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Objectives Understanding the impact of distance and economy size on trade using the gravity model...

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Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration See how people use the gravity model to evaluate economic policy issues 1 2 3
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Page 1: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Objectives

Understanding the impact of distance and economy size on trade using the gravity model

Apply the gravity model for the cases of FDI, and migration

See how people use the gravity model to evaluate economic policy issues

1

2

3

Page 2: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Newton’s “Law of Universal Gravitation” (1687): The attractive force (Fij) between i and j

Mi, Mj are the masses

D is distance between two objects G is gravitational constant

The Origin of the Gravity Equation

2ij

jiij

D

MMGF

MjMi

D

F

Page 3: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Model many social interactions (migration, tourism, trade, FDI)

Fij is the flow from i to j M’s are measure of economic mass D is the distance

Economists and Gravity

ij

jiij

D

MMGF

Page 4: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Estimation of the Gravity Equation

Take logs:

ijijjiij DMMRF lnlnlnln

Page 5: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Overall explanatory power

R2 between 0.65 and 0.95 Suggests using gravity as a benchmark for

volume of trade. Can then use gravity based benchmark to

evaluate economic policy

Page 6: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

The role of economic mass

Usually measured using GDP Most theoretical explanations predict coefficient

equal to one Estimates often not significantly different from 1,

but range is from 0.7 to 1.1

Page 7: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

The role of distance

Distance usually measured using great circle distance based on latitude and longitude

Head (2000) averages results from 62 regressions in eight papers, for sample years ranging from 1928 to 1995

Average distance effect is 1.01 Doubling distance halves trade

Page 8: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Distance and trade costs

Trade costs:

Direct (transport) Indirect (government policy; language)

Is distance just capturing the effect of trade costs (acting as a proxy) or does it play an additional role?

Page 9: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Data on trade costs

IMF bilateral data of total exports from A (free on board) to imports of B (cost-insurance-freight) Composition of trade depends on t.c.

National customs data for a few countries Direct industry/shipping company info

Ocean shipping prices/air freight from trade journals (Hummels)

Quotes from shipping standard container from Baltimore (Venables)

Page 10: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Magnitude

Wide dispersion of trade costs US 3.8% value of imports (1994) Brazil 7.3% Paraguay 13.3%

Unweighted (get rid of composition effect) Median cif/fob ratio 1.28 (28% t.c.) 2 to 3 times higher than weighted

Page 11: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Empirical Results

Shipping 40’ container ($000)

Shipping 40’ container ($000)

Land locked dummy 3.45

(4.75)

2.17

(2.94)

Distance

(000km)

0.38

(2.60)

Dist. Sea 0.19

(2.12)

Dist. Land 1.38

(4.66)

R2 0.32 0.47

Page 12: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Effect of distance on t.c.

Mean cost if not landlocked $4,620 Landlocked increases cost by $3,450 Overland 7 times more expensive than sea For cif/fob ratios

Elasticity w.r.t distance 0.2 to 0.3 Common border reduces substantially

R2 = 0.45

Page 13: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Distance and gravity

Distance explains around 45% variation in transport costs

Regressions of trade flows on both distance and t.c. still gives significant coefficient on distance (although magnitude lower)

Distance must be a proxy for both t.c. and other information costs.

Page 14: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Using gravity to test for border effects.

Home bias: preference towards home products; Comparison between intranational trade and internatio

nal trade; The borderless world – “National borders have effectiv

ely disappeared” Use gravity to test:

McCallum (1995) using data on trade flows between US and Canadian provinces (dummy=1 if in the same country)

eDUMMYDdMcMbaX ijjiij )(lnlnlnln

Page 15: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Using gravity to test for border effects.

McCallum: Data referring to 1988 (before FTA Canada-USA was signed): Intra-national data flows only referred to Canada (exports from a province to other Canada provinces: DumCA=1); International: Exports from Canada provinces to USA states (DumCA=0)

Developments: addiction of data referring to 1993: intra-national data for both CA and USA. Another indicator=DumUSA=1 for trade between two USA states;

Dij is the distance between any two provinces or states;

Results

Page 16: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Empirical results

lnyi 1.21

(0.03)

lnyj 1.06

(0.03)

lndistij -1.42

(0.06)

DUMMY 3.09

(0.13)

R2 0.811

Page 17: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Using gravity to test for border effects.

Data referring to 1988 (before FTA Canada-USA was signed): Intra-national data flows only referred to Canada (exports from a province to other Canada provinces: Dummy=1); International: Exports from Canada provinces to USA states (Dummy=0)

Data referring to 1993: intra-national data for both CA and USA

Dij is the distance between any two provinces or states;

Results

Page 18: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

The importance of borders

1988 or 1993: Coefficient on cross-provincial trade is quite high (3.09 to 2.75). Exp(3.09)=22; Exp(2.75)=15.7

1988: Canada-Canada province trade approx. 22 times Canada-US state trade; 1993: reduced to 15,7

Border effects (all impediments to trade across borders) Ontario’s shipments to British Columbia should be 0.6 times

shipments to Washington (US) [Washington is richer] BC receives 12.6 times more goods from Ontario than

Washington Border effect = 12.6/0.6 = 21

Fallen to 12 since FTA implemented

Page 19: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

The importance of borders

Anderson and Wincoop (2003): border effects have an asymmetric effect on countries of different size. More precisely have a larger effect on small economies.

Example: US is 10 times bigger than Canada (economic size) Without frictions to trade, Canada exports 90% of its GDP to US and sell

s 10% internally; US exports 10% of GDP Suppose border effects reduce trade of a factor of ½ => Canada exports 45% to US and sells internally 55% Its internal trade has increased of a factor 5.5, cross-border has decreas

ed by 0.5 => 5.5/0.5=11: internal trade has increased 11 times more than cross-border trade

=>US exports now 5% and sells internally 95%. Cross-state trade has increased only slightly more than 2 times cross-border trade

Page 20: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Alternative approach: taking into account of different prices in different countries Anderson and Wincoop (2003):

Imposes restrictions on the parameters of M; Inverse indicator: DUMMY=1 for international (cross-border) trade 0 f

or internal trade; No distinction between Canadian or US cross-border trade (under a following assumption);

Introduces 2 new variables: price terms of the two countries (whose difference has a meaning). The two variables can be:

1. Constructed from Price Indexes data;2. Estimated as a function of trade costs, where trade costs are a functi

on of distance and other factors (intercept). (N.B. If trade costs are symmetric, then there cannot be a distinction between Canadian and US trade) => this methodology is quite complicated, because it involves the estimation of a recursive model of multiple equations.

)ln()1()ln()1()(lnlnlnln jiijjiij PPeDUMMYDdaMMX

Page 21: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Alternative approach: taking into account of different prices in different countries Anderson and Wincoop (2003):

3. Introduce fixed-effects: two dummies one for the origin country and another one for the destination country:

Di=1 if i is the exporter, 0 otherwise;

Dj=1 if j is the importer, 0 otherwise;

The two dummies are both equal to 1 only for cross-border trade observations.

This implies: Di=(1-)lnPi and Dj=(1-)lnPj

)ln()1()ln()1()(lnlnlnln jiijjiij PPeDUMMYDdaMMX

Page 22: Objectives Understanding the impact of distance and economy size on trade using the gravity model Apply the gravity model for the cases of FDI, and migration.

Conclusions

Distance matters for trade Consistent with both new trade theory and old

trade theory Theory has helped refine the gravity relationship Gravity can be used to test other hypotheses

even if we don’t know what drives gravity


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