Data The dataset used for this analysis provides information on - - PowerPoint PPT Presentation
Data The dataset used for this analysis provides information on - - PowerPoint PPT Presentation
Regional patterns of intangible capital, agglomeration effects and localised spillovers in Germany Kurt Geppert INNODRIVE Brussels workshop February 22-23, 2011 Data The dataset used for this analysis provides information on
Data The dataset used for this analysis provides information on …
… establishments, not firms … self-produced intangible assets calculated on the basis of expenditures … the period from 1999 to 2003
INNODRIVE Brussels workshop February 22-23, 2011
Steps of the analysis Distribution of self-produced intangible capital across …
… establishments … industries … regions
Intangible capital and the wage level of establishments – micro data analysis Conclusions
INNODRIVE Brussels workshop February 22-23, 2011
Establishments
INNODRIVE Brussels workshop February 22-23, 2011
5 10 15 20 25
1-9 10-49 50-99 >=100
Sizeclass (employees)
Share of intangible capital in total capital by establishment size
Industries
INNODRIVE Brussels workshop February 22-23, 2011
5 10 15 20 25 Production Transport and business services Trade and consumer services
Intangible capital per hour worked
Euros
0 % 10 % 20 % 30 % 40 % 50 % 60 % 70 % 80 % 90 % 100 % Production Transport and business services Trade and consumer services
Components of intangible capital
- Org. capital
R&D capital ICT capital
Regions
INNODRIVE Brussels workshop February 22-23, 2011
Shares of regions in national intangible capital 2003 Intangible capital per hour worked 2003
Regions
INNODRIVE Brussels workshop February 22-23, 2011
R² = 0.8012 25 27 29 31 33 35 37 39 41 43 45 5 10 15 20 25 Value added per hour worked 2003 Intangible capital intensity 2003
Regional value added per hour worked 2003
Hamburg Frankfurt R² = 0.2319
- 10
- 5
5 10 15 20 25 30 35 5 10 15 20 25 Growth of value added 1999 - 2003 in % Intangible capital intensity 1999
Growth of regional value added 1999 - 2003
Intangible capital and the wage level of establishments
INNODRIVE Brussels workshop February 22-23, 2011
Dependent variable: log average hourly wage of establishments. Period of observation: 1999-2003 OLS Fixed effects Random effects All employees Non- intangible employees All employees (1) (2) (3) (4) (5) Establishment variables Employment 0.0108*** 0.0116*** 0.0141***
- 0.0046***
0.0053*** Intangible capital intensity 0.0103*** 0.0103*** 0.0097*** 0.0015** 0.0087*** Tangible capital intensity 0.0594*** 0.0566*** 0.0583*** 0.0149*** 0.0187*** Economic environment Own-industry: Number of Establishments 0.0064*** 0.0064*** 0.0003 0.0021*** Intangible capital intensity 0.0013*** 0.0012*** 0.0000 0.0004* Rest of regional economy: Industrial diversity 0.0267*** 0.0268***
- 0.0021
0.0067*** Intangible capital intensity 0.0833*** 0.0828***
- 0.0180***
0.0197*** Settlement type: Large Metro 0.1190*** Small Metro 0.0335*** Intermediate region 0.0234*** East dummy
- 0.226***
- 0.180***
- 0.182***
- 0.201***
Constant 2.394*** 2.127*** 2.111*** 3.023*** 2.498*** N 150471 150471 149779 150471 150471 R-squared 0.684 0.683 0.660 0.459 0.662 Number of establishments 41156 41156 *** p<0.01, ** p<0.05, * p<0.1 (robust standard errors); variables in logarithms; 3-digit industry dummies.
Conclusions
- Intangible capital accounts for more than 20 % of total capital in the non-farm
private economy
- R&D capital is the largest component of intangible capital – at least in
Germany
- Intangible capital is positively related to the economic performance of regions
- Self-produced intangible capital of establishments has a positive effect on
productivity and wages – both for “intangible” and “non-intangible” workers
- There are sizable externalities of agglomeration: establishments in large metro
areas pay 12 % more than those in rural regions
- Externalities across industries (urbanisation effects) appear to be more
important than externalities within industries (localisation effects)
- With our dataset we can not satisfyingly tackle estimation problems resulting
from spatial selection, unobserved characteristics and endogeneity …
- … but our findings indicate that there are significant positive relationships
between intangible capital, productivity of establishments, and regional economic performance – and that intra-regional externalities play a role in these processes
INNODRIVE Brussels workshop February 22-23, 2011