Computable General Equilibrium Models on Implementation | ART T113, Exams of Art

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Computable General Equilibrium (CGE) Models:
A Short Course
Hodjat
Hodjat Ghadimi
Ghadimi
Regional Research Institute
Regional Research Institute
WWW.RRI.WVU.EDU
WWW.RRI.WVU.EDU
Spring 2007
Spring 2007
Session Three: IMPLEMENTATION
Session Three: IMPLEMENTATION
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Download Computable General Equilibrium Models on Implementation | ART T113 and more Exams Art in PDF only on Docsity!

Computable General Equilibrium (CGE) Models:

A Short Course

Hodjat Hodjat

Ghadimi Ghadimi

Regional Research Institute Regional Research Institute

WWW.RRI.WVU.EDU WWW.RRI.WVU.EDU

Spring 2007 Spring 2007

Session Three: IMPLEMENTATION

Ghadimi 2007; Regional Research InstituteGhadimi

2007; Regional Research Institute

Session Three: Implementation

Session 3:

Session 3:

Implementation

Implementation

‹ ‹

Database Database

‹ ‹

Calibration Calibration

‹ ‹

Solution Strategy Solution Strategy

‹ ‹

GAMS Software GAMS Software

Ghadimi 2007; Regional Research InstituteGhadimi

2007; Regional Research Institute

Session Three: Implementation

‹ ‹

Required data Required data

  • IO table, might need aggregation

IO table, might need a

g

gregation

  • NIPA

NIPA

  • May need census data

May need census data

  • Estimates of

Estimates of sectoral

sectoral capital stock &

capital stock &

depreciation depreciation

‹ ‹

Generate a SAM Generate a SAM

‹ ‹

Capital Composition Matrix Capital Composition Matrix

SAM, NIPA, IO

SAM, NIPA, IO

Database Database

Ghadimi 2007; Regional Research InstituteGhadimi

2007; Regional Research Institute

Session Three: Implementation

Level of aggregation

Level of aggregation

‹ ‹

No set of rules on the appropriate No set of rules on the appropriate

level of aggregation; judgmental, level of aggregation; judgmental,

and depends on: and depends on:

Focus of the model Focus of the model

Availability of data Availability of data

Feasibility of computation Feasibility of computation

Time constraints. Time constraints.

Database Database

Ghadimi 2007; Regional Research InstituteGhadimi

2007; Regional Research Institute

Session Three: Implementation

Sectoral

Sectoral

Capital Stock

Capital Stock

‹ ‹

A reasonable estimate of A reasonable estimate of sectoral

sectoral capital

capital

stocks is indispensable in any economic stocks is indispensable in any economic model that deals with model that deals with sectoral

sectoral production.

production.

‹ ‹

Methods: Methods:

Use historical investment data, adjusted for Use historical investment data, adjusted for price inflation and depreciation, to obtain price inflation and depreciation, to obtain capital stocks. capital stocks.

Use capital Use capital

output ratios to derive rough output ratios to derive rough

estimates of capital stocks. estimates of capital stocks.

Derive an estimate of capital stock using data Derive an estimate of capital stock using data on capital income and net rate of return to on capital income and net rate of return to capital capital

Database Database

Ghadimi 2007; Regional Research InstituteGhadimi

2007; Regional Research Institute

Session Three: Implementation

Sectoral

Sectoral

Depreciation Rates

Depreciation Rates

‹ ‹

Use independent estimates of Use independent estimates of

sectoral sectoral depreciation rates if exists

depreciation rates if exists

‹ ‹

Otherwise, use the available Otherwise, use the available

historical data on historical data on sectoral

sectoral capital

capital

formation estimate these rates by formation estimate these rates by

determining only the depreciation determining only the depreciation

rates of capital types that are rates of capital types that are

present in the economy. present in the economy.

Database Database

Ghadimi 2007; Regional Research InstituteGhadimi

2007; Regional Research Institute

Session Three: Implementation

Constructing a SAM

Constructing a SAM

‹ ‹

A SAM plays a very crucial role in the A SAM plays a very crucial role in the outcome of a CGE model outcome of a CGE model

‹ ‹

As important as the final SAM is the As important as the final SAM is the procedure that generates it procedure that generates it

‹ ‹

The quality of data and assumptions made The quality of data and assumptions made directly affect the results of the CGE directly affect the results of the CGE model model

‹ ‹

Either input Either input-

output tables or national output tables or national

income and product accounts can be used income and product accounts can be used as a starting basis to generate a SAM as a starting basis to generate a SAM

Database Database

Ghadimi 2007; Regional Research InstituteGhadimi

2007; Regional Research Institute

Session Three: Implementation

Expenditures

Receipts

Activity

Commodity

Factors

Institutions

World

Activity

Domestic Supply

Exports

Commodity

Intermediateinputs

Final demand

Factors

Value added

Institutions

Factorincome

Inflows

World

Imports

Totals

Total costs

Total supply

Total factorincome

Domesticincome

ForeignExchangeinflow

A National SNA SAM

A National SNA SAM

Indirect taxesand tariffs

TransfersAnd taxes

Indirect taxes

Database Database

Ghadimi 2007; Regional Research InstituteGhadimi

2007; Regional Research Institute

Session Three: Implementation

Calibration

Calibration

‹ ‹

Econometric estimation of a large Econometric estimation of a large

number of parameters in a CGE number of parameters in a CGE

model is a major task even when the model is a major task even when the

extensive time series data are extensive time series data are

available available

‹ ‹

With a few exceptions, CGE models With a few exceptions, CGE models

determine parameters determine parameters

mathematically from a social mathematically from a social

accounting matrix accounting matrix

Ghadimi 2007; Regional Research InstituteGhadimi

2007; Regional Research Institute

Session Three: Implementation

Calibration Procedure

Calibration Procedure

‹ ‹

Determines the set of parameters and Determines the set of parameters and exogenous variables so that the CGE exogenous variables so that the CGE model will replicate the economy model will replicate the economy represented in the SAM represented in the SAM

‹ ‹

It is common to interpret flow entries in It is common to interpret flow entries in the SAM as a measure of both real and the SAM as a measure of both real and nominal magnitude by choosing a proper nominal magnitude by choosing a proper unit for all physical quantities so that the unit for all physical quantities so that the prices equal one. prices equal one.

Ghadimi 2007; Regional Research InstituteGhadimi

2007; Regional Research Institute

Session Three: Implementation

Fixed point

Fixed point

‹ ‹

The solution of a CGE model can be The solution of a CGE model can be

formulated as a problem in finding a formulated as a problem in finding a

fixed point in a mapping of prices to fixed point in a mapping of prices to

prices through excess demand prices through excess demand

equations. equations.

‹ ‹

Pioneered by Herbert Scarf Pioneered by Herbert Scarf

‹ ‹

E.g. Scarf and Hansen. 1973. The E.g. Scarf and Hansen. 1973. The

computation of economic computation of economic equilibria

equilibria.

Yale Univ. Press. Yale Univ. Press.

Solution Strategy Solution Strategy

Ghadimi 2007; Regional Research InstituteGhadimi

2007; Regional Research Institute

Session Three: Implementation

System of non

System of non

linear equations

linear equations

‹ ‹

Treat CGE model as a collection of Treat CGE model as a collection of

non non-

linear algebraic equations and linear algebraic equations and

solve directly with numerical solution solve directly with numerical solution

techniques. techniques.

‹ ‹

Within this framework, there are Within this framework, there are

variations depending on how to solve variations depending on how to solve

the system. the system.

‹ ‹

E.g. E.g. Adelman

Adelman and Robinson 1978

and Robinson 1978

Solution Strategy Solution Strategy

Ghadimi 2007; Regional Research InstituteGhadimi

2007; Regional Research Institute

Session Three: Implementation

Non

Non

linear programming

linear programming

‹ ‹

Formulate the CGE model as a non Formulate the CGE model as a non-

linear programming model whose linear programming model whose

solution yields shadow prices that solution yields shadow prices that

can be interpreted as market prices. can be interpreted as market prices.

‹ ‹

E.g. E.g. Ginsburgh

Ginsburgh and

and Waelbrock

Waelbrock 1981,

who also survey the other who also survey the other

techniques. techniques.

Solution Strategy Solution Strategy

Ghadimi 2007; Regional Research InstituteGhadimi

2007; Regional Research Institute

Session Three: Implementation

State of the art

State of the art

‹ ‹

Fixed point algorithm died out Fixed point algorithm died out

quickly quickly

Empirically very inefficient and Empirically very inefficient and impractical impractical

‹ ‹

The programming approaches little The programming approaches little

used used

‹ ‹

Linearization (ORANI) and Linearization (ORANI) and

‹ ‹

System of non System of non-

linear equations have linear equations have

prevailed. CGE model in prevailed. CGE model in

levels levels

Solution Strategy Solution Strategy