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Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research ECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October 7, 2010 1 / 21

ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

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Page 1: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

ECO2704 Lecture Notes: Eaton-Kortum Model

Xiaodong Zhu

University of Toronto

October 7, 2010

1 / 21

Page 2: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

This paper develops a general equilibrium model of internationaltrade that explains the following stylized facts within a singleunified framework

• Trade diminishes dramatically with distance

• Prices vary across locations with greater differences betweenplaces further apart

• Factor rewards are far from equal across countries

• Countries relative productivities vary substantially acrossindustries

A good framework for empirical analysis:

• The model developed in this paper can easily be estimatedfrom trade flows data

• The model also provides a way to estimate cross countrydifferences in productivity of tradable sectors

2 / 21

Page 3: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

• N countries, a continuum variety of goods produced bycompetitive firms

• Trade is subject to an iceberg cost: the cost of delivering oneunit of good from country i to country n is dni , dii = 1 anddni > 1 for n 6= i

• For simplificaiton, linear production technologies with labouras the only input . (The model in the paper has CRStechnology with intermediate input as well)

• Labour can move freely across firms

• Each firm’s productivity is randomly drawn from a distribution

• Productivities are independent across firms and countries

3 / 21

Page 4: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

Preferences and demand

Identical preferences for consumers in all countries n=1,...N

Un =

[ˆ 1

0

Qn(k)σ−1σ dk

]

σ

σ−1

Let Xn be the total expenditures of the representative consumer incountry n. Then,

Qn(k) =Pn(k)

−σ

p1−σn

Xn

Here Pn(k) is the price of variety k and pn is the price index facedby the consumer in country n,

pn =

[ˆ 1

0

Pn(k)1−σdk

]

11−σ

4 / 21

Page 5: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

TechnologyTo produce variety k in country i, the firm solves the followingproblem:

maxLi (k) Pii(k)Zi (k)Li (k)− wiLi (k)

Pii(k) =wi

Zi (k)

Here Zi (k) is the productivity and wi is wage in country i.

If a consumer in country n buys variety k from country i, the priceshe faces is

Pni (k) = dniPii(k) =dniwi

Zi(k)

The actual price of variety k in country i is

Pn(k) = min Pni (k); i = 1, ...,N

5 / 21

Page 6: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

Productivity distributions

It is assumed that the distribution of productivities in country i isgiven by a Frechet distribution:

Pr [k ;Zi(k) ≤ z] = Fi (z) = exp

(

(

z

Ai

)−θ)

, θ > 1

which has the following properties:

E [Zi ] = AiΓ(1 − θ−1)

E [log(Zi )] = γθ−1 + log(Ai )

(γ is the Euler’s constant) and

Var [log(Zi )] =π

6θ2

6 / 21

Page 7: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

Potential price distribution: Pni(k)

Cross variety distribution of potential price in country n of goodsfrom country i:

Gni (p) = Pr [k ;Pni(k) ≤ p] = Pr

[

k ;dniwi

Zi (k)≤ p

]

Gni (p) = Pr

[

k ;Zi (k) ≥dniwi

p

]

= 1 − exp

(

(

dniwi

Ai

)−θ

)

7 / 21

Page 8: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

Actual price distribution: Pn(k)

Cross variety distribution of actual price of all goods in country n:

Gn(p) = Pr [k ;Pn(k) ≤ p] = 1 − Pr [k ;Pn(k) ≥ p]

Gn(p) = 1 −

N∏

i=1

Pr [k ;Pni(k) ≥ p] = 1 − exp(

−Φnpθ)

Here

Φn =

N∑

i=1

(

dniwi

Ai

)−θ

8 / 21

Page 9: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

Distribution of import variety by countryThe range of varieties that will be imported by country n fromcountry i:

πni = Pr [k ;Pn(k) = Pni (k)]

πni =

ˆ ∞

0

Pr [k ;Pn(k) = Pni(k)|Pni (k) = p] dGni (p)

=

ˆ ∞

0

Pr [k ;Pnj(k) ≥ p, j = 1, ...,N, j 6= i |Pni (k) = p] dGni (p)

=

ˆ ∞

0

j 6=i

(1 − Gnj(p)) dGni (p)

=⇒ πni =

(

dniwi

Ai

)−θ

Φ−1n =

(

dniwi

Ai

)−θ

∑Nj=1

(

dnjwj

Aj

)−θ

9 / 21

Page 10: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

Conditional distribution of import prices: P∗ni

Distribution of prices across the range of varieties that country iactually exported to country n:

G ∗ni (p) = Pr [k ;Pn(k) ≤ p|k ;Pn(k) = Pni(k)]

=Pr [k ;Pn(k) ≤ p,Pn(k) = Pni (k)]

Pr [k ;Pn(k) = Pni(k)]

=1

πni

ˆ p

0

Pr [k ;Pnj(k) ≥ q, j = 1, ...,N, j 6= i ] dGni (q)

=1

πni

ˆ p

0

j 6=i

(1 − Gnj(q)) dGni (q)

=⇒ G ∗ni (p) = Gn(p)

10 / 21

Page 11: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

Price Index

pn =

[ˆ 1

0

Pn(k)1−σdk

]

11−σ

=

[ˆ ∞

0

p1−σdGn(p)

]1

1−σ

pn = δΦ−1/θn

δ =

[

Γ

(

θ + 1 − σ

θ

)]1/(1−σ)

11 / 21

Page 12: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

Expenditure share of imports from country iLet Ωi = k ;Pn(k) = Pni (k) be the set of varieties that country nimports from country i. Then, country n’s expenditures on importsfrom country i is

Xni =

ˆ

k∈Ωi

Pni(k)Qn(k)dk =

´

k∈ΩiP1−σ

ni (k)dk

p1−σn

Xn

Note thatˆ

k∈Ωi

P1−σni (k)dk = E

[

P1−σni |Ωi

]

Pr [Ωi ] = E[

P1−σni |Ωi

]

πni

From the previous slide, however, we know that the averageexpenditure per good on imports from i is

E[

P1−σni |Ωi

]

= E[

P1−σn

]

=

ˆ

P1−σn (k)dk = p1−σ

n

=⇒Xni

Xn

= πni

12 / 21

Page 13: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

Trade flowThe fraction of goods that country n buys from country i , πni , isalso the fraction of its expenditure on goods from country i:

Xni

Xn

=

(

dniwi

Ai

)−θ

Φ−1n ∝

(

Ai

wi

)θ (dni

pn

)−θ

The exporter i’s total sales are:

Ri =

N∑

m=1

Xmi ∝

(

Ai

wi

)θ N∑

m=1

(

dmi

pm

)−θ

Xm

Gravity equation:

Xni =

(

dni

pn

)−θXnRi

∑Nm=1

(

dmi

pm

)−θXm

13 / 21

Page 14: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

Real income and welfare

Previous slide shows that

πni ∝

(

Ai

wi

)θ (dni

pn

)−θ

or

wi ∝ Aiπ−1/θni d−1

ni pn

Thus, for i=n, we have

wi

pi

∝ Aiπ−1/θii

That is, the smaller the domestic expenditure share πnn is, the

higher the real income and welfare.

14 / 21

Page 15: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

For a given vector of total expenditures (X1, ...,XN), we havealready shown how consumption, prices and trade flows aredetermined

In equilibrium country n’s total expenditures should also equal itstotal income:Xn = wnLn, n=1,...,N

So, the only endogenous variables that need to be solved for are thewages w1, ...,wN

Total income equals total exports and domestic sales:

wiLi =

N∑

n=1

Xni =

N∑

n=1

πniXn

15 / 21

Page 16: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

Equation for solving wagesFor i=1,...,N:

wiLi =

N∑

n=1

(

dniwi

Ai

)−θ

Φ−1n wnLn

Alveraz and Lucas (2007, JME) showed the existence anduniqueness of the solutions to the equation system above

The case of free trade: dni = 1 for all n and i

wiLi =

(

wi

Ai

)−θ N∑

n=1

Φ−1n wnLn

=⇒ wi ∝

(

Aθi

Li

)1/(1+θ)

Under free-trade, price levels are identical, but factor prices aredifferent across countries.

16 / 21

Page 17: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

Estimating θ

Note thatXni/Xn

Xii/Xi=

(

pidni

pn

)−θ

Equivalently,

log

(

Xni/Xn

Xii/Xi

)

= −θlog

(

pidni

pn

)

This equation can be used to estimate the parameter θ

17 / 21

Page 18: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

Estimating competitiveness

Also note that

Xni/Xn

Xnn/Xn=

(

Ai

wi

)θ (An

wn

)−θ

d−θni

or

log

(

Xni/Xn

Xnn/Xn

)

= θlogTi − θlogTn − θlogdni

This equation can be used to estimate the competitiveness measureTi = Ai/wi

18 / 21

Page 19: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

• Alvarez and Lucas (2007) “General Equilibrium Analysis of theEaton-Kortum Model of International Trade,” Journal ofMonetary Economics, 54(6), 1726-1768.

• Closes the model without an outside sector to solve for

endogenous factor prices

• Rodriguez-Clare, Andres (2009) “Offshoring in a RicardianWorld,” American Economic Journal: Macroeconomics,forthcoming.

• Analyzes offshoring within the Eaton-Kortum framework

• Ramondo, Natalia and Andres Rodriguez-Clare (2008) “Trade,Multinational Production and the Gains from Openness,”University of Texas, mimeograph, http://www.eco.utexas.edu/nr3353/Trade

• Analyzes both trade and multinational production within the

Eaton-Kortum framework

19 / 21

Page 20: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

• David Donaldson (2008) “Railroads of the Raj: Estimating theEconomic Impact of Transportation Infrastructure,” MITEconomics, mimeograph

• Uses the Eaton-Kortum framework to evaluate the impact of

the construction of the railway network in Colonial India

• Arkolakis, Costas, Arnaud Costinot and AndresRodriguez-Clare (2009) “New Theories, Same Old Gains?”Yale University, mimeograph

• Shows that in a class of international trade models, welfare can

be expressed in terms of the trade share as in the

Eaton-Kortum framework

20 / 21

Page 21: ECO2704 Lecture Notes: Eaton-Kortum Modelhomes.chass.utoronto.ca/~xzhu/teaching/growth/Eco2704-03.pdfECO2704 Lecture Notes: Eaton-Kortum Model Xiaodong Zhu University of Toronto October

Introduction Model Price Distributions Trade Flows Equilibrium Empirical Analysis Subsequent Research

Multi-Sector Models:

• Costino and Donaldson and Kunmunjer (2010) “What goodsdo countries trade? A Quantitative Exploration of Ricardo’sIdeas,” unpublished manuscript, MIT Economics Department

• Kerr, W. R. (2009): “Heterogeneous Technology Diffusion andRicardian Trade Patterns”, unpublished manuscript, HarvardBusiness School

• Yi and Zhang (2010) “Structural Change in an OpenEconomy,” unpublished manuscript, University of Michigan

• Tombe, Trevor (2010) “The Missing Food Problem,” jobmarket paper, University of Toronto

21 / 21