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Introduction to Regional Input-Output Model

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<strong>Introduction</strong> <strong>to</strong> <strong>Regional</strong><br />

<strong>Input</strong>-<strong>Output</strong> <strong>Model</strong><br />

2007. 8. 21.<br />

서울대학교 농경제사회학부<br />

안동환


<strong>Introduction</strong><br />

Local Economic Impact<br />

• Local industry changes<br />

• Industry expansion, Industry contraction<br />

• Local microeconomic changes<br />

• Firm relocation, Firm expansion, Firm closure<br />

• Large projects<br />

• Construction projects<br />

<strong>Regional</strong> multiplier analysis<br />

• The impacts of industrial changes on a regional economy, through<br />

an assessment of the linkages between firms and fac<strong>to</strong>r inputs.<br />

• The regional trade patterns<br />

• The regional industrial structure<br />

• Approaches<br />

• Economic Base <strong>Model</strong><br />

• Keynesian Multiplier<br />

• <strong>Input</strong>-<strong>Output</strong> <strong>Model</strong><br />

• …


Economic base model<br />

Total employment (T) = Basic (B) + non Basic (N)<br />

• basic sec<strong>to</strong>r Industries whose markets are national or<br />

global (export-base industry).<br />

• non-basic sec<strong>to</strong>r Industries that sells almost of all their<br />

output <strong>to</strong> local consumers.<br />

The performance of non-basic sec<strong>to</strong>r is determined by<br />

the performance of the local economy as a whole.<br />

N = nT (n = the strength or sensitivity of the linkage between<br />

the local economy, T and the locally oriented activities, N)<br />

T = B + nT (T/B = 1/(1-n) : economic base multiplier)<br />

Application: ΔT = [1/(1-n)]ΔB the increase in <strong>to</strong>tal<br />

employment generated by an increase in export (basic<br />

sec<strong>to</strong>r) employment.


Keynesian <strong>Regional</strong> Multiplier<br />

Income = Aggregate Demand<br />

Y = C (Consumption) + I (Investment) + G (Gov. Exp.)<br />

+ X (Export) – M (Import)<br />

• C=a+bY, M=c+dY<br />

Y = a + b(1-t)Y + I + G + X – c – d(1-t)Y<br />

Y = (a – c + I + G + X) / [1 – (b - d)(1-t)]<br />

Keynesian multiplier k=1/[(1-(b-d)(1-t)]<br />

• An exogenous increase in I of $1 will increase Y by k=1/[1-(bd)(1-t)].<br />

• b-d : marginal propensity <strong>to</strong> consume locally produced good<br />

Application:<br />

ΔY = Δ(a –c + I + G + X)/[1- (b–d)(1-t)]


Macro Economics ?<br />

Micro Economics ?<br />

Structure of economy!!<br />

Why <strong>Input</strong>-<strong>Output</strong> Analysis?<br />

Industrial interdependence and interaction!!<br />

• The IO model is centered on the idea of interindustry<br />

transactions, that is industries use<br />

the products of other industries <strong>to</strong> produce<br />

their own products.<br />

Quesnay, 1758; Walras, 1874; Leontief, 1936<br />

(Nobel Prize in 1973).


Inter-industry Transactions<br />

<strong>Output</strong>s from one industry become inputs <strong>to</strong><br />

another.<br />

• e.g. Au<strong>to</strong>mobile producers use steel, glass,<br />

rubber, and plastic products <strong>to</strong> produce<br />

au<strong>to</strong>mobiles.<br />

• When you buy a car, you affect the demand for<br />

glass, plastic, steel, etc.<br />

• e.g. Policy increasing the demand for cars vs.<br />

the demand for housing


Household and Industry<br />

Households buy the output of<br />

Consumption Spending<br />

business: final demand or Y i<br />

Households<br />

Goods & Services<br />

Labor<br />

Businesses<br />

Businesses<br />

Wages & Salaries<br />

Households sell labor & other inputs<br />

<strong>to</strong> business as inputs <strong>to</strong> production<br />

Businesses purchase from other<br />

businesses <strong>to</strong> produce their own<br />

goods / services: x ij (output of<br />

industry i sold <strong>to</strong> industry j)


Transactions and National Accounts<br />

Selling<br />

sec<strong>to</strong>rs<br />

Purchasing<br />

sec<strong>to</strong>rs<br />

Final demand (Y)<br />

1 2 3 C I G<br />

Z 1c<br />

E<br />

Total<br />

output<br />

1 Z 11<br />

Z 12<br />

Z 13<br />

Z 1I<br />

Z 1G<br />

Z 1E<br />

X 1<br />

2 Z 21<br />

Z 22<br />

Z 23<br />

Z 2c<br />

Z 2I<br />

Z 2G<br />

Z 2E<br />

X 2<br />

C: Personal consumption<br />

I: Investment<br />

G: Government expenditure<br />

E: Export<br />

3 Z 31<br />

Z 32<br />

Z 33<br />

Z 3c<br />

Z 3I<br />

Z 3G<br />

Z 3E<br />

X 3<br />

Payment<br />

sec<strong>to</strong>rs<br />

Fac<strong>to</strong>r<br />

inputs<br />

(value<br />

added)<br />

L 1<br />

L 2<br />

L 3<br />

L c<br />

L I<br />

L G<br />

L E<br />

C<br />

K 1<br />

K 2<br />

K 3<br />

K c<br />

K I<br />

K G<br />

Imports M 1<br />

M 2<br />

M 3<br />

M c<br />

M I<br />

M G<br />

K E<br />

M E<br />

I<br />

G<br />

Total outlay X 1<br />

X 2<br />

X 3<br />

C I G<br />

E<br />

E<br />

Wage<br />

Interest, land rent<br />

Taxes<br />

X 1 = Z 11 + Z 12 + … + Z 1n + Y 1<br />

X 2 = Z 21 + Z 22 + … + Z 2n + Y 2<br />

… … … … … …<br />

X n = Z n1 + Z n2 + … + Z nn + Y n


Production technology, production<br />

function<br />

x = f(z) = Min {k 1 z 1 , k 2 z 2 , …, k n z n }<br />

Leontief Technology<br />

z 2j<br />

Technical coefficient<br />

• a ij = z ij / x j (i.e. x j = z ij / a jj )<br />

• a ij : technical coefficient<br />

• z ij : input flow from i <strong>to</strong> j<br />

• x j : output of j<br />

• z ij = a ij x j<br />

x j<br />

=3<br />

x j<br />

=2<br />

x j<br />

=1<br />

z 1j<br />

Leontief technology<br />

x j = Min {z 1j /a 1j , z 2j /a 2j , …, z nj /a nj }<br />

No fac<strong>to</strong>r substitution


<strong>Input</strong>-<strong>Output</strong> <strong>Model</strong><br />

X 1<br />

= a 11<br />

X 1<br />

+ a 12<br />

X 2<br />

+ … + a 1n<br />

X n<br />

+ Y 1<br />

X 2<br />

= a 21<br />

X 1<br />

+ a 22<br />

X 2<br />

+ … + a 2n<br />

X n<br />

+ Y 2<br />

… … … … … …<br />

X n<br />

= a n1<br />

X 1<br />

+ a n2<br />

X 2<br />

+ … + a nn<br />

X n<br />

+ Y n<br />

X 1<br />

= Z 11<br />

+ Z 12<br />

+ … + Z 1n<br />

+ Y 1<br />

X 2<br />

= Z 21<br />

+ Z 22<br />

+ … + Z 2n<br />

+ Y 2<br />

… … … … …<br />

…<br />

X n<br />

= Z n1<br />

+ Z n2<br />

+ … + Z nn<br />

+ Y n<br />

z ij<br />

= a ij<br />

x j<br />

1-a 11<br />

a 12 … a 1n X 1<br />

Y 1<br />

a 21<br />

1- a 22<br />

… a 2n X 2<br />

Y 2<br />

… … … … … = …<br />

a n1<br />

a n2<br />

… 1-a nn X n<br />

Y n<br />

(I-A)X = Y


<strong>Input</strong>-<strong>Output</strong> <strong>Model</strong><br />

(I-A)X=Y or X = (I-A) -1 Y <strong>Input</strong>-<strong>Output</strong> <strong>Model</strong><br />

• X: <strong>to</strong>tal output vec<strong>to</strong>r<br />

• Y: final demand vec<strong>to</strong>r<br />

• Household<br />

• Investment<br />

• Government<br />

• Export<br />

• A: technical coefficient (a ij<br />

) matrix<br />

ΔX = (I-A) -1 ΔY How <strong>to</strong> use for impact analysis??<br />

• ΔY: change in final demand<br />

• ΔX: change in <strong>to</strong>tal output


Z ij<br />

Purchases<br />

Example<br />

Making trade flow table (transaction table)<br />

Sales X 1 X 2 X 3 Final<br />

consumers<br />

Total<br />

<strong>Output</strong><br />

X 1 - - 70 30 100<br />

X 2 20 - 80 100 200<br />

X 3 20 80 - 200 300<br />

Fac<strong>to</strong>r inputs 40 110 140 - 290<br />

Imports 20 10 10 30 70<br />

Total input 100 200 300 360<br />

960


Making technical coefficients<br />

Example<br />

a ij = z ij / x j<br />

Purchases<br />

Sales X 1 X 2 X 3 Final consumers<br />

X 1 - - 0.23 0.08<br />

X 2 0.20 - 0.27 0.28<br />

X 3 0.20 0.40 - 0.56<br />

Fac<strong>to</strong>r inputs 0.40 0.55 0.47 -<br />

Imports 0.20 0.50 0.03 0.08<br />

Total input 1.00 1.00 1.00 1.00


Example<br />

Increase in final demand in sec<strong>to</strong>r X3 : 1000<br />

First round<br />

• Sec<strong>to</strong>r X 1 : 0.23*1000 =230<br />

• Sec<strong>to</strong>r X 2 : 0.27*1000 =270<br />

• Sec<strong>to</strong>r X 3 :<br />

Second round<br />

• Sec<strong>to</strong>r X 1 :<br />

• Sec<strong>to</strong>r X 2 : 230(X 1 )*0.2=46<br />

• Sec<strong>to</strong>r X 3 : 230(X 1 )*0.2=46, 270(X 2 )*0.4=108<br />

Third round<br />

• Sec<strong>to</strong>r X1: 0.23*154(X 3 ) =35<br />

• Sec<strong>to</strong>r X2: 0.27*154(X 3 ) =42, 0.4*46(X 2 )=18<br />

• Sec<strong>to</strong>r X3:<br />

Fourth round<br />

• Sec<strong>to</strong>r X1:<br />

• Sec<strong>to</strong>r X2: 0.2*35(X 1 ) =7<br />

• Sec<strong>to</strong>r X3: 0.2*35(X 1 ) =7 , 0.4*60(X 2 )=24<br />

Ripple effects….<br />

X 1 X 2 X 3<br />

X 1 - - 0.23<br />

X 2 0.20 - 0.27<br />

X 3 0.20 0.40 -


Example<br />

dZ ij<br />

Purchases<br />

Sales X 1 X 2 X 3 Final<br />

consumers<br />

Total <strong>Output</strong><br />

X 1 - - 282 - 282<br />

X 2 56 - 322 - 378<br />

X 3 56 151 - 1000 1207<br />

Fac<strong>to</strong>r inputs 113 207 563 -<br />

Imports 56 19 40 -<br />

Total input 282 378 1207 1000 1867<br />

Multiplier = 1867/1000 = 1.867


Economic impacts<br />

<strong>Input</strong>-<strong>Output</strong> Analysis<br />

• direct impact change in final demand<br />

• indirect impact change required for direct<br />

impact<br />

• induced impact change result from<br />

household expenditure change<br />

Open vs. Closed<br />

• Open : household exogenous Type I<br />

• Closed : household endogenous Type II


A : n X n<br />

Open (Type I) <strong>Model</strong><br />

Total impact = Direct impact + Indirect<br />

impact<br />

a 11 a 12 … a 1n<br />

A = a 21 a 22 … a 2n<br />

… … … …<br />

a n1<br />

a n2 … a nn


Closed (Type II) <strong>Model</strong><br />

A C : (n+1) X (n+1)<br />

a 11 a 12 … a 1n<br />

A C = a 21 a 22 … a 2n<br />

a 1,n+1<br />

a 2,n+1<br />

… … … … …<br />

a n1<br />

a n+1,1<br />

a n2 … a nn<br />

a n+2,2 … a n+1,n<br />

a n,n+1<br />

a 1,n+1<br />

= A H C<br />

H R<br />

h


Closed (Type II) <strong>Model</strong><br />

H R : household input coefficients <strong>to</strong> the original n<br />

sec<strong>to</strong>rs a n+1,j = Z n+1,j / X j<br />

• Z n+1,j<br />

: j sec<strong>to</strong>r’s purchases of labor<br />

• a n+1,j<br />

: the value of household services (labor)<br />

used per dollar’s worth of j’s output<br />

H C : consumption coefficients from the original n<br />

sec<strong>to</strong>rs a i,n+1 = Z i,n+1 / X i<br />

• Z i,n+1<br />

: the value of sec<strong>to</strong>r i’s sales <strong>to</strong><br />

households<br />

Total impact = Direct impact + Indirect impact +<br />

Induced impact


Limitations of <strong>Input</strong>-<strong>Output</strong> <strong>Model</strong><br />

Requirement for regional data : transactions<br />

Stability of input coefficients<br />

Constant returns <strong>to</strong> scale<br />

Constant multipliers<br />

No price effects


<strong>Regional</strong> <strong>Input</strong>-<strong>Output</strong> <strong>Model</strong><br />

National <strong>Model</strong> vs. <strong>Regional</strong> <strong>Model</strong><br />

Single-region vs. Multi-region <strong>Model</strong><br />

Data and Steps


<strong>Regional</strong> Coefficient<br />

National technical coefficient A is available.<br />

For regional model, we need a regional<br />

matrix showing inputs from firms in the<br />

region <strong>to</strong> production in that region.<br />

• <strong>Regional</strong> technical coefficient A R<br />

Although the technology in region R is the<br />

same as in the nation, national technical<br />

coefficient A must be modified so as <strong>to</strong><br />

indicate only the inputs of locally produced<br />

goods in local production.


Single region vs. Many region model<br />

Single region model<br />

• regional technical coefficients A R<br />

• regional supply percentages (or regional<br />

purchase coefficients)<br />

Many region model<br />

• Interregional model<br />

• Multiregional model


Single region model<br />

1. Survey interregional trade Z ij<br />

RR<br />

:<br />

<strong>Regional</strong> input coefficients A RR<br />

2. Using national technical coefficients A:<br />

<strong>Regional</strong> technical coefficients A R<br />

= P (<strong>Regional</strong> supply percentages or regional<br />

purchase coefficients; diagonalized) * A


a<br />

RR<br />

ij = z<br />

RR<br />

ij / X<br />

R<br />

j<br />

a<br />

LL<br />

ij = z<br />

LL<br />

ij / X<br />

L<br />

j<br />

• ij from i sec<strong>to</strong>r <strong>to</strong> j sec<strong>to</strong>r<br />

• RR from R region <strong>to</strong> R region<br />

• LL from L region <strong>to</strong> L region<br />

<strong>Regional</strong> <strong>Input</strong> Coefficient<br />

A RR : regional input coefficient for R<br />

A LL : regional input coefficient for L<br />

∆X R = (I-A RR ) -1 ∆Y R<br />

∆X L = (I-A LL ) -1 ∆Y L<br />

A<br />

LL<br />

=<br />

⎡a<br />

⎢<br />

⎢a<br />

⎢<br />

⎣a<br />

LL<br />

11<br />

LL<br />

21<br />

LL<br />

31<br />

a<br />

a<br />

a<br />

LL<br />

12<br />

LL<br />

22<br />

LL<br />

32<br />

a<br />

a<br />

a<br />

LL<br />

13<br />

LL<br />

23<br />

LL<br />

33<br />

⎤<br />

⎥ ⎥⎥ ⎦


<strong>Regional</strong> supply percentages<br />

the percentage of the <strong>to</strong>tal required outputs<br />

from each sec<strong>to</strong>r that could be expected <strong>to</strong><br />

originate within the region (or RPC: <strong>Regional</strong><br />

Purchase Coefficient)<br />

p jR = (X jR –E jR ) / (X jR –E jR + M jR )<br />

• (X jR<br />

–E jR<br />

) : locally produced amount of good j<br />

available in region R<br />

• (X jR<br />

–E jR<br />

+ M jR<br />

) : <strong>to</strong>tal amount of good j<br />

available in region R, either produced locally<br />

or imported


<strong>Regional</strong> Technical Coefficient<br />

a ijR = z ij·R<br />

/ X j<br />

R<br />

• ij from i sec<strong>to</strong>r <strong>to</strong> j sec<strong>to</strong>r<br />

• ·R from all regions <strong>to</strong> R region<br />

A R = PA X R = (I-PA) -1 Y R<br />

• P: diagonal matrix created from p j<br />

R<br />

∆X R = (I-PA) -1 ∆Y R


1. Interregional I-O model (IRIO)<br />

Many Region <strong>Model</strong><br />

• Survey interregional trade Z ij<br />

RR<br />

<strong>Regional</strong><br />

input coefficients A RR<br />

2. Multiregional I-O model (MRIO)<br />

• <strong>Regional</strong> technical coefficient A R<br />

• Interregional trade coefficient C i<br />

RL<br />

• LQ a ij RR = a ij N *LQ i R if LQ 1<br />

• RAS for updating A R<br />

• Non-survey technique


Interregional <strong>Model</strong><br />

Interregional trade, flows of goods<br />

region L R<br />

region sec<strong>to</strong>r 1 2 3 1 2<br />

1 Z 11<br />

LL<br />

Z 12<br />

LL<br />

Z 13<br />

LL<br />

Z 11<br />

LR<br />

Z 12<br />

LR<br />

L<br />

2 Z 21<br />

LL<br />

Z 22<br />

LL<br />

Z 23<br />

LL<br />

Z 21<br />

LR<br />

Z 22<br />

LR<br />

3 Z 31<br />

LL<br />

Z 32<br />

LL<br />

Z 33<br />

LL<br />

Z 31<br />

LL<br />

Z 32<br />

LL<br />

R<br />

RL<br />

1 Z 11<br />

RL<br />

2 Z 21<br />

RL<br />

Z 12<br />

RL<br />

Z 22<br />

RL<br />

Z 13<br />

RL<br />

Z 23<br />

RR<br />

Z 11<br />

RR<br />

Z 21<br />

RR<br />

Z 12<br />

RR<br />

Z 22


<strong>Regional</strong> input coefficient<br />

• a ij<br />

LL<br />

= z ij<br />

LL<br />

/ X j<br />

L<br />

• a ij<br />

LR<br />

= z ij<br />

LR<br />

/ X j<br />

R<br />

• a ij<br />

RL<br />

= z ij<br />

RL<br />

/ X j<br />

L<br />

• a ij<br />

RR<br />

= z ij<br />

RR<br />

/ X j<br />

R<br />

• ij from i sec<strong>to</strong>r <strong>to</strong> j sec<strong>to</strong>r<br />

• LR from L region <strong>to</strong> R region<br />

A<br />

LL<br />

⎡a<br />

⎢<br />

= ⎢a<br />

⎢<br />

⎣<br />

a<br />

⎡a<br />

⎢<br />

= ⎢a<br />

⎢<br />

⎣<br />

LL<br />

11<br />

LL<br />

21<br />

LL<br />

31<br />

a<br />

a<br />

a<br />

a<br />

LL<br />

12<br />

LL<br />

22<br />

LL<br />

32<br />

Interregional <strong>Model</strong><br />

a<br />

a<br />

a<br />

a<br />

LL<br />

13<br />

LL<br />

23<br />

LL<br />

33<br />

RL<br />

11<br />

RL<br />

12<br />

RL<br />

13<br />

RL RL RL RL<br />

A<br />

21<br />

a22<br />

a23<br />

⎤<br />

⎥<br />

⎥<br />

⎥<br />

⎦<br />

⎤<br />

⎥<br />

⎥<br />

⎥<br />

⎦<br />

Z<br />

A<br />

⎡Z<br />

LL<br />

Z<br />

LR⎤<br />

= ⎢ ⎥<br />

RL RR<br />

⎢⎣<br />

Z Z ⎥⎦<br />

LR<br />

⎡a<br />

⎢<br />

= ⎢a<br />

⎢<br />

⎣a<br />

⎡a<br />

⎢<br />

= ⎢a<br />

⎢<br />

⎣<br />

LR<br />

11<br />

LR<br />

21<br />

LR<br />

31<br />

a<br />

a<br />

a<br />

a<br />

LR<br />

12<br />

LR<br />

22<br />

LR<br />

32<br />

RR RR<br />

11 12<br />

RR RR RR<br />

A<br />

21<br />

a22<br />

⎤<br />

⎥<br />

⎥<br />

⎥<br />

⎦<br />

⎤<br />

⎥<br />

⎥<br />

⎥<br />


Interregional <strong>Model</strong><br />

L<br />

LR<br />

LR<br />

LL<br />

LL<br />

LL<br />

L<br />

Y<br />

Z<br />

Z<br />

Z<br />

Z<br />

Z<br />

X 1<br />

12<br />

11<br />

13<br />

12<br />

11<br />

1 +<br />

+<br />

+<br />

+<br />

+<br />

=<br />

L<br />

R<br />

LR<br />

R<br />

LR<br />

L<br />

LL<br />

L<br />

LL<br />

L<br />

LL<br />

L<br />

Y<br />

X<br />

a<br />

X<br />

a<br />

X<br />

a<br />

X<br />

a<br />

X<br />

a<br />

X 1<br />

2<br />

12<br />

1<br />

11<br />

3<br />

13<br />

1<br />

12<br />

1<br />

11<br />

1 2 +<br />

+<br />

+<br />

+<br />

+<br />

=<br />

⎥<br />

⎥<br />

⎦<br />

⎤<br />

⎢<br />

⎢<br />

⎣<br />

⎡<br />

=<br />

⎥<br />

⎥<br />

⎦<br />

⎤<br />

⎢<br />

⎢<br />

⎣<br />

⎡<br />

⎪⎭<br />

⎪<br />

⎬<br />

⎫<br />

⎪⎩<br />

⎪<br />

⎨<br />

⎧<br />

⎥<br />

⎥<br />

⎦<br />

⎤<br />

⎢<br />

⎢<br />

⎣<br />

⎡<br />

⎥ −<br />

⎦<br />

⎤<br />

⎢<br />

⎣<br />

⎡<br />

R<br />

L<br />

R<br />

L<br />

RR<br />

RL<br />

LR<br />

LL<br />

Y<br />

Y<br />

X<br />

X<br />

A<br />

A<br />

A<br />

A<br />

I<br />

I<br />

0<br />

0


Interregional trade coefficient<br />

C i<br />

RL<br />

= z i<br />

RL<br />

/ T i<br />

L<br />

• T iL<br />

: <strong>to</strong>tal shipment of i in<strong>to</strong> L from all of the<br />

regions<br />

• C i<br />

RL<br />

: the proportion of all of good i used in L<br />

that comes from R


Multiregional <strong>Model</strong><br />

⎥<br />

⎦<br />

⎤<br />

⎢<br />

⎣<br />

⎡<br />

= L<br />

L<br />

L<br />

L<br />

L<br />

a<br />

a<br />

a<br />

a<br />

A<br />

22<br />

21<br />

12<br />

11<br />

⎥<br />

⎦<br />

⎤<br />

⎢<br />

⎣<br />

⎡<br />

= R<br />

R<br />

R<br />

R<br />

R<br />

a<br />

a<br />

a<br />

a<br />

A<br />

22<br />

21<br />

12<br />

11<br />

⎥<br />

⎦<br />

⎤<br />

⎢<br />

⎣<br />

⎡<br />

= LR<br />

LR<br />

LR<br />

c<br />

c<br />

C<br />

2<br />

1<br />

0<br />

0<br />

⎥<br />

⎦<br />

⎤<br />

⎢<br />

⎣<br />

⎡<br />

= RR<br />

RR<br />

RR<br />

c<br />

c<br />

C<br />

2<br />

1<br />

0<br />

0<br />

⎥<br />

⎦<br />

⎤<br />

⎢<br />

⎣<br />

⎡<br />

= LL<br />

LL<br />

LL<br />

c<br />

c<br />

C<br />

2<br />

1<br />

0<br />

0<br />

⎥<br />

⎦<br />

⎤<br />

⎢<br />

⎣<br />

⎡<br />

= RL<br />

RL<br />

RL<br />

c<br />

c<br />

C<br />

2<br />

1<br />

0<br />

0<br />

⎥<br />

⎦<br />

⎤<br />

⎢<br />

⎣<br />

⎡<br />

= R<br />

L<br />

A<br />

A<br />

A<br />

0<br />

0<br />

⎥<br />

⎦<br />

⎤<br />

⎢<br />

⎣<br />

⎡<br />

= RR<br />

RL<br />

LR<br />

LL<br />

C<br />

C<br />

C<br />

C<br />

C<br />

⎥<br />

⎦<br />

⎤<br />

⎢<br />

⎣<br />

⎡<br />

= R<br />

L<br />

X<br />

X<br />

X<br />

⎥ ⎦ ⎤<br />

⎢<br />

⎣<br />

⎡<br />

= R<br />

L<br />

Y<br />

Y<br />

Y


Multiregional <strong>Model</strong><br />

R<br />

LR<br />

L<br />

LL<br />

R<br />

R<br />

LR<br />

L<br />

L<br />

LL<br />

Y<br />

C<br />

Y<br />

C<br />

X<br />

A<br />

C<br />

X<br />

A<br />

C<br />

I +<br />

=<br />

−<br />

− )<br />

(<br />

R<br />

RR<br />

L<br />

RL<br />

R<br />

R<br />

RR<br />

L<br />

L<br />

RL<br />

Y<br />

C<br />

Y<br />

C<br />

X<br />

A<br />

C<br />

I<br />

X<br />

A<br />

C +<br />

=<br />

−<br />

+<br />

− )<br />

(<br />

R<br />

LR<br />

L<br />

LL<br />

R<br />

R<br />

LR<br />

L<br />

L<br />

LL<br />

L<br />

Y<br />

C<br />

Y<br />

C<br />

X<br />

A<br />

C<br />

X<br />

A<br />

C<br />

X +<br />

+<br />

+<br />

=<br />

R<br />

RR<br />

L<br />

RL<br />

R<br />

R<br />

RR<br />

L<br />

L<br />

RL<br />

R<br />

Y<br />

C<br />

Y<br />

C<br />

X<br />

A<br />

C<br />

X<br />

A<br />

C<br />

X +<br />

+<br />

+<br />

=<br />

CY<br />

X<br />

CA<br />

I =<br />

− )<br />

(<br />

CY<br />

CA<br />

I<br />

X<br />

1<br />

)<br />

(<br />

−<br />

−<br />

=

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