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Technological Leadership and Innovation Policyin the World Economy
Ufuk Akcigit Sina T. Ates
University of Pennsylvania University of Pennsylvania& NBER
Giammario Impullitti
Nottingham University
Nottingham - 10/21/2013
Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 1 / 64
International Technology Competition Introduction
Motivation
Innovations and technological progress are engines of USeconomic growth and economic leadership in the world.
However, concerns are rising that the US is losing its leadingposition through foreign competition.
Politicians and policy-makers seek for ways to support bothpublic and private R&D.
Do R&D policies really work? Do they increase US’competitiveness?
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International Technology Competition Introduction
Motivating Questions
Q What are the dynamics of international technology competition?
Q What are the trade-offs and welfare effects of R&D policies?q How do R&D policies affect a country’s competitiveness?
Q What are the gains/losses from openness? Should a countrysimply close its borders instead of subsidizing R&D?
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International Technology Competition Introduction
To Answer These Questions...
Need for quantitative analysis with a structural model tounderstand counterfactuals.
We analyse an episode of the US economy with aggressive R&Dpolicy changes (80s).
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Empirical Facts
EMPIRICAL FACTS
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Empirical Facts Fact I: International Technology Competition
Fact I: Catching-up until mid-80sTotal Patents (US versus CA + ES + FR + GR + IT + JP + UK)
Figure: Ratio of patents registered in the US: foreign/ total, 1965-1985
.2
.25
.3
.35
.4
.45
Val
ue o
f Rat
ios
1965 1970 1975 1980 1985Application Year
fo reign /to tal fo r paten ts fo reign /to tal fo r citations
US losing its leading position.Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 6 / 64
Empirical Facts Fact I: International Technology Competition
Fact I: Catching-up until mid-80sPatent by Sectors
Figure: Proportion of sectors led by the US, 1965-1985
1 2 30
0 . 1
0 . 2
0 . 3
0 . 4
0 . 5
0 . 6
0 . 7
0 . 8
0 . 9
1
S h a r e ( 0 - 1 d i v i d e d i n t o 3 b i n s )
% o
f IP
C4
C r o s s - S e c t i o n
1 9 6 5
1 9 6 6
1 9 6 7
1 9 6 8
1 9 6 9
1 9 7 0
1 9 7 1
1 9 7 2
1 9 7 3
1 9 7 4
1 9 7 5
1 9 7 6
1 9 7 7
1 9 7 8
1 9 7 9
1 9 8 0
1 9 8 1
1 9 8 2
1 9 8 3
1 9 8 4
1 9 8 5
by patents1 2 3
0
0 . 1
0 . 2
0 . 3
0 . 4
0 . 5
0 . 6
0 . 7
0 . 8
0 . 9
1
S h a r e ( 0 - 1 d i v i d e d i n t o 3 b i n s )
% o
f IP
C4
C r o s s - S e c t i o n
1 9 6 5
1 9 6 6
1 9 6 7
1 9 6 8
1 9 6 9
1 9 7 0
1 9 7 1
1 9 7 2
1 9 7 3
1 9 7 4
1 9 7 5
1 9 7 6
1 9 7 7
1 9 7 8
1 9 7 9
1 9 8 0
1 9 8 1
1 9 8 2
1 9 8 3
1 9 8 4
1 9 8 5
by citations
... which results in a declining trend in the share of sectors where USdominates.
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Empirical Facts Fact II: Introduction of R&D Tax Credits
R&D Policy
=)
R&D Investment
=)
Innovation/Patenting
=)
Import/Export
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Empirical Facts Fact II: Introduction of R&D Tax Credits
R&D Policy
=)
R&D Investment
=)
Innovation/Patenting
=)
Import/Export
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Empirical Facts Fact II: Introduction of R&D Tax Credits
R&D Policy
=)
R&D Investment
=)
Innovation/Patenting
=)
Import/Export
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Empirical Facts Fact II: Introduction of R&D Tax Credits
R&D Policy
=)
R&D Investment
=)
Innovation/Patenting
=)
Import/Export
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Empirical Facts Fact II: Introduction of R&D Tax Credits
Fact II: R&D Tax Credit Policy in the US
At the federal level:
1 The Economic Recovery Tax Act of 1981, 1981-85
2 The Tax Reform Act of 1986, 1986-88
At the state level:
Started with Minnesota in 1982.
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Empirical Facts Fact II: Introduction of R&D Tax Credits
Fact II: State Level Credits in the US
Figure: State level evolution of R&D tax credits
1 1 13
56 8 9
1011 11
13
1716
1719
2022
25
28 2829
31 3132
0
.02
.04
.06
.08
Effetive C
redit Rate (L
ine)
0
10
20
30
Num
ber o
f Sta
tes w
ith
Tax
Cre
dit (
Bar
s)
1980 1985 1990 1995 2000 2005Year
Source: Daniel Wils on (2009)
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Empirical Facts Fact II: Introduction of R&D Tax Credits
Fact II: Federal-level tax credit in the US
Figure. R&D Tax Credit: Cross-Country Comparison
Source: Bloom, Griffith, Van Reenen (2002) and Impullitti (2010)Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 14 / 64
Empirical Facts Fact III: Changing International Patterns
Fact III: R&D Investment
Figure: Total R&D to Sales Ratio (Compustat Firms), 1965-95
.015
.02
.025
.03
.035
.04
R&
D /
Sale
s
1975 1980 1985 1990 1995Year
All FirmsR&D Intensity (Total)
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Empirical Facts Fact III: Changing International Patterns
Fact IV: Reversal of Convergence Process
Figure: Proportion of sectors with the US leadership
1 2 30
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
Share (0-1 divided into 3 bins)
% o
f IP
C4
Cross-Section
19651966196719681969197019711972
19731974197519761977197819791980
19811982198319841985198619871988
1989199019911992199319941995
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Empirical Facts Fact III: Changing International Patterns
Fact IV: Reversal of Convergence Process
Figure: Ratio of patents and associated citations registered in the US byforeigners over the total, 1965-1995
.2
.3
.4
.5V
alue
of R
atio
s
1960 1970 1980 1990 2000Application Year
foreign/total for patents foreign/total for citations
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Empirical Facts Fact III: Changing International Patterns
Fact V: GDP Patterns
Figure: Real GDP per capita - relative to the US, 1960-2010
.6
.7
.8
.9
1R
eal G
DP
per c
apita
, rel
. to
US
1960 1970 1980 1990 2000 2010Year
FRA GER ITA
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Empirical Facts Fact III: Changing International Patterns
Cross Sectional Relationship
Exploit state-level variation in R&D policies across states.
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Empirical Facts Reduced Form Evidence
Time Series vs Cross Sectional RelationshipEffect of R&D Tax Credits on Innovative Activity
Dep. Var.:ln (R&D
t
) ln (Patents
t
)(1) (2)
ln(State credit
t
)3.153 2.948
(10.92)"""
(10.93)"""
Year Dummy Yes Yes
Firm Dummy Yes Yes
ln Y
jst
= const.+ ln Y
jst#1 + ln SC
st
+ yj
+ yt
+ u
t
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Model
MODEL
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Model
Modeling Cross-Country Technological Convergence
Endogenous growth model with Step-by-Step innovation
(Aghion, Harris, Howit and Vickers, 2001) fully General
Equilibrium (Acemoglu and Akcigit, 2011)New features:
1) Two countries, c 2 fA, Bg, Free Trade and Costly Trade
scenarios2) Transitional dynamics ! Technology-driven
cross-country convergence process3) Role of R&D Tax Credit in shaping convergence process4) Quantitative analysis ! tie model to data !
counterfactual (evaluating Stage-Dependent R&Dtaxation)
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Model
Model in a nutshell
Two countries, same technology and preferencesFinal good ! produced with Intermediate Goods (traded) andLaborContinuum of intermediate goods: in each sector 2 firms (onedomestic one foreign) compete for global leadershipInnovation: each firms invest resources to improve quality andget global leadershipInnovation random ! distribution of leadership !cross-country income distributionInternational knowledge spillovers ! leadership (and income)convergence
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Quantitative Analysis
Quantitative Analysis
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Quantitative Analysis Calibration
Moments
1 2 30
0. 1
0. 2
0. 3
0. 4
0. 5
0. 6
0. 7
0. 8
0. 9
1
Share (0-1 divided int o 3 bins)
% o
f IP
C4
Cross-Sect ion
19651966196719681969197019711972197319741975
1976197719781979198019811982198319841985
Moment Target Estimate
GDP. Growth US 2.16% 2.14%
GDP. Growth Foreign 2.35% 2.24%
R&D Intensity US 1.86% 2.08%
R&D Intensity Foreign 2.07% 2.11%
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Quantitative Analysis Calibration
Parameters
Table: Parameter Values
Internally Calibrated Externally Calibrateda
A
57.68 b 0.973 r 2.25%a
B
108.07 h 1.785(103 tA
75 17.6%g
A
1.954 k 1.174(103 tB
75 14.0%g
B
2.281 q̄1A
7(10-4
l 1.148 q̄#1A
0.053
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Quantitative Analysis Calibration
Evolution of Sector Shares
Figure: Calibration Results, Shares of US-owned and Neck&Neck ProductLines
0
.1
.2
.3
.4
.5
.6
.7
.8
.9
1
Estimates (Line)
0
.1
.2
.3
.4
.5
.6
.7
.8
.9
1
Data
(Bar
s)
1975 1980 1985Year
Share of US-owned Product LinesUS L eadership
0
.1
.2
.3
.4
.5
.6
.7
.8
.9
1
Estimates (Line)
0
.1
.2
.3
.4
.5
.6
.7
.8
.9
1
Data
(Bar
s)1975 1980 1985
Year
Share of Product LinesNeck& Neck
The model is able to capture the adverse patten of leadership for theUS firms, as well as the change in neck&neck sectors, in the relevanttime range 1975-85.
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Quantitative Analysis Validation Tests
Validation Tests
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Quantitative Analysis Validation Tests
Validation Test I: Leadership Response to Policy
Replicate the policy change in the data:
tA
75#85 17.6% ! tA
86#95 26.3%
tB
75#85 14.0% ! tB
86#95 14.7%
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Quantitative Analysis Validation Tests
Validation Test I: Leadership Response to Policy
0
.1
.2
.3
.4
.5
.6
.7
.8
.9
1
Estimates (Line)
0
.1
.2
.3
.4
.5
.6
.7
.8
.9
1
Data
(Bar
s)
1975 1980 1985 1990 1995Year
Share of US-owned Product LinesUS L eadership
0
.1
.2
.3
.4
.5
.6
.7
.8
.9
1
Estimates (Line)
0
.1
.2
.3
.4
.5
.6
.7
.8
.9
1
Data
(Bar
s)
1975 1980 1985 1990 1995Year
Share of Product LinesNeck& Neck
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Quantitative Analysis Validation Tests
Validation Test II: Elasticity of R&D wrt Subsidy
R&D Elasticityd log (R&D)
d log (Subsidy)) 2.88
Compare it to the regression estimate with state credit. 3.15.
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Quantitative Analysis Validation Tests
Validation Test III: Trade Patterns
Average Growth Rate of!
Intermediate Goods ImportGDP
"in the US:
Data Model
1975-1985 8.1% 8.4%1986-1995 -4.5% -4.4%
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Quantitative Analysis Validation Tests
Validation Test III: Trade Patterns
Average Growth Rate of!
Intermediate Goods ImportGDP
"in the US:
Data Model
1975-1985 8.1% 8.4%1986-1995 -4.5% -4.4%
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Quantitative Analysis Counterfactuals
Counterfactuals
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Quantitative Analysis Counterfactuals
Evolution of the Economies
1975 1980 1985 1990 19950
0.002
0.004
0.006
0.008
0.01
0.012
0.014
Time Periods
Profi ts in USProfi ts in FN
1975 1980 1985 1990 19953.6
3.8
4
4.2
4.4
4.6
4.8
5
5.2
5.4
5.6
Time Periods
Consumption in USConsumption in FN
The second decade reflects the hypothetical case of no policychange in 1985.
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Quantitative Analysis Counterfactuals
Analysis 1: R&D Tax Credit Policy
Figure: Profits and Consumption with Policy Change in 1985, 1975-95
1975 1980 1985 1990 19950
0.002
0.004
0.006
0.008
0.01
0.012
0.014
0.016
0.018
Time Periods
Profi ts in USProfi ts in FN
1975 1980 1985 1990 19953.5
4
4.5
5
5.5
6
Time Periods
Consumption in USConsumption in FN
Reversal of convergenceInitial drop in consumption due to the jump in R&D expenditure.
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Quantitative Analysis Counterfactuals
Analysis 1: R&D Tax Credit PolicyR&D Expenditures
Figure: R&D Expenditure with Policy Change in 1985, 1975-95
1975 1980 1985 1990 19950.05
0.1
0.15
0.2
0.25
0.3
T ime Periods
R&D in USR&D in FN
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Quantitative Analysis Counterfactuals
Analysis 1: R&D Tax Credit PolicyWelfare Comparisons
What is the welfare impact of the policy change in consumptionequivalent terms?
Gain 1985-20108.49%
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Quantitative Analysis Counterfactuals
Income Growth Decomposition
Quality Improvement: Changes in average quality due to higherinnovation intensity, abstracting from ownership changes.
Business Stealing: Changes in the rate of seizing product lineleadership, and thus collecting more profits in total, due toincreasing innovation intensity.
Table: Income Growth Decomposition, 1985-1995w/o Policy only Quality w/ Policy Business Quality
g
A
1.17% 1.22% 1.43% 81% 19%g
B
1.31% 2.00% 1.76% -53% 153%
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Quantitative Analysis Counterfactuals
Analysis 2: Openness to International Markets
OPEN ECONOMY VALUE FUNCTIONS:
rV1A
(q) = maxx1A
#2pq# qa
A
x
gA
1A
+ x1A
[V1A
(lq)#V1A
(q)]+x#1B
[V0A
(q)#V1A
(q)]
$
rV0A
(q) = maxx0A
##qa
A
x
gA
0A
+ x0A
[V1A
(lq)#V0A
(q)]+x0B
[V#1A
(q)#V0A
(q)]
$
CLOSED ECONOMY VALUE FUNCTION:rV
A
(q) = maxx
A
%pq# qa
A
x
gA
A
+ x
A
[VA
(lq)#V
A
(q)]&
(i) Market size (ii) Business stealing (iii) Spillovers (iv) Escapecompetition
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Quantitative Analysis Counterfactuals
Analysis 2: Openness to International Markets
What is the welfare impact of openness in consumptionequivalent terms?
Gain 1985-201011.32%
60% of this gain is coming from market size effect.
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Quantitative Analysis Counterfactuals
What we are adding now...
Free-entry
Concave utility
Exploit state level variation in technology catch-up
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Quantitative Analysis Conclusion
Conclusion
Convergence in innovative activity: Sectors with leadership from79% in 1975 to 55% in 1985Effect of R&D subsidies: back to 71% in 10 years (45% otherwise)Income growth mainly by business stealing: 81% of incomegrowth increase.Welfare gain from policy response: 8.5% in from 1985 to 2010Welfare gain from openness: 11.3% in from 1985 to 2010
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