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Technological Leadership and Innovation Policy in 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

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Page 1: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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

Page 2: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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?

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 2 / 64

Page 3: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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?

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 3 / 64

Page 4: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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).

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 4 / 64

Page 5: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

Empirical Facts

EMPIRICAL FACTS

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 5 / 64

Page 6: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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

Page 7: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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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Page 8: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

Empirical Facts Fact II: Introduction of R&D Tax Credits

R&D Policy

=)

R&D Investment

=)

Innovation/Patenting

=)

Import/Export

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 8 / 64

Page 9: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

Empirical Facts Fact II: Introduction of R&D Tax Credits

R&D Policy

=)

R&D Investment

=)

Innovation/Patenting

=)

Import/Export

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 9 / 64

Page 10: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

Empirical Facts Fact II: Introduction of R&D Tax Credits

R&D Policy

=)

R&D Investment

=)

Innovation/Patenting

=)

Import/Export

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 10 / 64

Page 11: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

Empirical Facts Fact II: Introduction of R&D Tax Credits

R&D Policy

=)

R&D Investment

=)

Innovation/Patenting

=)

Import/Export

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Page 12: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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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Page 13: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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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Page 14: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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

Page 15: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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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Page 16: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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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Page 17: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 17 / 64

Page 18: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 18 / 64

Page 19: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

Empirical Facts Fact III: Changing International Patterns

Cross Sectional Relationship

Exploit state-level variation in R&D policies across states.

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 19 / 64

Page 20: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 20 / 64

Page 21: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

Model

MODEL

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Page 22: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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)

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 22 / 64

Page 23: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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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Page 24: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

Quantitative Analysis

Quantitative Analysis

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 46 / 64

Page 25: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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%

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 47 / 64

Page 26: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 48 / 64

Page 27: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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.

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 49 / 64

Page 28: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

Quantitative Analysis Validation Tests

Validation Tests

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Page 29: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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%

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 51 / 64

Page 30: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 52 / 64

Page 31: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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.

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 53 / 64

Page 32: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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%

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 54 / 64

Page 33: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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%

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 54 / 64

Page 34: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

Quantitative Analysis Counterfactuals

Counterfactuals

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Page 35: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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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Page 36: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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.

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 57 / 64

Page 37: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 58 / 64

Page 38: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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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Page 39: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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%

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 60 / 64

Page 40: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 61 / 64

Page 41: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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.

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 62 / 64

Page 42: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

Quantitative Analysis Counterfactuals

What we are adding now...

Free-entry

Concave utility

Exploit state level variation in technology catch-up

Akcigit, Ates, and Impullitti () International Technology Competition Nottingham - 10/21/2013 63 / 64

Page 43: Technological Leadership and Innovation Policy in the ... · Technological Leadership and Innovation Policy in the World Economy Ufuk Akcigit Sina T. Ates University of Pennsylvania

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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