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Riccardo Fini, Kun Fu, Einar Rasmussen, Marius Mathison & Mike Wright
Determinants of university spin-off quantity
and quality in Italy, Norway and the UK
ERC, February, 2015
Objectives
• Governments introduced
mechanisms to stimulate spin-
offs
• Legislation; TTO
establishment
• Major challenges to create
successful university spin-offs
(Grimaldi, et al., 2011)
• Process complex in terms of
resource & capability needs by
universities
• Absent these, national level
changes may be ineffective
• Increases may be ‘symbolic’,
not adding to economic,
financial and social value
Objectives
• Differing and changing cross-country
approaches to university spin-offs and IP
ownership but:
• Limited cross-country analysis or on changes
• RQ: How do changes in the institutional
framework at national and university level
influence both the quantity and quality of
spin-offs from a university?
• [i.e. within and between country differences]
Expectations
• Need for TTO expertise not just establishment
• Creation of TTO per se by universities likely to
call forth marginal spin-offs in order to meet
quantity targets, but capabilities and social
networks with VCs lacking
• Hypothesis 1: Universities with a TTO will
generate:
• (a) more spin-off companies but of
• (b) lower average quality than universities
without a TTO.
Expectations
• Changes in stance on professor’s privilege at
national level creates uncertainty for
investors reducing willingness to invest and
time taken for universities to build
competencies
• Hypothesis 2: Universities in a context with
higher variance in national Intellectual
Property Rights (IPR) legislation will
generate:
• (a) more spin-off companies but of
• (b) lower average quality, than universities
in a context with lower variance.
• New legislation and university TTO creation
reinforce each other; but changing legislation
has reinforcing negative effect on quality
• Hypothesis 3: Universities with a TTO and in
a context with higher variance in national
IPR legislation will generate:
• (a) more spin-off companies but of
• (b) lower average quality, than universities
in a context with lower variance.
Expectations
Professors’Privilege and TTOs in Countries
• UK
• Removed in 1977
• 80% universities had TTOs by 2000
• Norway
• Removed in 2003
• TTOs emerged 2003-5
• Italy
• Introduced in 2001 and removed in 2005
• 40% universities without TTO by 2005
The Sample and Data
• 185 universities
• Italy: 68
• Norway: 4
• UK: 113
• 2323 spin-offs
• Italy: 878
• Norway: 120
• UK: 1325
• Observation period 2000-
2012.
• Macrodata
• World Bank, Heritage Foundation
• Changes in national IPR regimes
(Baldini et al., 2014)
• University level
• EUMIDA database and national
sources: time-invariant and variant
information on: universities’
localization, legal status, year of
establishment, educational fields,
presence of a university hospital,
STEM universities, eminence, size,
etc.
• Firm level
• TTOs, Spinout surveys and
national Companies Houses
Variables
• University spin-offs
quantity
• Count of the number of
university spin-offs from a
given university in a given year.
• University spin-offs quality
• Count of the number of
university spin-offs from a
given university in a given year,
which have received the first
round of VC-financing in that
year (Lockett and Wright,
2005).
• External validation of quality in
terms of expected returns.
• Establishment of University
TTO.
• Dummy variable that switches from 0
to 1 the year in which the TTO is
established.
• IPR Institutional Variance.
• Number of changes in country’s IPR
legislation divided by the number of
years included in the observation
period (i.e. 13). This variable ranges
from 0 (UK) to 0.15 (Italy).
• [alternative specifications
consistent]
• # years in place/ # years
observed; # of changes
Controls and Method
• Control Variables
• Country-Level :
• GDP per capita, Unemployment Rate , Ease of Doing
Business, Investment Freedom
• University-level:
• Size, Foundation Year, research funding, Prior knowledge
in technology-transfer activities, Intellectual eminence,
Educational fields , Cumulative entry, Industrial variance
• Empirical method
• Multilevel Negative Binomial Regression
Descriptives
Variable Mean
Std.
Dev. Min Max
Spinout quantity 0.97 2.11 0 31
Spinout quality 0.15 0.59 0 0.8
TTO establishment 0.72 0.45 0 1
IPR Institutional variance 0.16 0.20 0 0.38
Results of Multilevel Negative Binomial Regression: Spin-off Quantity
Model 1 Model 2 Model 3
TTO establishment 0.206* 0.107
IPR Institutional variance 0.620*** 0.346***
TTO X Institutional variance 0.355***
Prior knowledge in technology-transfer activities 0.277*** 0.294*** 0.318***
Foundation year -0.000 0.000 0.000
Sponsored research expenditure 0.852*** 0.689*** 0.624***
Size 0.243** 0.379*** 0.379***
Intellectual eminence: Rank top 25% 0.916*** 0.970*** 0.994***
Intellectual eminence: Rank 25-50% 0.724*** 0.779*** 0.822***
Intellectual eminence: Rank 50-75% 0.236* 0.232+ 0.256*
Education Field; General 0.760+ 0.726+ 0.761+
Education Field; Education -0.006 -0.009 -0.078
Education Field; Humanities and Arts -0.096 -0.010 0.014
Education Field; Social Sciences, Business and Law -1.404*** -1.142*** -1.135***
Education Field; Sciences 0.822*** 0.728*** 0.608**
Education Field; Engineering, Manufacturing and Construction 0.496** 0.465** 0.539***
Education Field; Agriculture 0.021 0.029 0.027
Education Field; Health and Welfare 0.086 -0.007 0.140
Education Field; Services 0.133 0.028 0.056
Region: R&D expenditure -0.132** -0.099* -0.120**
Region: Population -0.159*** -0.184*** -0.179***
Region: Unemployment rate 0.057 0.075 0.083+
GDP per capita 0.011 -0.073 -0.045
Easiness of doing business -0.090 -0.103* -0.072+
Unemployment rate -0.061 -0.308*** -0.293***
Results of Multilevel Negative Binomial Regression: Spin-off Quality
Model 4 Model 5 Model 6
TTO establishment -0.343+ -0.508*
IPR Institutional variance -0.560** -0.076
TTO X Institutional variance -0.644**
Cumulative entry 0.168*** 0.181*** 0.162***
Industrial variance 0.373*** 0.409*** 0.434***
Foundation year 0.000 -0.000 -0.000
Size 1.568*** 1.170*** 1.123***
Sponsored research expenditure 0.326 0.498* 0.623**
Education Field; General 3.667*** 3.711*** 3.474***
Education Field; Education -0.039 -0.103 0.008
Education Field; Humanities and Arts -0.691* -0.798** -0.717*
Education Field; Social Sciences, Business and Law 1.553 0.754 0.532
Education Field; Sciences 1.023 1.084 1.176
Education Field; Engineering, Manufacturing and Construction 1.615* 1.784* 1.584*
Education Field; Agriculture -0.042 -0.093 -0.083
Education Field; Health and Welfare -0.913+ -0.533 -0.689
Education Field; Services -0.178 0.052 0.041
Intellectual eminence: Rank top 25% 0.846* 0.855* 0.823+
Intellectual eminence: Rank 25-50% 0.778+ 0.839* 0.780+
Intellectual eminence: Rank 50-75% -0.073 0.019 -0.043
Region: R&D expenditure 0.009 -0.050 -0.002
Region: Population 0.029 0.164 0.174
Region: Unemployment rate -0.340* -0.307* -0.342*
GDP per capita 0.186* 0.294*** 0.298***
Investment freedom 0.011 -0.102 -0.080
Interaction effects of TTO and IPR
regime variance on quantity of
university spin-offs
Bigger variance in the IPR regime associated with higher number of university spin-
offs with TTO compared to without; gap increases significantly with increasing
institutional variance
Interaction effects of TTO and IPR regime
variance on quality of university spin-offs
Bigger variance in the IPR regime associated with lower quality of university spin-
offs with TTO compared to without; gap increases significantly with increasing
institutional variance
Implications
• Hypotheses supported
• Changes in framework conditions to increase spin-off
creation by governments and universities likely result in
maximizing number of firms created
• ….but without being able to improve the potential
economic impact (quality) of these firms
• Implications for types of incentives and resources in
universities
• Legislative changes and university level top-down initiatives
(establishment of TTOs) need to be complemented with
bottom-up initiatives…..
• university-level control factors/mechanisms have higher
impact that contextual influences
Implications
• Critical mass and scientific eminence needed
to spin-off firms with quality potential:
• Positive effect of size, research funds, and
intellectual eminence (as well as of previous
developed knowledge in tech-transfer = path-
dependency)
• Smaller, tier-B universities may be misplaced in
attempting to adopt tech-transfer approaches
based on elite universities (e.g. ICL, Cambridge,
Polytechnic of Milan, Oslo…)
Future Directions
• Additional countries with different:
• Ownership of IP conditions
• Public v private universities
• Involvement of TTOs in multiple activities
• Regional policies and mix of universities
• Access to other forms of funding and variations across
countries
• Angel funding; crowdfunding, etc.
• Accounting, financial and economic performance
• Data availability issues
• Analysis of challenges to TTO processes as regime
changes
Thank You!
Questions?

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Spin off determinants in uk italy and norway feb. mike wright. ERC Understanding Small Business Growth Conference 2015

  • 1. Riccardo Fini, Kun Fu, Einar Rasmussen, Marius Mathison & Mike Wright Determinants of university spin-off quantity and quality in Italy, Norway and the UK ERC, February, 2015
  • 2. Objectives • Governments introduced mechanisms to stimulate spin- offs • Legislation; TTO establishment • Major challenges to create successful university spin-offs (Grimaldi, et al., 2011) • Process complex in terms of resource & capability needs by universities • Absent these, national level changes may be ineffective • Increases may be ‘symbolic’, not adding to economic, financial and social value
  • 3. Objectives • Differing and changing cross-country approaches to university spin-offs and IP ownership but: • Limited cross-country analysis or on changes • RQ: How do changes in the institutional framework at national and university level influence both the quantity and quality of spin-offs from a university? • [i.e. within and between country differences]
  • 4. Expectations • Need for TTO expertise not just establishment • Creation of TTO per se by universities likely to call forth marginal spin-offs in order to meet quantity targets, but capabilities and social networks with VCs lacking • Hypothesis 1: Universities with a TTO will generate: • (a) more spin-off companies but of • (b) lower average quality than universities without a TTO.
  • 5. Expectations • Changes in stance on professor’s privilege at national level creates uncertainty for investors reducing willingness to invest and time taken for universities to build competencies • Hypothesis 2: Universities in a context with higher variance in national Intellectual Property Rights (IPR) legislation will generate: • (a) more spin-off companies but of • (b) lower average quality, than universities in a context with lower variance.
  • 6. • New legislation and university TTO creation reinforce each other; but changing legislation has reinforcing negative effect on quality • Hypothesis 3: Universities with a TTO and in a context with higher variance in national IPR legislation will generate: • (a) more spin-off companies but of • (b) lower average quality, than universities in a context with lower variance. Expectations
  • 7. Professors’Privilege and TTOs in Countries • UK • Removed in 1977 • 80% universities had TTOs by 2000 • Norway • Removed in 2003 • TTOs emerged 2003-5 • Italy • Introduced in 2001 and removed in 2005 • 40% universities without TTO by 2005
  • 8. The Sample and Data • 185 universities • Italy: 68 • Norway: 4 • UK: 113 • 2323 spin-offs • Italy: 878 • Norway: 120 • UK: 1325 • Observation period 2000- 2012. • Macrodata • World Bank, Heritage Foundation • Changes in national IPR regimes (Baldini et al., 2014) • University level • EUMIDA database and national sources: time-invariant and variant information on: universities’ localization, legal status, year of establishment, educational fields, presence of a university hospital, STEM universities, eminence, size, etc. • Firm level • TTOs, Spinout surveys and national Companies Houses
  • 9. Variables • University spin-offs quantity • Count of the number of university spin-offs from a given university in a given year. • University spin-offs quality • Count of the number of university spin-offs from a given university in a given year, which have received the first round of VC-financing in that year (Lockett and Wright, 2005). • External validation of quality in terms of expected returns. • Establishment of University TTO. • Dummy variable that switches from 0 to 1 the year in which the TTO is established. • IPR Institutional Variance. • Number of changes in country’s IPR legislation divided by the number of years included in the observation period (i.e. 13). This variable ranges from 0 (UK) to 0.15 (Italy). • [alternative specifications consistent] • # years in place/ # years observed; # of changes
  • 10. Controls and Method • Control Variables • Country-Level : • GDP per capita, Unemployment Rate , Ease of Doing Business, Investment Freedom • University-level: • Size, Foundation Year, research funding, Prior knowledge in technology-transfer activities, Intellectual eminence, Educational fields , Cumulative entry, Industrial variance • Empirical method • Multilevel Negative Binomial Regression
  • 11. Descriptives Variable Mean Std. Dev. Min Max Spinout quantity 0.97 2.11 0 31 Spinout quality 0.15 0.59 0 0.8 TTO establishment 0.72 0.45 0 1 IPR Institutional variance 0.16 0.20 0 0.38
  • 12. Results of Multilevel Negative Binomial Regression: Spin-off Quantity Model 1 Model 2 Model 3 TTO establishment 0.206* 0.107 IPR Institutional variance 0.620*** 0.346*** TTO X Institutional variance 0.355*** Prior knowledge in technology-transfer activities 0.277*** 0.294*** 0.318*** Foundation year -0.000 0.000 0.000 Sponsored research expenditure 0.852*** 0.689*** 0.624*** Size 0.243** 0.379*** 0.379*** Intellectual eminence: Rank top 25% 0.916*** 0.970*** 0.994*** Intellectual eminence: Rank 25-50% 0.724*** 0.779*** 0.822*** Intellectual eminence: Rank 50-75% 0.236* 0.232+ 0.256* Education Field; General 0.760+ 0.726+ 0.761+ Education Field; Education -0.006 -0.009 -0.078 Education Field; Humanities and Arts -0.096 -0.010 0.014 Education Field; Social Sciences, Business and Law -1.404*** -1.142*** -1.135*** Education Field; Sciences 0.822*** 0.728*** 0.608** Education Field; Engineering, Manufacturing and Construction 0.496** 0.465** 0.539*** Education Field; Agriculture 0.021 0.029 0.027 Education Field; Health and Welfare 0.086 -0.007 0.140 Education Field; Services 0.133 0.028 0.056 Region: R&D expenditure -0.132** -0.099* -0.120** Region: Population -0.159*** -0.184*** -0.179*** Region: Unemployment rate 0.057 0.075 0.083+ GDP per capita 0.011 -0.073 -0.045 Easiness of doing business -0.090 -0.103* -0.072+ Unemployment rate -0.061 -0.308*** -0.293***
  • 13. Results of Multilevel Negative Binomial Regression: Spin-off Quality Model 4 Model 5 Model 6 TTO establishment -0.343+ -0.508* IPR Institutional variance -0.560** -0.076 TTO X Institutional variance -0.644** Cumulative entry 0.168*** 0.181*** 0.162*** Industrial variance 0.373*** 0.409*** 0.434*** Foundation year 0.000 -0.000 -0.000 Size 1.568*** 1.170*** 1.123*** Sponsored research expenditure 0.326 0.498* 0.623** Education Field; General 3.667*** 3.711*** 3.474*** Education Field; Education -0.039 -0.103 0.008 Education Field; Humanities and Arts -0.691* -0.798** -0.717* Education Field; Social Sciences, Business and Law 1.553 0.754 0.532 Education Field; Sciences 1.023 1.084 1.176 Education Field; Engineering, Manufacturing and Construction 1.615* 1.784* 1.584* Education Field; Agriculture -0.042 -0.093 -0.083 Education Field; Health and Welfare -0.913+ -0.533 -0.689 Education Field; Services -0.178 0.052 0.041 Intellectual eminence: Rank top 25% 0.846* 0.855* 0.823+ Intellectual eminence: Rank 25-50% 0.778+ 0.839* 0.780+ Intellectual eminence: Rank 50-75% -0.073 0.019 -0.043 Region: R&D expenditure 0.009 -0.050 -0.002 Region: Population 0.029 0.164 0.174 Region: Unemployment rate -0.340* -0.307* -0.342* GDP per capita 0.186* 0.294*** 0.298*** Investment freedom 0.011 -0.102 -0.080
  • 14. Interaction effects of TTO and IPR regime variance on quantity of university spin-offs Bigger variance in the IPR regime associated with higher number of university spin- offs with TTO compared to without; gap increases significantly with increasing institutional variance
  • 15. Interaction effects of TTO and IPR regime variance on quality of university spin-offs Bigger variance in the IPR regime associated with lower quality of university spin- offs with TTO compared to without; gap increases significantly with increasing institutional variance
  • 16. Implications • Hypotheses supported • Changes in framework conditions to increase spin-off creation by governments and universities likely result in maximizing number of firms created • ….but without being able to improve the potential economic impact (quality) of these firms • Implications for types of incentives and resources in universities • Legislative changes and university level top-down initiatives (establishment of TTOs) need to be complemented with bottom-up initiatives….. • university-level control factors/mechanisms have higher impact that contextual influences
  • 17. Implications • Critical mass and scientific eminence needed to spin-off firms with quality potential: • Positive effect of size, research funds, and intellectual eminence (as well as of previous developed knowledge in tech-transfer = path- dependency) • Smaller, tier-B universities may be misplaced in attempting to adopt tech-transfer approaches based on elite universities (e.g. ICL, Cambridge, Polytechnic of Milan, Oslo…)
  • 18. Future Directions • Additional countries with different: • Ownership of IP conditions • Public v private universities • Involvement of TTOs in multiple activities • Regional policies and mix of universities • Access to other forms of funding and variations across countries • Angel funding; crowdfunding, etc. • Accounting, financial and economic performance • Data availability issues • Analysis of challenges to TTO processes as regime changes