Skip to main content
Erschienen in: Journal of Economic Interaction and Coordination 3/2018

08.04.2017 | Regular Article

The creative response and the endogenous dynamics of pecuniary knowledge externalities: an agent based simulation model

verfasst von: Cristiano Antonelli, Gianluigi Ferraris

Erschienen in: Journal of Economic Interaction and Coordination | Ausgabe 3/2018

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The paper elaborates an agent based simulation model (ABM) to explore the endogenous long-term dynamics of knowledge externalities. ABMs, as a form of artificial cliometrics, allow the analysis of the effects of the reactivity of firms caught in out-of-equilibrium conditions conditional on the levels of endogenous knowledge externalities stemming from the levels of knowledge connectivity of the system. The simulation results confirm the powerful effects of endogenous knowledge externalities. At the micro-level, the reactions of firms caught in out-of-equilibrium conditions yield successful effects in the form of productivity enhancing innovations, only in the presence of high levels of knowledge connectivity and strong pecuniary knowledge externalities. At the meso-level, the introduction of innovations changes the structural characteristics of the system in terms of knowledge connectivity that affect the availability of knowledge externalities. Endogenous centrifugal and centripetal forces continually reshape the structure of the system and its knowledge connectivity. At the macro system level, an out-of-equilibrium process leads to a step-wise increase in productivity combined with non-linear patterns of output growth characterized by significant oscillations typical of the long waves in Schumpeterian business cycles.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Fußnoten
1
We define the equilibrium cost of knowledge as the cost of a standard divisible input, traded in a competitive market, that can be fully appropriated, wear and tear because has a clear exhaustibility, and is used to produce an output that is traded in a competitive market.
 
2
NK models assume the reverse, defining density of the components in the landscape, and their knowledge to be exogenous (Levinthal 1997).
 
3
See “Appendix A” for detailed presentation of the pseudo code of the model, “Appendix B” for the parameters of the model, “Appendix C” for the parameters of the simulation.
 
4
See Antonelli and Ferraris (2011, 2017) for other complementary specifications of this simulation model.
 
5
Note that the system is analytically consistent. Naming \(\prod \) the profit of a generic enterprise and D the dividend it will pay to its shareholders, and remembering Eqs. 1,  2 and 5 it is possible to write the following equations:
$$\begin{aligned} \hbox {D}_{\mathrm{i}} = \prod \nolimits _{\mathrm{i}} = \hbox {pO}_{\mathrm{i}} - \hbox {W}_{\mathrm{i}} \end{aligned}$$
(15)
where D could be less than zero if a loss had to be reintegrated. The amount of dividends paid to the whole systems is:
$$\begin{aligned} \hbox {D} = \sum \hbox {D}_{\mathrm{i}.} \end{aligned}$$
(16)
At the aggregate level the system could be resumed as follows:
$$\begin{aligned} \hbox {Y} = \sum \hbox {W}_{\mathrm{i}} + \sum \hbox {D}_{\mathrm{i}.} \end{aligned}$$
(17)
By specifying \(\hbox {D}_{\mathrm{i}}\) using Eq. (16) it is possible to obtain:
$$\begin{aligned} \hbox {Y} = \sum \hbox {W}_{\mathrm{i}} + \sum \hbox {pO}_{\mathrm{i}} - \sum \hbox {W}_{\mathrm{i}.} \end{aligned}$$
(18)
By operating simple compensations Eq. (18) becomes:
$$\begin{aligned} \hbox {Y} = \sum \hbox {pO}_{\mathrm{i}.} \end{aligned}$$
(19)
Recalling expression (2) it is evident that the whole system can reach equilibrium and the amount of money into the system remains always constant.
 
6
See the Appendix for the robustness and sensitivity checks.
 
Literatur
Zurück zum Zitat Anderson PW, Arrow KJ, Pines D (eds) (1988) The economy as an evolving complex system. Addison Wesley, Redwood Anderson PW, Arrow KJ, Pines D (eds) (1988) The economy as an evolving complex system. Addison Wesley, Redwood
Zurück zum Zitat Antonelli C (2008) Localized technological change. Towards the economics of complexity. Routledge, LondonCrossRef Antonelli C (2008) Localized technological change. Towards the economics of complexity. Routledge, LondonCrossRef
Zurück zum Zitat Antonelli C (ed) (2011) Handbook on the economic complexity of technological change. Edward Elgar, Cheltenham Antonelli C (ed) (2011) Handbook on the economic complexity of technological change. Edward Elgar, Cheltenham
Zurück zum Zitat Antonelli C (2015) Innovation as a creative response. A reappraisal of the Schumpeterian legacy. Hist Econ Ideas 23:99–118 Antonelli C (2015) Innovation as a creative response. A reappraisal of the Schumpeterian legacy. Hist Econ Ideas 23:99–118
Zurück zum Zitat Antonelli C, Colombelli A (2015a) External and internal knowledge in the knowledge generation function. Ind Innov 22:273–298CrossRef Antonelli C, Colombelli A (2015a) External and internal knowledge in the knowledge generation function. Ind Innov 22:273–298CrossRef
Zurück zum Zitat Antonelli C, Colombelli A (2015b) The cost of knowledge. Int J Prod Econ 168:290–302CrossRef Antonelli C, Colombelli A (2015b) The cost of knowledge. Int J Prod Econ 168:290–302CrossRef
Zurück zum Zitat Antonelli C, David PA (eds) (2016) The economics of knowledge and knowledge driven economy. Routledge, London Antonelli C, David PA (eds) (2016) The economics of knowledge and knowledge driven economy. Routledge, London
Zurück zum Zitat Antonelli C, Ferraris G (2011) Innovation as an emerging system property: an agent based model. J Artif Soc Soc Simul 14 (2) no page Antonelli C, Ferraris G (2011) Innovation as an emerging system property: an agent based model. J Artif Soc Soc Simul 14 (2) no page
Zurück zum Zitat Antonelli C, Ferraris G (2017) The Marshallian and Schumpeterian microfoundations of evolutionary complexity. An agent based simulation model. In: Cantner U, Pyka A (eds) Foundations of economic change - Behaviour, interaction and aggregate outcomes. Springer, Berlin (Forthcoming) Antonelli C, Ferraris G (2017) The Marshallian and Schumpeterian microfoundations of evolutionary complexity. An agent based simulation model. In: Cantner U, Pyka A (eds) Foundations of economic change - Behaviour, interaction and aggregate outcomes. Springer, Berlin (Forthcoming)
Zurück zum Zitat Arrow KJ (1969) Classificatory notes on the production and transmission of technical knowledge. Am Econ Rev 59:29–35 Arrow KJ (1969) Classificatory notes on the production and transmission of technical knowledge. Am Econ Rev 59:29–35
Zurück zum Zitat Arthur WB (2014) Complexity and the economy. Oxford University Press, New York Arthur WB (2014) Complexity and the economy. Oxford University Press, New York
Zurück zum Zitat Arthur WB, Durlauf SN, Lane DA (eds) (1997) The economy as an evolving complex system II. Addison-Wesley, Redwood City Arthur WB, Durlauf SN, Lane DA (eds) (1997) The economy as an evolving complex system II. Addison-Wesley, Redwood City
Zurück zum Zitat Barabasi LA (2010) Bursts. The hidden pattern behind everything we do. Dutton, New York Barabasi LA (2010) Bursts. The hidden pattern behind everything we do. Dutton, New York
Zurück zum Zitat Beaudry C, Breschi S (2003) Are firms in clusters really more innovative? Econ Innov New Technol 12:325–342CrossRef Beaudry C, Breschi S (2003) Are firms in clusters really more innovative? Econ Innov New Technol 12:325–342CrossRef
Zurück zum Zitat Bischi GI, Dawid H, Kopel M (2003) Gaining the competitive edge using internal and external spillovers: a dynamic analysis. J Econ Dyn Control 27:2171–2193CrossRef Bischi GI, Dawid H, Kopel M (2003) Gaining the competitive edge using internal and external spillovers: a dynamic analysis. J Econ Dyn Control 27:2171–2193CrossRef
Zurück zum Zitat Bresnahan T, Gambardella A, Saxenian A (2001) Old economy inputs for new economy outputs: cluster formation in the new Silicon Valleys. Ind Corp Chang 10:835–860CrossRef Bresnahan T, Gambardella A, Saxenian A (2001) Old economy inputs for new economy outputs: cluster formation in the new Silicon Valleys. Ind Corp Chang 10:835–860CrossRef
Zurück zum Zitat Cohen WM, Levinthal DA (1990) Absorptive capacity: a new perspective on learning and innovation. Adm Sci Q 35:128–152CrossRef Cohen WM, Levinthal DA (1990) Absorptive capacity: a new perspective on learning and innovation. Adm Sci Q 35:128–152CrossRef
Zurück zum Zitat Cowan R, Jonard N (2004) Network structure and the diffusion of knowledge. J Econ Dyn Control 28:1557–1575CrossRef Cowan R, Jonard N (2004) Network structure and the diffusion of knowledge. J Econ Dyn Control 28:1557–1575CrossRef
Zurück zum Zitat David PA (1993) Knowledge, property and the system dynamics of technological change. In: Summers L, Shah S (eds) Proceedings of the World Bank annual conference on development economics. World Bank, Washington David PA (1993) Knowledge, property and the system dynamics of technological change. In: Summers L, Shah S (eds) Proceedings of the World Bank annual conference on development economics. World Bank, Washington
Zurück zum Zitat David PA (2007) Path dependence: a foundational concept for historical social science. Cliometrica J Hist Econ Econ Hist 1:91–114 David PA (2007) Path dependence: a foundational concept for historical social science. Cliometrica J Hist Econ Econ Hist 1:91–114
Zurück zum Zitat Ferraris G (2006) Tempo, casualità e sincronizzazione degli eventi nei modelli. In: Terna P, Boero R, Morini M, Sonnessa M (eds) Modelli per la complessità - La simulazione ad agenti in economia. Il Mulino, Bologna Ferraris G (2006) Tempo, casualità e sincronizzazione degli eventi nei modelli. In: Terna P, Boero R, Morini M, Sonnessa M (eds) Modelli per la complessità - La simulazione ad agenti in economia. Il Mulino, Bologna
Zurück zum Zitat Fleming L (2001) Recombinant uncertainty in technological search. Manag Sci 47(1):117–132CrossRef Fleming L (2001) Recombinant uncertainty in technological search. Manag Sci 47(1):117–132CrossRef
Zurück zum Zitat Fleming L, Sorenson O (2001) Technology as a complex adaptive system: evidence from patent data. Res Policy 30:1019–1039CrossRef Fleming L, Sorenson O (2001) Technology as a complex adaptive system: evidence from patent data. Res Policy 30:1019–1039CrossRef
Zurück zum Zitat Griffith R, Redding S, Van Reenen J (2003) R&D and absorptive capacity: theory and empirical evidence. Scand J Econ 105:99–118CrossRef Griffith R, Redding S, Van Reenen J (2003) R&D and absorptive capacity: theory and empirical evidence. Scand J Econ 105:99–118CrossRef
Zurück zum Zitat Griliches Z (1979) Issues in assessing the contribution of research and development to productivity growth. Bell J Econ 10:92–116CrossRef Griliches Z (1979) Issues in assessing the contribution of research and development to productivity growth. Bell J Econ 10:92–116CrossRef
Zurück zum Zitat Griliches Z (1992) The search for R&D spillovers. Scand J Econ 94:29–47CrossRef Griliches Z (1992) The search for R&D spillovers. Scand J Econ 94:29–47CrossRef
Zurück zum Zitat Guiso L, Schivardi F (2007) Spillovers in industrial districts. Econ J 117(516):68–93CrossRef Guiso L, Schivardi F (2007) Spillovers in industrial districts. Econ J 117(516):68–93CrossRef
Zurück zum Zitat Krugman P (1994) Complex landscapes in economic geography. Am Econ Rev 84:412–417 Krugman P (1994) Complex landscapes in economic geography. Am Econ Rev 84:412–417
Zurück zum Zitat Lane DA (2002) Complexity and local interactions: towards a theory of industrial districts. In: Quadrio Curzio A, Fortis M (eds) Complexity and industrial clusters: dynamics and models in theory and practice. Physica, New York, pp 65–82CrossRef Lane DA (2002) Complexity and local interactions: towards a theory of industrial districts. In: Quadrio Curzio A, Fortis M (eds) Complexity and industrial clusters: dynamics and models in theory and practice. Physica, New York, pp 65–82CrossRef
Zurück zum Zitat Lane DA, Pumain D, Leeuw SE, West G (eds) (2009) Complexity perspectives in innovation and social change. Springer, Berlin Lane DA, Pumain D, Leeuw SE, West G (eds) (2009) Complexity perspectives in innovation and social change. Springer, Berlin
Zurück zum Zitat Levinthal DA (1997) Adaptation on rugged landscapes. Manag Sci 43(7):934–950CrossRef Levinthal DA (1997) Adaptation on rugged landscapes. Manag Sci 43(7):934–950CrossRef
Zurück zum Zitat Lundvall B (1988) Innovation as an interactive process: from user-producer interaction to the national system of innovation. In: Dosi G et al (eds) Technical change and economic theory. Frances Pinter, London, pp 349–369 Lundvall B (1988) Innovation as an interactive process: from user-producer interaction to the national system of innovation. In: Dosi G et al (eds) Technical change and economic theory. Frances Pinter, London, pp 349–369
Zurück zum Zitat Mansfield E, Schwartz M, Wagner M (1981) Imitation costs and patents: an empirical study. Econ J 91:907–918CrossRef Mansfield E, Schwartz M, Wagner M (1981) Imitation costs and patents: an empirical study. Econ J 91:907–918CrossRef
Zurück zum Zitat March JC (1991) Exploration and exploitation in organizing learning. Organ Sci 2:71–87CrossRef March JC (1991) Exploration and exploitation in organizing learning. Organ Sci 2:71–87CrossRef
Zurück zum Zitat Martin R, Sunley P (2012) Forms of emergence and the evolution of economic landscapes. J Econ Behav Organ 82:338–351CrossRef Martin R, Sunley P (2012) Forms of emergence and the evolution of economic landscapes. J Econ Behav Organ 82:338–351CrossRef
Zurück zum Zitat Metcalfe JS (2002) Knowledge of growth and the growth of knowledge. J Evol Econ 12:3–16CrossRef Metcalfe JS (2002) Knowledge of growth and the growth of knowledge. J Evol Econ 12:3–16CrossRef
Zurück zum Zitat Miller JH, Page SE (2007) Complex adaptive systems. Princeton University Press, Princeton Miller JH, Page SE (2007) Complex adaptive systems. Princeton University Press, Princeton
Zurück zum Zitat Mokyr J (1990) Punctuated equilibria and technological progress. American Economic Review P&P 80, pp 350–354 Mokyr J (1990) Punctuated equilibria and technological progress. American Economic Review P&P 80, pp 350–354
Zurück zum Zitat Ostrom E (2010) Beyond markets and states: polycentric governance of complex economic systems. Am Econ Rev 100:641–672CrossRef Ostrom E (2010) Beyond markets and states: polycentric governance of complex economic systems. Am Econ Rev 100:641–672CrossRef
Zurück zum Zitat Ostrom E, Hess C (eds) (2006) Understanding knowledge as a commons: from theory to practice. MIT Press, Cambridge Ostrom E, Hess C (eds) (2006) Understanding knowledge as a commons: from theory to practice. MIT Press, Cambridge
Zurück zum Zitat Page SE (2011) Diversity and complexity. Princeton University Press, Princeton Page SE (2011) Diversity and complexity. Princeton University Press, Princeton
Zurück zum Zitat Reichman J (2000) Of green tulips and legal kudzu: Repackaging rights in subpatentable invention, Vanderbilt Law Review 53, pp 17–43. Reprinted In: Dreyfuss R, Zimmerman D (eds), Expanding the boundaries of intellectual property, Oxford University Press (2001) Oxford, pp 23–54 Reichman J (2000) Of green tulips and legal kudzu: Repackaging rights in subpatentable invention, Vanderbilt Law Review 53, pp 17–43. Reprinted In: Dreyfuss R, Zimmerman D (eds), Expanding the boundaries of intellectual property, Oxford University Press (2001) Oxford, pp 23–54
Zurück zum Zitat Romer PM (1990) Endogeneous technological change. J Polit Econ 98:S71–S102CrossRef Romer PM (1990) Endogeneous technological change. J Polit Econ 98:S71–S102CrossRef
Zurück zum Zitat Rosser JB (ed) (2004) Complexity in economics. Methodology interacting agents and microeconomic models. Edward Elgar, Cheltenham Rosser JB (ed) (2004) Complexity in economics. Methodology interacting agents and microeconomic models. Edward Elgar, Cheltenham
Zurück zum Zitat Schumpeter JA (1942) Capitalism socialism and democracy. Harper and Row, New York Schumpeter JA (1942) Capitalism socialism and democracy. Harper and Row, New York
Zurück zum Zitat Schumpeter JA (1947) The creative response in economic history. J Econ Hist 7:149–159CrossRef Schumpeter JA (1947) The creative response in economic history. J Econ Hist 7:149–159CrossRef
Zurück zum Zitat Sorenson O, Rivkin JW, Fleming L (2006) Complexity, networks and knowledge flow. Res Policy 35(7):994–1017CrossRef Sorenson O, Rivkin JW, Fleming L (2006) Complexity, networks and knowledge flow. Res Policy 35(7):994–1017CrossRef
Zurück zum Zitat Terna P (2009) The epidemics of innovation. Playing around with an agent-based model. Econ Innov New Technol 18:707–728CrossRef Terna P (2009) The epidemics of innovation. Playing around with an agent-based model. Econ Innov New Technol 18:707–728CrossRef
Zurück zum Zitat Weitzman ML (1996) Hybridizing growth theory. Am Econ Rev 86:207–212 Weitzman ML (1996) Hybridizing growth theory. Am Econ Rev 86:207–212
Zurück zum Zitat Zhang J (2003) Growing Silicon Valley on a landscape. J Evol Econ 13:529–548CrossRef Zhang J (2003) Growing Silicon Valley on a landscape. J Evol Econ 13:529–548CrossRef
Metadaten
Titel
The creative response and the endogenous dynamics of pecuniary knowledge externalities: an agent based simulation model
verfasst von
Cristiano Antonelli
Gianluigi Ferraris
Publikationsdatum
08.04.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
Journal of Economic Interaction and Coordination / Ausgabe 3/2018
Print ISSN: 1860-711X
Elektronische ISSN: 1860-7128
DOI
https://doi.org/10.1007/s11403-017-0194-3

Weitere Artikel der Ausgabe 3/2018

Journal of Economic Interaction and Coordination 3/2018 Zur Ausgabe