of Econometrics, 136(1), 31–64.CrossRef Simar, L., & Wilson, P. (2007). Estimation and inference in two-stage, semi-parametric models of production processes. Journal of Econometrics, 136(1), 31–64.CrossRef
Zurück zum Zitat Simar, L., & Wilson, P. (2011). Two-stage dea: Caveat emptor. Journal of Productivity Analysis, 36(2), 205–218.CrossRef Simar, L., & Wilson, P. (2011). Two-stage dea: Caveat emptor. Journal of Productivity Analysis, 36(2), 205–218.CrossRef
Zurück zum Zitat Singer, S., Amorós, J. E., Arreola, D. M. (2015). Global entrepreneurship monitor: 2011 global report. London: London Business School. Singer, S., Amorós, J. E., Arreola, D. M. (2015). Global entrepreneurship monitor: 2011 global report. London: London Business School.
Zurück zum Zitat Solow, R. M. (1956). A contribution to the theory of economic growth. The Quarterly Journal of Economics, 70(1), 65–94.CrossRef Solow, R. M. (1956). A contribution to the theory of economic growth. The Quarterly Journal of Economics, 70(1), 65–94.CrossRef
Zurück zum Zitat Solow, R. M. (1957). Technical change and the aggregate production function. The Review of Economics and Statistics, 39(3), 312–320.CrossRef Solow, R. M. (1957). Technical change and the aggregate production function. The Review of Economics and Statistics, 39(3), 312–320.CrossRef
Zurück zum Zitat Stam, E. (2015). Entrepreneurial ecosystems and regional policy: a sympathetic critique. European Planning Studies, 23(9), 1759–1769.CrossRef Stam, E. (2015). Entrepreneurial ecosystems and regional policy: a sympathetic critique. European Planning Studies, 23(9), 1759–1769.CrossRef
Zurück zum Zitat Tzeremes, N. G. (2014). The effect of human capital on countries’ economic efficiency. Economics Letters, 124(1), 127–131.CrossRef Tzeremes, N. G. (2014). The effect of human capital on countries’ economic efficiency. Economics Letters, 124(1), 127–131.CrossRef
Zurück zum Zitat Van Praag, C. M., & Versloot, P. H. (2007). What is the value of entrepreneurship? A review of recent research. Small Business Economics, 29(4), 351–382.CrossRef Van Praag, C. M., & Versloot, P. H. (2007). What is the value of entrepreneurship? A review of recent research. Small Business Economics, 29(4), 351–382.CrossRef
Zurück zum Zitat Vandenbussche, J., Aghion, P., Meghir, C. (2006). Growth, distance to frontier and composition of human capital. Journal of Economic Growth, 11(2), 97–127.CrossRef Vandenbussche, J., Aghion, P., Meghir, C. (2006). Growth, distance to frontier and composition of human capital. Journal of Economic Growth, 11(2), 97–127.CrossRef
Zurück zum Zitat Yang, Y. (2005). Can the strengths of aic and bic be shared? A conflict between model indentification and regression estimation. Biometrika, 92(4), 937–950.CrossRef Yang, Y. (2005). Can the strengths of aic and bic be shared? A conflict between model indentification and regression estimation. Biometrika, 92(4), 937–950.CrossRef
Zurück zum Zitat Young, A. (1991). Learning by doing and the dynamic effects of international trade. The Quarterly Journal of Economics, 106(2), 369–405.CrossRef Young, A. (1991). Learning by doing and the dynamic effects of international trade. The Quarterly Journal of Economics, 106(2), 369–405.CrossRef
Metadaten
Titel
Examining economic complexity as a holistic innovation system effect
verfasst von
Kai Du
Allan O’Connor
Publikationsdatum
26.07.2019
Verlag
Springer US
Erschienen in
Small Business Economics / Ausgabe 1/2021
Print ISSN: 0921-898X
Elektronische ISSN: 1573-0913
DOI
https://doi.org/10.1007/s11187-019-00215-z

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