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PICMET’14 Exploring the national role and position of international technology diffusion
EXPLORING THE NATIONAL ROLE AND
POSITION OF INTERNATIONAL
TECHNOLOGY DIFFUSION:
A technological embeddedness perspective
Hung-Chun Huang, Ph. D
III & NCNU, Taiwan
PICMET ‘14 Conference Kanazawa , Japan
MD-11.1
PICMET’14 Exploring the national role and position of international technology diffusion
Global Supply chain,
Global outsourcing ,
Global R&D
Globalization has highlighted changes in
national technological capabilities.
Blyde (2001) Keller (2004)
Globalization!
Diffusion
Structure?
Exogenous factors drive
technological progress, as well
as driving economic growth via
international technology diffusion.
International Technology
Diffusion
?
PICMET’14 Exploring the national role and position of international technology diffusion
Technology
Technology
Technology
Technology
Technology
Technology
Introduction
Innovation
Technology
Growth
Technology
Maturity
Time
Developed Country
Other
Developed
Countries
Other
Developing
Countries
Technologyeffect
Technology diffusion Technology diffusion
DistanceDistance
DiffusionDiffusion
UtilityUtility
00 ∞∞
∞∞
00
DistanceDistance
DiffusionDiffusion
UtilityUtility
00 ∞∞
∞∞
00
Flying geese pattern
Akamatsu,1962
IPLC Vernon,1966 Geographic localization ITD,
Keller (2002)
Cascade-like diffusion
Global Supply chain,
Global outsourcing ,
Global R&D
? Q1. What structure has
the technology diffusion
been existed?
Q2. How they interact
globally? What extent ?
Global Network
Globalization!
PICMET’14 Exploring the national role and position of international technology diffusion
Technology Diffusion -
Embodies and disembodies technology
Griliches(1979,1981,1990),Maskus(2004), Papaconstantinuous(2004):
Embodies
Form
Technology
Rent
spillover
(Passive)


Disembodies
Form
Technology
Pure
knowledge
spillover
(Active)


 e.g. trade flows
(eg. Grossman & Helpman, 1991; Smith &White, 1992; Coe
& Helpman,1995; Xu & Wang, 1999,2000; Eaton & Kortum,
2001. Nemeth &Smith, 1985; Kick & Davis, 2001)
e.g. Patent citations
(eg. Griliches,1980; Austin,1993; Kong & Lin, 2003)
PICMET’14 Exploring the national role and position of international technology diffusion
Empirical Data 1997~2008
42×42 matrix
USPTOUSPTO
Patent Data
USPTOUSPTO
R&D Data
Trade Flow
Data
SITC 7 Patent Citation
Top 42
countries
Social Network Analysis
Disembodied
Technology
Diffusion
Disembodied
TD Matrix
Disembodied
Technology
Diffusion
Disembodied
TD Matrix
Embodied
Technology
Diffusion
Embodied
TD Matrix
Embodied
Technology
Diffusion
Embodied
TD Matrix
Embodies
Form
Technology
Rent
spillover
(Passive)


Disembodies
Form
Technology
Pure
knowledge
spillover
(Active)


PICMET’14 Exploring the national role and position of international technology diffusion
DCBA
D
C
B
A 0.85 0.85 0.00 0.00
0.85 0.99 0.05 0.01
0.00 0.06 0.08 0.00
0.00 0.01 0.00 1.00












1010
0110
1111
0011
A B
C
D
Image Map
Image Matrix
Measure
Dichotomizing
Network
Block Model
Blockmodeling
Network Analysis
Blockmodeling
Row network
Measurement
Dichotomizing
Pattern Matching
PICMET’14 Exploring the national role and position of international technology diffusion












1000
0100
0010
0001












0001
0001
0001
0001












0000
1000
0100
0010
Cohesive subgroup Centralized Hierarchy












0000
1000
1100
1110












0001
0001
0001
1111
Transitivity Center-periphery
represent as a block represent as directive linkageInstruction:
represent as a block with reflexive represent as bi-direction linkage
Source: Adapt for Wasserman and Faust (1994)
Results
Center-periphery
patterns
0000D
0011C
0111B
1111A
DCBAEmbodied
0000D
0011C
0111B
1111A
DCBAEmbodied
0000D
0011C
0111B
1111A
DCBA
0000D
0011C
0111B
1111A
DCBADisembodied
PICMET’14 Exploring the national role and position of international technology diffusion
from Cascade to Radial
Finding & Discussion 1
Radial-like diffusion
Periphery
Core
Cascade-like diffusion
Technology
Technology
Technology
Technology
Technology
Technology
Introduction
Innovation
Technology
Growth
Technology
Maturity
Time
Developed Country
Other
Developed
Countries
Other
Developing
Countries
Technologyeffect
Technology diffusion Technology diffusion
DistanceDistance
DiffusionDiffusion
UtilityUtility
00 ∞∞
∞∞
00
DistanceDistance
DiffusionDiffusion
UtilityUtility
00 ∞∞
∞∞
00
PICMET’14 Exploring the national role and position of international technology diffusion
Typological analysis: role and position identify
Finding &Discussion 2
received by position (inter-block)
High Low
within position
(intra-block)
High Primary Isolate
Low Brokers Sycophants
Source: Burt (1976)
Burt’s position Typology
Outward linkage
High Low
Inward
linkage
High Transmitters Consumers
Low Generator Isolates
Source: Galaskiewicz and Krohn (1984)
Galaskiewicz and Krohn’s typology
PICMET’14 Exploring the national role and position of international technology diffusion
Typological analysis: role and position identify
Finding &Discussion 2
received by position (inter-block)
High Low
within position
(intra-block)
High Primary Isolate
Low Brokers Sycophants
Source: Burt (1976)
Burt’s position
Typology
Outward linkage
High Low
Inward
linkage
High Transmitters Consumers
Low Generator Isolates
Source: Galaskiewicz and Krohn (1984)
Galaskiewicz and Krohn’s
position typology
Technological
Follower
Technological
Coordinator
Technological
Absorber
Technological
Generator
PICMET’14 Exploring the national role and position of international technology diffusion
Typological analysis:
Role and position identify
Technological
Follower
Technological
Coordinator
Technological
Absorber
Technological
Generator
Finding & Discussion 2
1997
~ 2008
Disembodied Technology
Generator Coordinator Follower Absorber
EmbodiedTechnology
Generator
Canada
France
Germany
Japan
Korea South
United
Kingdom
United
States
Australia
China
Hong Kong
Netherlands
Singapore
Taiwan
Coordinator
Switzerland Austria
Belgium
Brazil
Denmark
Finland
Italy
Norway
Spain
Sweden
Argentina
India
Mexico
Poland
Russia
Turkey
Portugal
Follower
Hungary
Ireland
Malaysia
South Africa
Greece
Thailand
Absorber
New Zealand Chile
Colombia
Iceland
Indonesia
Philippines
PICMET’14 Exploring the national role and position of international technology diffusion
Conclusion
1. What structure has the technology diffusion
been existed?
The result of this work reveals the international technology
diffusion pattern is radial-like diffusion rather than cascade-like
diffusion.
2. How they interact globally?
The pattern of ITD demonstrates technological embeddedness.
Technological Generator, Coordinator, Follower, and Absorber;
they work together.
3. Important Policy implication:
Participating in international cooperation deploys their
international relationship strategy to growth their technology
capability. (Alliance Share R&D expenditure)
PICMET’14 Exploring the national role and position of international technology diffusion
Thank your Attention
Hung-Chun Huang
National Chi Nan University,
Taiwan
PICMET’14 Exploring the national role and position of international technology diffusion
Country allocation
Austria
Belgium
Canada
China
Denmark
Germany
Norway
Spain
Switzerland
Australia
Finland
France
Italy
Japan
Korea South
Netherlands
Sweden
Taiwan
United Kingdom
United States
0.01
0.1
1
10
100
1000
Embodied betweenness
Disembodiedbetweenness
BrazilSpainSingapore
0.01 0.1 1 10 100 10000
NorwayThailand
Russia IrelandIndia
Malaysia
Mexico
Embodied
Disembodied
PICMET’14 Exploring the national role and position of international technology diffusion
Data collection & Process
By Griliches(1991)
iijij RDrITD =
USPTO
Patent DataR&D Data
Trade Flow
Data
1997~2008
SITC 7 Patent Citation
Top 42
countries
42×42 matrix
Social Network Analysis
Disembodied
Technology
Diffusion
Disembodied
TD Matrix
Embodied
Technology
Diffusion
Embodied
TD Matrix
PICMET’14 Exploring the national role and position of international technology diffusion
Methodologies - Social network analysis
 Role and position analysis
-REGE Blockmodeling
Schweizer (1988) suggests that can precisely
identify generic structural positions in a
network.
PICMET’14 Exploring the national role and position of international technology diffusion
Modeling analysis
(REGE Blockmodeling)
2005~2006
DC
0.333
A AB
0.595
0.619
0.495
0.155
0.211
2003~2004
0.3240.868
Embodied technology diffusion
1999~2000
DC
0.400
A AA B
0.610
0.611
0.557
0.194
0.175
1997~1998
0.955 0.234
Disembodied tech
1999~2000
DC
0.889
A AA B
0.992
0.218
0.942
0.486
0.193
1997~1998
1.000 0.524
0.015
Em A B C D
A 1 1 1 1
B 1 1 1 0
C 1 0 0 0
D 0 0 0 0
Disem A B C D
A 1 1 1 1
B 1 1 1 0
C 1 1 0 0
D 0 0 0 0
0.0000.0000.0000.000D
0.0000.0000.0000.194C
0.0000.1750.2340.557B
0.4000.6110.6100.955A
DCBAEmbodied
0.0000.0000.0000.000D
0.0000.0000.0000.194C
0.0000.1750.2340.557B
0.4000.6110.6100.955A
DCBAEmbodied
0.0000.0000.0000.000D
0.0000.0000.0150.486C
0.0000.1930.5240.942B
0.8890.2180.9921.000A
DCBADisemb
0.0000.0000.0000.000D
0.0000.0000.0150.486C
0.0000.1930.5240.942B
0.8890.2180.9921.000A
DCBADisemb
Density matrix
Image matrix Reduced Graph

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Exploring the national role and position of international technology diffusion: A technological embeddedness perspective

  • 1. PICMET’14 Exploring the national role and position of international technology diffusion EXPLORING THE NATIONAL ROLE AND POSITION OF INTERNATIONAL TECHNOLOGY DIFFUSION: A technological embeddedness perspective Hung-Chun Huang, Ph. D III & NCNU, Taiwan PICMET ‘14 Conference Kanazawa , Japan MD-11.1
  • 2. PICMET’14 Exploring the national role and position of international technology diffusion Global Supply chain, Global outsourcing , Global R&D Globalization has highlighted changes in national technological capabilities. Blyde (2001) Keller (2004) Globalization! Diffusion Structure? Exogenous factors drive technological progress, as well as driving economic growth via international technology diffusion. International Technology Diffusion ?
  • 3. PICMET’14 Exploring the national role and position of international technology diffusion Technology Technology Technology Technology Technology Technology Introduction Innovation Technology Growth Technology Maturity Time Developed Country Other Developed Countries Other Developing Countries Technologyeffect Technology diffusion Technology diffusion DistanceDistance DiffusionDiffusion UtilityUtility 00 ∞∞ ∞∞ 00 DistanceDistance DiffusionDiffusion UtilityUtility 00 ∞∞ ∞∞ 00 Flying geese pattern Akamatsu,1962 IPLC Vernon,1966 Geographic localization ITD, Keller (2002) Cascade-like diffusion Global Supply chain, Global outsourcing , Global R&D ? Q1. What structure has the technology diffusion been existed? Q2. How they interact globally? What extent ? Global Network Globalization!
  • 4. PICMET’14 Exploring the national role and position of international technology diffusion Technology Diffusion - Embodies and disembodies technology Griliches(1979,1981,1990),Maskus(2004), Papaconstantinuous(2004): Embodies Form Technology Rent spillover (Passive)   Disembodies Form Technology Pure knowledge spillover (Active)    e.g. trade flows (eg. Grossman & Helpman, 1991; Smith &White, 1992; Coe & Helpman,1995; Xu & Wang, 1999,2000; Eaton & Kortum, 2001. Nemeth &Smith, 1985; Kick & Davis, 2001) e.g. Patent citations (eg. Griliches,1980; Austin,1993; Kong & Lin, 2003)
  • 5. PICMET’14 Exploring the national role and position of international technology diffusion Empirical Data 1997~2008 42×42 matrix USPTOUSPTO Patent Data USPTOUSPTO R&D Data Trade Flow Data SITC 7 Patent Citation Top 42 countries Social Network Analysis Disembodied Technology Diffusion Disembodied TD Matrix Disembodied Technology Diffusion Disembodied TD Matrix Embodied Technology Diffusion Embodied TD Matrix Embodied Technology Diffusion Embodied TD Matrix Embodies Form Technology Rent spillover (Passive)   Disembodies Form Technology Pure knowledge spillover (Active)  
  • 6. PICMET’14 Exploring the national role and position of international technology diffusion DCBA D C B A 0.85 0.85 0.00 0.00 0.85 0.99 0.05 0.01 0.00 0.06 0.08 0.00 0.00 0.01 0.00 1.00             1010 0110 1111 0011 A B C D Image Map Image Matrix Measure Dichotomizing Network Block Model Blockmodeling Network Analysis Blockmodeling Row network Measurement Dichotomizing Pattern Matching
  • 7. PICMET’14 Exploring the national role and position of international technology diffusion             1000 0100 0010 0001             0001 0001 0001 0001             0000 1000 0100 0010 Cohesive subgroup Centralized Hierarchy             0000 1000 1100 1110             0001 0001 0001 1111 Transitivity Center-periphery represent as a block represent as directive linkageInstruction: represent as a block with reflexive represent as bi-direction linkage Source: Adapt for Wasserman and Faust (1994) Results Center-periphery patterns 0000D 0011C 0111B 1111A DCBAEmbodied 0000D 0011C 0111B 1111A DCBAEmbodied 0000D 0011C 0111B 1111A DCBA 0000D 0011C 0111B 1111A DCBADisembodied
  • 8. PICMET’14 Exploring the national role and position of international technology diffusion from Cascade to Radial Finding & Discussion 1 Radial-like diffusion Periphery Core Cascade-like diffusion Technology Technology Technology Technology Technology Technology Introduction Innovation Technology Growth Technology Maturity Time Developed Country Other Developed Countries Other Developing Countries Technologyeffect Technology diffusion Technology diffusion DistanceDistance DiffusionDiffusion UtilityUtility 00 ∞∞ ∞∞ 00 DistanceDistance DiffusionDiffusion UtilityUtility 00 ∞∞ ∞∞ 00
  • 9. PICMET’14 Exploring the national role and position of international technology diffusion Typological analysis: role and position identify Finding &Discussion 2 received by position (inter-block) High Low within position (intra-block) High Primary Isolate Low Brokers Sycophants Source: Burt (1976) Burt’s position Typology Outward linkage High Low Inward linkage High Transmitters Consumers Low Generator Isolates Source: Galaskiewicz and Krohn (1984) Galaskiewicz and Krohn’s typology
  • 10. PICMET’14 Exploring the national role and position of international technology diffusion Typological analysis: role and position identify Finding &Discussion 2 received by position (inter-block) High Low within position (intra-block) High Primary Isolate Low Brokers Sycophants Source: Burt (1976) Burt’s position Typology Outward linkage High Low Inward linkage High Transmitters Consumers Low Generator Isolates Source: Galaskiewicz and Krohn (1984) Galaskiewicz and Krohn’s position typology Technological Follower Technological Coordinator Technological Absorber Technological Generator
  • 11. PICMET’14 Exploring the national role and position of international technology diffusion Typological analysis: Role and position identify Technological Follower Technological Coordinator Technological Absorber Technological Generator Finding & Discussion 2 1997 ~ 2008 Disembodied Technology Generator Coordinator Follower Absorber EmbodiedTechnology Generator Canada France Germany Japan Korea South United Kingdom United States Australia China Hong Kong Netherlands Singapore Taiwan Coordinator Switzerland Austria Belgium Brazil Denmark Finland Italy Norway Spain Sweden Argentina India Mexico Poland Russia Turkey Portugal Follower Hungary Ireland Malaysia South Africa Greece Thailand Absorber New Zealand Chile Colombia Iceland Indonesia Philippines
  • 12. PICMET’14 Exploring the national role and position of international technology diffusion Conclusion 1. What structure has the technology diffusion been existed? The result of this work reveals the international technology diffusion pattern is radial-like diffusion rather than cascade-like diffusion. 2. How they interact globally? The pattern of ITD demonstrates technological embeddedness. Technological Generator, Coordinator, Follower, and Absorber; they work together. 3. Important Policy implication: Participating in international cooperation deploys their international relationship strategy to growth their technology capability. (Alliance Share R&D expenditure)
  • 13. PICMET’14 Exploring the national role and position of international technology diffusion Thank your Attention Hung-Chun Huang National Chi Nan University, Taiwan
  • 14. PICMET’14 Exploring the national role and position of international technology diffusion Country allocation Austria Belgium Canada China Denmark Germany Norway Spain Switzerland Australia Finland France Italy Japan Korea South Netherlands Sweden Taiwan United Kingdom United States 0.01 0.1 1 10 100 1000 Embodied betweenness Disembodiedbetweenness BrazilSpainSingapore 0.01 0.1 1 10 100 10000 NorwayThailand Russia IrelandIndia Malaysia Mexico Embodied Disembodied
  • 15. PICMET’14 Exploring the national role and position of international technology diffusion Data collection & Process By Griliches(1991) iijij RDrITD = USPTO Patent DataR&D Data Trade Flow Data 1997~2008 SITC 7 Patent Citation Top 42 countries 42×42 matrix Social Network Analysis Disembodied Technology Diffusion Disembodied TD Matrix Embodied Technology Diffusion Embodied TD Matrix
  • 16. PICMET’14 Exploring the national role and position of international technology diffusion Methodologies - Social network analysis  Role and position analysis -REGE Blockmodeling Schweizer (1988) suggests that can precisely identify generic structural positions in a network.
  • 17. PICMET’14 Exploring the national role and position of international technology diffusion Modeling analysis (REGE Blockmodeling) 2005~2006 DC 0.333 A AB 0.595 0.619 0.495 0.155 0.211 2003~2004 0.3240.868 Embodied technology diffusion 1999~2000 DC 0.400 A AA B 0.610 0.611 0.557 0.194 0.175 1997~1998 0.955 0.234 Disembodied tech 1999~2000 DC 0.889 A AA B 0.992 0.218 0.942 0.486 0.193 1997~1998 1.000 0.524 0.015 Em A B C D A 1 1 1 1 B 1 1 1 0 C 1 0 0 0 D 0 0 0 0 Disem A B C D A 1 1 1 1 B 1 1 1 0 C 1 1 0 0 D 0 0 0 0 0.0000.0000.0000.000D 0.0000.0000.0000.194C 0.0000.1750.2340.557B 0.4000.6110.6100.955A DCBAEmbodied 0.0000.0000.0000.000D 0.0000.0000.0000.194C 0.0000.1750.2340.557B 0.4000.6110.6100.955A DCBAEmbodied 0.0000.0000.0000.000D 0.0000.0000.0150.486C 0.0000.1930.5240.942B 0.8890.2180.9921.000A DCBADisemb 0.0000.0000.0000.000D 0.0000.0000.0150.486C 0.0000.1930.5240.942B 0.8890.2180.9921.000A DCBADisemb Density matrix Image matrix Reduced Graph