Günter Oberdorster_How to assess the risks of nanotechnology?
Leila Tahmooresnejad_Impact of public funding on the development of nanotechnology a comparison of quebec, canada and the us
1. Impact of Public Funding on the
Development of Nanotechnology
A Comparison of Quebec,
Canada and the US
Leila Tahmooresnejad – Polytechnique Montréal
Catherine Beaudry – Polytechnique Montréal
Andrea Schiffauerova – Concordia University
1st International Conference of Ne3LS Network
November 2012
2. Outline of the presentation
Motivation
Theoretical Framework
Data and Methodology
Network
Hypotheses
Econometric models
Regression results
Conclusion
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
3. Motivation
Public funding for research facilitates the
production of knowledge and is a key element for
innovation in high technologies
Facilitate the diffusion of knowledge
Develop new technologies
Universities and their affiliated centers play a
vital role in National innovation systems (Hall et al.,
2003; Link & Scott, 2004; Zucker, Darby & Armstrong, 2002)
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
4. Nanotechnology (I/II)
Emergence of nanotechnology over recent years
was the starting point for many changes in a vast
number of industries.
High competitive advantage for companies (Canton, 1999)
Creation of new companies (Porter et al., 2007)
Nano-enabled products with optimal features (Armstrong,
2008; Vokhidov and Dobrovol’skii, 2010)
Potential markets (Knol, 2004; Roco, 2007; Malanowski and
Zweck, 2007)
Nano-related jobs (Freeman and Shukla, 2008)
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
5. Nanotechnology (II/II)
Nanotechnology requires considerable
investment
Most of countries are following the US in
initiating nanotechnology programs and
increasing the allocated funds (Sargent, 2008)
Canada lags behind in the race of
nanotechnology
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Andrea Schiffauerova
6. Theoretical Framework (I/II)
Positive correlation between federal research
funding and scientific outputs (Adams and Griliches,
1998; Payne and Siow, 2003; Blume-Kogut et al. 2009).
More government research funding results
more papers (Payne and Siow , 2003)
More government research funding results
more patents with a lower rate (Payne and Siow,
2003)
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
7. Theoretical Framework (II/II)
High quality research should obtain more
citations (Raan et al., 2003)
Citations are 'proxy' (Cronin, 2005)
Papers and Patents of researchers, who
received funding, may receive more citations
e.g. Patents of researchers, who received NSF
funding, received more citations compared with
those of other researchers in Nanoscale Science
and Engineering (Huang et al., 2005).
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
8. Objectives
Measure the impact of grants and contracts on
the outputs of academic researchers
Papers ( quantity and quality)
Patents ( quantity and quality)
Measure the impact of scientific and
technological networks ( co-publication and
co-invention networks)
Compare these impacts in Quebec, Canada and
the US
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
10. Data (I/II)
Scopus
Extraction of nanotechnology scientific papers by using
specific keywords in the title, abstract and keywords
Selection the articles where there is at least one Canadian
author
United States Patent and Trademark Office (USPTO)
Extraction of nanotechnology scientific patents by using
specific keywords in the title, abstract and keywords
Selection the patents where there is at least one Canadian
inventor
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
11. Data (II/II)
Systèmes d’information de la recherche universitaire (SIRU) for
Quebec
Amounts of grants and contracts received by researchers in Quebec
Database of three granting councils (CIHR(Canadian Institute for
Health Research), NSERC (Natural Sciences and Engineering Research
Council), SSHRC (Social Sciences and Humanities Research Council of
Canada))
Amount of grants received by Canadian researchers
Nanobank
Papers of the researchers in the US
Patents of the researchers in the US
Amount of grants( NIH (National Institutes of Health) and NSF(National
Science Foundation) received by researchers in the US
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
12. Methodology
Matching databases
Creating a unique identifier for each individual
researcher
Data cleaning
Creating co-publication and co-invention
networks
Calculating network characteristics and the
position of researchers
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Andrea Schiffauerova
13. Network (I/III)
A, B and C have published an
article or are the inventors of a
patent
A, B and E have published an A B
article or are the inventors of a
patent
C and D have published an
article or are the inventors of a
patent
Degree of a node E C
Number of links that are directly
connected
A, B and C have 3 connections D
E has 2 connections
D has 1 connection
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
14. Network (II/III)
Centrality degree
indicates the number of actors that are connected to a
specific actor
Geodesic distance
Distance (shortest path) between two nodes
Betweenness centrality of a node
is defined as the proportion of all geodesic distances
between two nodes that includes this node.
It makes the node more powerful since it can control the
knowledge flow between the other pair of actors
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
15. Network (III/III)
Clustering coefficient
iftwo nodes are connected to the specific third
node, they may also be connected to each other.
It is computed as the fraction of pairs of neighbors
of an actor that are directly connected each other.
A B
D C
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Andrea Schiffauerova
16. Hypotheses (I/II)
Hypothesis 1a: Nanotechnology scientists/
academic inventors who receive more public
funding contribute to more publications/patents
compared with scientists/ academic inventors who
receive less or no public funding.
Hypothesis 1b: Nanotechnology scientists/
academic inventors who receive more public
funding contribute to higher quality
publications/patents compared with scientists/
academic inventors who receive less or no public
funding.
1 November 2012
Leila Tahmooresnejad - Catherine Beaudry
Andrea Schiffauerova
16
17. Hypotheses (II/II)
Hypothesis 2a: A better network position of
scientists/ academic inventors has a positive effect
on the number of papers/patents to which a
scientist/ academic inventor contributes.
Hypothesis 2b: A better network position of
scientists/ academic inventors has a positive effect
on the quality of papers/patents to which a
scientist/ academic inventor contributes.
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
18. Econometric Models (I/II)
énbArtit / nbPatit ù
ê ú
= a + bS1TotSubvMoy3it-l + bS 2 [TotSubvMoy3it-l ]
2
ê nbCitit ú
ênbClaimit
ë ú
û
+bC1TotContMoy3it-l + bC 2 [TotContMoy3it-l ] + b P1nbPat3it-1 + b P 2 nbPat3it-1
2 2
+g b BtwCentXit-2 + g c1CliqnessXit-2 + g c2 [CliqnessXit-2 ]
2
+g bp [BtwCentXit-2 ´ nbPat3it-1 ]+ g bc [BtwCentXit-2 ´ CliqnessXit-2 ]
+dt å dt + n i + eit
t
TotSubvMoy3it-l TotContMoy3it-l
The amount of average grants / contracts that are received in 3 years preceding the patent application
/ paper publication with one year lag
BtwCentXit-2
The betweenness centrality of academic –inventors /scientists in the co –invention/ co –publication
network over 3 years preceding the patent application/ paper publication with 2 years lag
CliqnessXit-2
The cliquishness centrality of academic –inventors / scientists in the co –invention / co –publication
network over 3 years preceding the patent application /paper publication with 2 years lag
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
19. Endogeneity Problem
The explanatory variables are linked together since one
can explain the other.
The number of papers/patents is explained by the total
grants/contracts received
Two–Stage Residual Inclusion (2RSI) and Two –Stage
–Least –Squares (2SLS)
Instrumental variables
Age :the number of years since the beginning of the career
of researcher in nanotechnology
Chair :value 0 if a researcher has no chair, 1 if he has an
industrial chair, 2 for being a chair from two councils of the
Canadian federal granting, 3 for a scientist who is a Canada
Research chair
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
20. Econometric Models (II/II)
4
ln ( totSubvMoyXit-1 ) = a1 + x å Ait-i + l A1 Ageit-1 + lA2 Ageit-1 + lChChairi + la nbArtMoy3
2
i=2
+Variables1st Stage + (n1i + e1it )
énbArtit / nbPatit ù
ê ú
= a 2 + bG1 ln (TotSubvMoy3it-1 ) + bG 2 éln (TotSubvMoy3it-1 )ù + [n1i + e1it ]
2
ê nbCitit ú ë û
ênbClaimit
ë ú
û
+bC1 ln (TotContMoy3it-1 ) + bC 2 éln (TotContMoy3it-1 )ù
2
ë û
+g b BtwCentXit-2 + g c1CliqnessXit-2 + g c2 [CliqnessXit-2 ]
2
+g bp [BtwCentXit-2 ´ nbPat3it-1 ]+ g bc [BtwCentXit-2 ´ CliqnessXit-2 ]
+ådt dt + n 2i + e 2it
t
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
21. Regression results
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
22. Comparison
Quebec
Rest of Canada
The US
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
24. Quebec (contracts and grants)
The number of papers
Positive impact of grants after threshold (right graph)
Negative impact of contracts (left graph)
Positive impact of network characteristics
Positive impact of having patents
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25. Quebec (contracts and grants)
The number of citation
Negative impact of grants before threshold (right
graph)
Positive impact of contracts (left graph)
Positive impact of network characteristics
Positive impact of having patents
25
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26. Quebec (only grants)
The number of papers (left) and citations (right)
Positive impact of grants until reach the
threshold
Positive impact of network characteristics
Positive impact of having patents
The Impact of Public Funding on the number of papers (left graph), and on the number of citations (right graph)
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27. Rest of Canada
The number of papers (left) and the number
of citations (right)
Positive impact of grants until reach the threshold
Positive impact of network characteristics
Positive impact of having patents
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28. The US
The number of papers (left) and the number of
citations (right)
Positive impact of grants on the number of papers
Positive impact of grants until reach the threshold
Positive impact of network characteristics (only
citations)
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30. Quebec (contracts and grants)
The number of patents
Positive impacts of contracts after pass the
threshold
No effect of grants
Positive impact of network characteristics (only
cliquishness)
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31. Quebec (contracts and grants)
The number of citation
Positive impact of contracts after a certain threshold (
left graph)
Positive impact of grants until reach the threshold
(right graph)
Positive impact of network characteristics
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32. Quebec (contracts and grants)
The number of claims
Positive impact of contracts after pass the threshold (left
graph)
Positive impact of grants after pass the threshold (right
graph)
Positive impact of network characteristics (cliquishness)
32
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33. Rest of Canada
The number of patents
No effect of grants
Positive impact of network characteristics (only
cliquishness)
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
34. Rest of Canada
The number of citations (left) and the
number of claims (right)
Positive impact of grants until reach the threshold
Positive impact of network characteristics (only
cliquishness has effect on citation)
34
1 November 2012
35. The US
The number of patents
Positive linear impact of grants
Positive impact of network characteristics (only
cliquishness)
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
36. The US
The number of citation (left) and the
number of claims (right)
Positive impact of grants
Positive impact of network characteristics (only
cliquishness)
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38. Conclusion (I/III)
Scientists work in bigger teams, but inventors
are in smaller groups
Scientific network is more interconnected
compared with technological networks which
are fragmented
Having central positions in scientific networks
has more positive impact on the papers
compared with technological networks
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
39. Conclusion (II/III)
Positive impact of grants on scientific productions and their
quality but there is a threshold for this impact in Canada
Positive impact of grants on scientific productions and their
quality in the US, the threshold only for the citation
No impact of grants in Canada on the number of patents , but
positive impact of grants in the US on the number of patents
Positive impact of grants on quality of patents, but there is the
threshold in Canada
Positive impact of grants on quality of patents with no
threshold in the US
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Andrea Schiffauerova
40. Conclusion (III/III)
Negative impact of contracts on the number of papers
Positive impact of contracts on the quality of papers
Positive impact of contracts on the number of patents
after passing the threshold
Positive impact of contracts on the quality of patents
considering the threshold
Contracts are more crucial for patents, but we could not
measure this impact for the rest of Canada and the US
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova
41. Thank you
Leila Tahmooresnejad - Catherine Beaudry
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Andrea Schiffauerova