Skip to main content
Erschienen in: Journal of Geographical Systems 1/2012

01.01.2012 | Original Article

A space-time analysis of knowledge production

verfasst von: Olivier Parent

Erschienen in: Journal of Geographical Systems | Ausgabe 1/2012

Einloggen

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

search-config
loading …

Abstract

Regional growth models often emphasize the importance of research and development activities leading to technological progress. The role of knowledge production and spatiotemporal spillover effects is investigated using a space-time panel data set covering 49 US states over the period 1994–2005. The aim is to test for the existence of regional knowledge spillovers in the context of a space-time dynamic suggested by the knowledge production function. A space-time specification is set forth that can be applied to panel data models that include random effects. We compare alternative models that have been proposed in the panel data literature to provide a better understanding of how new ideas diffuse across space and time. The results indicate that the space-time panel data set is consistent with the presence of strong spatiotemporal regional spillovers of knowledge. The empirical findings are interpreted in light of the existing theoretical and empirical literature on endogenous growth.

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 "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

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 treat the District of Columbia as a state and use the 48 contiguous states, excluding Alaska and Hawaii.
 
2
We will use the term neighboring regions in a broad sense to reflect regions that exhibit both geographic as well as technological proximity throughout this paper. Details are provided regarding the empirical approach to mixing geographic and technological proximity later.
 
3
A set of exploratory and spatial modeling functionality with Matlab has been developed by Liu and LeSage (2010).
 
4
We do not use metropolitan areas because of the potential conflict with cities spread over different states.
 
5
Yearly data on patenting by geographic region, breakout by technology class over the period 1969–2007 are electronically published on the USPTO web site at http://​www.​uspto.​gov/​web/​offices/​ac/​ido/​oeip/​taf/​clsstca/​stc_​cl_​gd.​htm.
 
6
The spatial weight matrix is row normalized so that the maximum eigenvalue ψmax is equal to one.
 
7
The average growth rate of patenting activities per capita over the last four decades (1970–2006) across the 49 states is equal to 0.022.
 
8
It might be plausible to argue that inventions have become more accessible in more recent years covered by our panel because of improved telecommunications and Internet data access.
 
9
Note that differences in the numerical values of the two criteria are explained by the fact that the marginal likelihoods are based on posterior ordinates that are smaller (in absolute value) than the prior ordinates.
 
10
As explained in Hsiao (2003), the stationary assumption can be relaxed for the first period if we assume the process began close to the observed initial period.
 
11
Data available at the U.S. Department of Commerce, U.S. Patent and Trademark Office. Patent Counts By Country/State And Year: Utility Patents: January 1, 1963–December 31, 2006
 
Literatur
Zurück zum Zitat Anselin L (1988) Spatial econometrics. Methods and models. Kluwer, Boston Anselin L (1988) Spatial econometrics. Methods and models. Kluwer, Boston
Zurück zum Zitat Autant-Bernard C (2001) Science and knowledge flows: evidence from the French case. Res Policy 30(7):1069–1078CrossRef Autant-Bernard C (2001) Science and knowledge flows: evidence from the French case. Res Policy 30(7):1069–1078CrossRef
Zurück zum Zitat Baltagi BH, Song SH, Jung BC, Koh W (2007) Testing for serial correlation, spatial autocorrelation and random effects using panel data. J Economet 140(1):5–51CrossRef Baltagi BH, Song SH, Jung BC, Koh W (2007) Testing for serial correlation, spatial autocorrelation and random effects using panel data. J Economet 140(1):5–51CrossRef
Zurück zum Zitat Banerjee S, Carlin BP, Gelfand AE (2004) Hierarchical modeling and analysis for spatial data. Chapman and Hall/CRC Press, Boca Raton Banerjee S, Carlin BP, Gelfand AE (2004) Hierarchical modeling and analysis for spatial data. Chapman and Hall/CRC Press, Boca Raton
Zurück zum Zitat Bhargava A, Sargan JD (1983) Estimating dynamic random effects models from panel data covering short time periods. Econometrica 51(6):1635–1659CrossRef Bhargava A, Sargan JD (1983) Estimating dynamic random effects models from panel data covering short time periods. Econometrica 51(6):1635–1659CrossRef
Zurück zum Zitat Bottazzi L, Peri G (2007) The international dynamics of R&D and innovation in the long run and in the short run. Econ J 117(518):486–511CrossRef Bottazzi L, Peri G (2007) The international dynamics of R&D and innovation in the long run and in the short run. Econ J 117(518):486–511CrossRef
Zurück zum Zitat Branstetter L (2001) Are knowledge spillovers international or intranational in scope? Microeconometric evidence from the US and Japan. J Int Econ 53(1):53–79CrossRef Branstetter L (2001) Are knowledge spillovers international or intranational in scope? Microeconometric evidence from the US and Japan. J Int Econ 53(1):53–79CrossRef
Zurück zum Zitat Caballero R, Jaffe A (1993) How high are the giants’ shoulders: an empirical assessment of knowledge spillovers and creative destruction in a model of economic growth. In: Blanchard O, Fischer S (eds) NBER macroeconomics annual. MIT Press, Cambridge, pp 15–86 Caballero R, Jaffe A (1993) How high are the giants’ shoulders: an empirical assessment of knowledge spillovers and creative destruction in a model of economic growth. In: Blanchard O, Fischer S (eds) NBER macroeconomics annual. MIT Press, Cambridge, pp 15–86
Zurück zum Zitat Chib S, Jeliazkov I (2001) Marginal likelihood from the Metropolis-Hastings output. J Am Stat Assoc 96(453):270–281CrossRef Chib S, Jeliazkov I (2001) Marginal likelihood from the Metropolis-Hastings output. J Am Stat Assoc 96(453):270–281CrossRef
Zurück zum Zitat Coe D, Helpman E (1995) International R&D spillovers. Eur Econ Rev 39(5):859–887CrossRef Coe D, Helpman E (1995) International R&D spillovers. Eur Econ Rev 39(5):859–887CrossRef
Zurück zum Zitat Devereux MP, Lockwood B, Redoano M (2007) Horizontal and vertical indirect tax competition: theory and some evidence from the USA. J Public Econ 91(3):451–479CrossRef Devereux MP, Lockwood B, Redoano M (2007) Horizontal and vertical indirect tax competition: theory and some evidence from the USA. J Public Econ 91(3):451–479CrossRef
Zurück zum Zitat Eaton J, Kortum S (1999) International technology diffusion: theory and measurement. Int Econ Rev 40(3):537–570CrossRef Eaton J, Kortum S (1999) International technology diffusion: theory and measurement. Int Econ Rev 40(3):537–570CrossRef
Zurück zum Zitat Elhorst P (2004) Serial and spatial error dependence in space-time models. In: Getis A, Mur J, Zoller HG (eds) Spatial econometrics and spatial statistics. Palgrave-Macmillan, London, pp 176–193 Elhorst P (2004) Serial and spatial error dependence in space-time models. In: Getis A, Mur J, Zoller HG (eds) Spatial econometrics and spatial statistics. Palgrave-Macmillan, London, pp 176–193
Zurück zum Zitat Elhorst P (2005) Unconditional maximum likelihood estimation of linear and log-linear dynamic models for spatial panels. Geograph Anal 37(1):85–106CrossRef Elhorst P (2005) Unconditional maximum likelihood estimation of linear and log-linear dynamic models for spatial panels. Geograph Anal 37(1):85–106CrossRef
Zurück zum Zitat Elhorst P (2010) Applied spatial econometrics: raising the bar. Spatial Econ Anal 5(1):9–28CrossRef Elhorst P (2010) Applied spatial econometrics: raising the bar. Spatial Econ Anal 5(1):9–28CrossRef
Zurück zum Zitat Elhorst P (2010) Dynamic panels with endogenous interaction effects when T is small. Reg Sci Urban Econ 40(5):272–282CrossRef Elhorst P (2010) Dynamic panels with endogenous interaction effects when T is small. Reg Sci Urban Econ 40(5):272–282CrossRef
Zurück zum Zitat Ertur C, Koch W (2007) The role of human capital and technological interdependence in growth and convergence processes: international evidence. J Appl Economet 22(6):1033–1062CrossRef Ertur C, Koch W (2007) The role of human capital and technological interdependence in growth and convergence processes: international evidence. J Appl Economet 22(6):1033–1062CrossRef
Zurück zum Zitat Fischer MM, Scherngell T, Reismann M (2009) Knowledge spillovers and total factor productivity. Evidence using a spatial panel data model. Geograph Anal 41(2):204–220CrossRef Fischer MM, Scherngell T, Reismann M (2009) Knowledge spillovers and total factor productivity. Evidence using a spatial panel data model. Geograph Anal 41(2):204–220CrossRef
Zurück zum Zitat Hsiao C (2003) Analysis of panel data. Cambridge University Press, CambridgeCrossRef Hsiao C (2003) Analysis of panel data. Cambridge University Press, CambridgeCrossRef
Zurück zum Zitat Jaffe AB (1986) Technological opportunity and spillovers of R&D: evidence from firms’ patents, profits, and market value. Am Econ Rev 76(5):984–1001 Jaffe AB (1986) Technological opportunity and spillovers of R&D: evidence from firms’ patents, profits, and market value. Am Econ Rev 76(5):984–1001
Zurück zum Zitat Jaffe AB, Trajtenberg M, Henderson R (1993) Geographic localization of knowledge spillovers as evidenced by patent citations. Q J Econ 108(3):577–98CrossRef Jaffe AB, Trajtenberg M, Henderson R (1993) Geographic localization of knowledge spillovers as evidenced by patent citations. Q J Econ 108(3):577–98CrossRef
Zurück zum Zitat Jaffe AB, Trajtenberg M (2002) Patents, citations, and innovations: a window on the knowledge economy. MIT Press, Cambridge Jaffe AB, Trajtenberg M (2002) Patents, citations, and innovations: a window on the knowledge economy. MIT Press, Cambridge
Zurück zum Zitat Jones CI (1995) R&D-based models of economics growth. J Polit Econ 103(4):759–582CrossRef Jones CI (1995) R&D-based models of economics growth. J Polit Econ 103(4):759–582CrossRef
Zurück zum Zitat Jones CI (2002) Sources of U.S. economic growth in a world of ideas. Am Econ Rev 92(1):220–239CrossRef Jones CI (2002) Sources of U.S. economic growth in a world of ideas. Am Econ Rev 92(1):220–239CrossRef
Zurück zum Zitat Kass R, Raftery A (1995) Bayes factors. J Am Stat Assoc 90(430):773–795CrossRef Kass R, Raftery A (1995) Bayes factors. J Am Stat Assoc 90(430):773–795CrossRef
Zurück zum Zitat Keller W (2002) Geographic localization of international technology diffusion. Am Econ Rev 92:120–142CrossRef Keller W (2002) Geographic localization of international technology diffusion. Am Econ Rev 92:120–142CrossRef
Zurück zum Zitat LeSage JP, Fischer MM (2011) Estimates and inferences of knowledge capital impacts on regional total factor productivity. Int Reg Sci Rev 34 (forthcoming) LeSage JP, Fischer MM (2011) Estimates and inferences of knowledge capital impacts on regional total factor productivity. Int Reg Sci Rev 34 (forthcoming)
Zurück zum Zitat LeSage JP, Pace RK (2009) An introduction to spatial econometrics. CRC Press, Boca RatonCrossRef LeSage JP, Pace RK (2009) An introduction to spatial econometrics. CRC Press, Boca RatonCrossRef
Zurück zum Zitat Liu X, LeSage JP (2010) Arc_Mat: a Matlab-base spatial data analysis toolbox. J Geograph Syst 12(1):69–87CrossRef Liu X, LeSage JP (2010) Arc_Mat: a Matlab-base spatial data analysis toolbox. J Geograph Syst 12(1):69–87CrossRef
Zurück zum Zitat Pace RK, LeSage JP (2009) A sampling approach to estimate the log determinant used in spatial likelihood problems. J Geograph Syst 11(3):209–225CrossRef Pace RK, LeSage JP (2009) A sampling approach to estimate the log determinant used in spatial likelihood problems. J Geograph Syst 11(3):209–225CrossRef
Zurück zum Zitat Pace RK, LeSage JP (2009) Omitted variables biases of OLS and spatial lag models. In: Paez A, Builing R N, Le Gallo J, Dall’erba S (eds) Progress in spatial analysis. Springer, Berlin, pp 17–28 Pace RK, LeSage JP (2009) Omitted variables biases of OLS and spatial lag models. In: Paez A, Builing R N, Le Gallo J, Dall’erba S (eds) Progress in spatial analysis. Springer, Berlin, pp 17–28
Zurück zum Zitat Mancusi ML (2008) International spillovers and absorptive capacity: a cross-country, cross-sector analysis based on patents and citations. J Int Econ 76(2):155–165CrossRef Mancusi ML (2008) International spillovers and absorptive capacity: a cross-country, cross-sector analysis based on patents and citations. J Int Econ 76(2):155–165CrossRef
Zurück zum Zitat Parent O, LeSage JP (2008) Using the variance structure of the conditional autoregressive spatial specification to model knowledge spillovers. J Appl Economet 23(2):235–256CrossRef Parent O, LeSage JP (2008) Using the variance structure of the conditional autoregressive spatial specification to model knowledge spillovers. J Appl Economet 23(2):235–256CrossRef
Zurück zum Zitat Parent O, LeSage JP (2009) Spatial dynamic panel data models with random effects. Working paper Parent O, LeSage JP (2009) Spatial dynamic panel data models with random effects. Working paper
Zurück zum Zitat Parent O, LeSage JP (2011) A space-time filter for panel data models containing random effects. Comput Stat Data Anal 55(1):475–490CrossRef Parent O, LeSage JP (2011) A space-time filter for panel data models containing random effects. Comput Stat Data Anal 55(1):475–490CrossRef
Zurück zum Zitat Parent O, LeSage JP (2011b) Determinants of knowledge production and their effects on regional economic growth. J Reg Sci (forthcoming) Parent O, LeSage JP (2011b) Determinants of knowledge production and their effects on regional economic growth. J Reg Sci (forthcoming)
Zurück zum Zitat Peri G (2005) Determinants of knowledge flows and their effects on innovation. Rev Econ Stat 87(2):308–22CrossRef Peri G (2005) Determinants of knowledge flows and their effects on innovation. Rev Econ Stat 87(2):308–22CrossRef
Zurück zum Zitat Romer PM (1990) Endogenous technological change. J Polit Econ 98(5):71–102CrossRef Romer PM (1990) Endogenous technological change. J Polit Econ 98(5):71–102CrossRef
Zurück zum Zitat Spiegelhalter DJ, Best NG, Carlin BP, van der Linde A (2002) Bayesian measures of model complexity and fit. J R Stat Soc Ser B 64(4):1–34CrossRef Spiegelhalter DJ, Best NG, Carlin BP, van der Linde A (2002) Bayesian measures of model complexity and fit. J R Stat Soc Ser B 64(4):1–34CrossRef
Zurück zum Zitat Stephan P (1996) The economics of science. J Econ Lit 34(3):1199–1235 Stephan P (1996) The economics of science. J Econ Lit 34(3):1199–1235
Zurück zum Zitat Su L, Yang Z (2007) QML estimation of dynamic panel data models with spatial errors. Singapore Management University manuscript Su L, Yang Z (2007) QML estimation of dynamic panel data models with spatial errors. Singapore Management University manuscript
Zurück zum Zitat Yu J, de Jong R, Lee LF (2008) Quasi-maximum likelihood estimators for spatial dynamic panel data with fixed effects when both n and T are large. J Economet 146(1):118–134CrossRef Yu J, de Jong R, Lee LF (2008) Quasi-maximum likelihood estimators for spatial dynamic panel data with fixed effects when both n and T are large. J Economet 146(1):118–134CrossRef
Metadaten
Titel
A space-time analysis of knowledge production
verfasst von
Olivier Parent
Publikationsdatum
01.01.2012
Verlag
Springer-Verlag
Erschienen in
Journal of Geographical Systems / Ausgabe 1/2012
Print ISSN: 1435-5930
Elektronische ISSN: 1435-5949
DOI
https://doi.org/10.1007/s10109-011-0151-y

Weitere Artikel der Ausgabe 1/2012

Journal of Geographical Systems 1/2012 Zur Ausgabe

Premium Partner