croatian macro sd model (ppt; © sinisa sovilj)

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National System Dynamics Model of Croatian Economy Siniša Sovilj, Ph.D. Marina Tkalec, Ph.D. Zvonko Kostanjčar, Ph.D. Dominik Pripužić, M.Econ.

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National System Dynamics Model of Croatian Economy

Siniša Sovilj, Ph.D.

Marina Tkalec, Ph.D.

Zvonko Kostanjčar, Ph.D.

Dominik Pripužić, M.Econ.

Aim

• Computational Macroeconomic SD Simulator – 6 sectors (consumers, producers, government, banks, central bank, foreign)

– 4 markets (commodity, financial, labor, foreign exchange) – holistic system (interrelated, interdependent), dynamic, nonlinear

– „flight simulator” for macroeconomy, Proof of Concept (PoC)

• application: – diagnostic (system analysis, hypotheses testing, research)

– therapy (policy analysis, design & optimization)

– forecast

– (education)

– (new better system design)

Contents

Aim Literature review 1. Introduction:

• System Dynamics (SD) • Accounting (Corporate Finance) SD model • Monetary (Business Cycle) Goodwin model (with Interest Rate)

2. Methods: • (Croatian) Macroeconomic SD model • Parameters Optimization / Calibration

3. Results: • Model Validation • Model Application

4. Conclusion/Future Work 5. Discussion

Aim

Income TaxCorporate Tax

Consumers

Government (General: Central + Local)

Producers

Consumption Production

Wages and

Dividends (Income)

Labor & Capital

Savings LoansCommercial Banks

Central Bank

Money Supply

NationalWealth(Capital

Accumulation) Investment

(PP&E)Investment

(Housing)

GDP

Determina

tion

Interest Rate, Price

and Wage Rate

'Balance of

Payments'

'Foreign

Exchange'

Population / Labor Force

Public Services Public Services

Export

Import

Direct and Financial

Investment Abroad

Literature Review

1. Olivier Blanchard Macroeconomics, 6/E Prentice Hall, 2012

2. John Sterman Business Dynamics McGraw-Hill, 2000

3. David Wheat A System Dynamics Approach to Teaching Macroeconomics

PhD Thesis, 2007

4. Kaoru Yamaguchi Money and Macroeconomic Dynamics

Osaka Publishing, 2013

+ =

Introduction: SD with 1 Stock

• 4 elements: – Flow 𝑓(𝑡)

– Stock 𝑥(𝑡)

– Variable 𝑎

– Information Arrow →

Continuous Discrete

Flow 𝑓 𝑡 =𝑑𝑥

𝑑𝑡 𝑓 𝑡 = 𝑥 𝑡 + 1 − 𝑥 𝑡

Stock 𝑥 𝑡 = 𝑥 0 + 𝑓 𝑢 𝑑𝑢

𝑡

0

𝑥 𝑡 = 𝑥 0 + 𝑓(𝑖)

𝑡−1

𝑖=0

*SD software: Vensim, Stella, PowerSim, True, Matlab Simulink

Constant Flow Linear Flow

𝑓 𝑡 = 𝑎 𝑥 𝑡 = 𝑥 0 + 𝑎𝑡

𝑓 𝑡 = 𝑡

𝑥 𝑡 = 𝑥 0 +𝑡2

2

Exponential Growth (Reinforcing FB)

Exponential Decay (Balancing FB)

𝑓 𝑡 = 𝑎 ∙ 𝑥(𝑡) 𝑥 𝑡 = 𝑥 0 ∙ 𝑒𝑎𝑡

≅ 𝑥(0) ∙ (1 + 𝑎)𝑡

𝑓 𝑡 =−𝑥(𝑡)

𝐴𝑇

𝑥 𝑡 = 𝑥 0 ∙ 𝑒−𝑡/𝐴𝑇

Goal-Seeking (Balancing FB) S-Shaped Growth (Logistic Growth)

𝑓 𝑡 =𝑥∗ − 𝑥(𝑡)

𝐴𝑇

𝑥 𝑡 = 𝑥∗ − (𝑥∗ − 𝑥 0 ) ∙ 𝑒−𝑡/𝐴𝑇

𝑓 𝑡 = 𝑎 ∙ 𝑥(𝑡) ∙𝑥∗ − 𝑥(𝑡)

𝑥∗

𝑥 𝑡 =𝑥∗

1 + (𝑥∗ − 𝑥(0)𝑥(0)

) ∙ 𝑒−𝑎𝑡

SD with 2 Stocks

• at least 2 stocks for: – overshoot & collapse

– oscillation

– delays

Continuous

Flow

𝑑𝑥

𝑑𝑡= 𝑓 𝑥, 𝑦

𝑑𝑦

𝑑𝑡= 𝑔 𝑥, 𝑦

Stock

𝑥 𝑡 = 𝑥 0 + 𝑓 𝑢, 𝑣 𝑑𝑢𝑑𝑣𝑡

0

𝑦 𝑡 = 𝑦 0 + 𝑔 𝑢, 𝑣 𝑑𝑢𝑑𝑣𝑡

0

S-Shaped Growth (with 2 Stocks) Overshoot, Collapse, Oscillation

𝑥(𝑡) + 𝑦(𝑡) = 𝑏 𝑑𝑥

𝑑𝑡= −𝑓(𝑥, 𝑦)

𝑑𝑦

𝑑𝑡= 𝑓 𝑥, 𝑦 = 𝑎𝑥 𝑡 𝑦 𝑡

= 𝑎 𝑏 − 𝑦 𝑡 𝑦(𝑡)

𝑑𝑥

𝑑𝑡= 𝑎𝑦, 𝑥 0 = 1, 𝑎 = 1

𝑑𝑦

𝑑𝑡= −𝑏𝑦, 𝑦 0 = 1, 𝑏 = 1

Material Delay (1st Order) Material Delays (2nd Order)

𝑖𝑛𝑓𝑙𝑜𝑤 𝑡 = 𝛿 𝑡, 𝑇

𝑜𝑢𝑡𝑓𝑙𝑜𝑤 𝑡 =𝑥

𝐷

𝑥 = 𝑥 0 + 𝑖𝑛𝑓𝑙𝑜𝑤 𝑡 − 𝑜𝑢𝑡𝑓𝑙𝑜𝑤 𝑡 𝑑𝑡𝑡

0

𝑖𝑛𝑓𝑙𝑜𝑤 𝑡 = 𝛿 𝑡, 𝑇

𝑜𝑢𝑡𝑓𝑙𝑜𝑤𝑖 𝑡 =𝑥𝑖𝐷/𝑖

𝑥𝑖 = 𝑥𝑖 0 + 𝑛𝑒𝑡 𝑓𝑙𝑜𝑤𝑖 𝑡 𝑑𝑡𝑡

0

Information Delay (1st Order) Information Delays (2nd Order)

𝑑𝑥

𝑑𝑡=𝑥∗ − 𝑥

𝐴𝑇

𝑑𝑥𝑖𝑑𝑡=𝑥𝑖∗ − 𝑥𝑖𝐴𝑇/𝑖

Random Walk Adaptive Expectation

𝑓 𝑡 = 𝑅𝑊 𝑀𝑖𝑛,𝑀𝑎𝑥

𝑥 𝑡 = 𝑥 0 + 𝑓 𝑢 𝑑𝑢𝑡

0

Price Adjustment Mechanism

• =„invisible hand”, tâtonnement process

• markets: commodity, labor, financial capital, foreign exchange

• three schools: – (1) Neoclassical

• believes in free market mechanism, deregulation

• disequilibria price and wage inflexibility

– (2) Keynesian

• no self-restoring mechanism from recession, wise regulation

• stimulation: fiscal and monetary policies!

– (3) Marxian (post-Keynesian, institutional, environmental economics)

• disequilibria inevitable in capitalist market economy planned economy

• = special case of a unified economic paradigm?

• a new economic system of the information age

*

*

*

*

( ) ( )

( ) 1( ) ( )

( )e

dp t p p t

dt DelayTime

x tp p t g p t

x x t

x

*

( )dx tS p D p

dt

x D p

Accounting System Dynamics (SD)

Methods: Capitalist SD Market Economy

(Desired) Budget Equations: 𝑝𝐶𝑤 + 𝑆𝑤 = 𝑤𝐿

𝑠 𝑝𝐶𝑜 + 𝑆𝑜 = Π = 𝑝𝑌 − 𝑤𝐿

𝑑 𝑝𝐼 = 𝐼𝑑

Wallas law: existance of general equilibrium?

commodity market labor market financial capital market

0d s d

w o w op C C I Y w L L S S I

Goodwin Growth Cycle model

*

*

8 equations / 8 unknowns:

(Production Function)

(Employment)

(Determination of Wage Rate)

(Desired Wage Rate)

, 0 (Workers' Consumption)

, 0 (Capitalists

d

d

w w

d

o

e

o

s

d

d

KY

w w w

dt AT

ww

YL

C wL S

w

L

L

S Y L C

' Saving)

(Investment = Saving = Profits)

(Net Capital Accumula ion)

=

t

d

o

dKI K

dt

I I S

(Full Empl

steady-sta

oymen

te equilibriu

t)0

(1 ) (No Capital Accumulat

m

ion)

:

s dL LdK dw

dt dt w

Goodwin Growth Cycle model Labor Supply Change

Wage Rigidity (Labor market elasticity)

Monetary Goodwin model

Business Cycle caused by A Monetary Constraint

Credit Crunch and Economic Recession

Debt Accumulation : interest rate interest payment loan disbursement

(1- ( , ))Lending Desired Borrowing STEP Credit Crunch Timing

Money Creation model

• fractional reserve banking system = debt money system – high-powered money (government + commercial banks)

– low-powered money (consumers + producers)

– Money out of Nothing! (no debt, no money creation!)

( )

1

1

1

(

( )

)

r

s

s

s

Money Supply M Currency inCirculation Deposits

MCurrency inCirculation

DepositsM

Reserve

Currency Rat

Required Reserves Excess Reserves

DeposiRes

ts Deposits Depoerve R

io

atio

1

1

1

e

sLoansi

Ms ts

)

2

(

111 1 s

MAX

Money Multipli r m

s

e

Total Currency inCi Lorculation M an M

Money Creation model

CONSUMERS CENTRAL COMMERCIALPRODUCERS BANK BANKS

(

( )

( )

)

s

r e

Money Supply M Currency inCirculation Deposits

High Powered Money H Currency inCirculation Res

Money Mul

erves

tiplier m

example:

, , 0 4, 3

, , 0 1, 0 6 1

, , 0 6, 5

0, 0.09

1.

0.

0

, 0 10, 10

.0

0

1r e MAX

r e MAX

r e MAX

r e MAX

m Loans H

m Loans H m

m Loans H

m Loans H

• money creation: – gold standard bank debt

– discount loans printing money

– government securities (debt) central bank purchase with newly issued bank notes

( ) 5%

5%

5% 10

(5%

) 2%

( ) 7%

MAX

spre

Inc

passive interest rate

prime interest rat

ome Banks Loan

ad premiu

s

m

H

em

H

Money Creation model

Monetary Goodwin with Interest

(𝐺𝑟𝑜𝑠𝑠) 𝑃𝑟𝑜𝑓𝑖𝑡 = 𝑂𝑢𝑡𝑝𝑢𝑡 −𝑊𝑎𝑔𝑒𝑠 − 𝐼𝑛𝑡𝑟𝑒𝑠𝑡 𝐼𝑛𝑐𝑜𝑚𝑒 (𝐵𝑎𝑛𝑘𝑠)

Monetary Goodwin with Interest

• inducing (perpetual) business cycles and recession: – labor supply

– liquidity constraint

– credit crunch

– interest rate spread?

Keynesian multiplier model

(Aggregate Demand)

(Consumption Decisions)

(Disposable Income)

(Tax Revenues)

(Investment Decision)

(Government Exp

(Determination of

endit

GD

e

P)

ur

d

d

0

AD = C + I + G

C = + Y

Y = Y - T

C c

T

I

G

- K

T

I

G

Y = AD

s)

(Net Capital Accumulation)

(Production Functi

(Equilibrium Conditio

on)

n) ful

ful

l

l

Y = Y

dKI K

dt

Y = F(K, )L

10 equations x 9 unknowns, 7 exogenous parameters

neoclassical view

(redundant)

full

Y AD

dPAD P Y

dt

Keynesian view

(redundant)fullY Y

Synthesis model to deal with both neoclassical and Keynesian schools? SD uniformly models these views as slightly different conditions of the same system synthesize these controversies as different behaviors of the same system

Keynesian (dynamic) Adjustment Process

Keynesian equilibrium GDP:

* 0

1

C cT I GY

c

dY AD Y

dt Adjustment Time

1

c T I GY

c

Revised Keynesian SD Model with Inventory

Inventory Adjustment process

*

(Inventory Adjustment)

(Desired Production)

nv

D

nv nv

IY AD

dt

Y I I AD

AD & Y overshoot equilibrium Y* !!!

IS-LM Equilibria model

Endogenous: Tax, Gov.Expenditure, Investments

0

*

0

(Tax Revenues)

( ) (or ) (Governemnt Expenditures)

(Investment Decision

(Real Money Supply)

(Demand for Money)

(Interest Adjustme )

)

nt

ss

d

r

d s

Mm V di

T T tY T

dGg t G G = T

dt

I

i iP

dt Dm aY bi

dim m

dt

I ii

*

( )s d e

elayTime

ii

m m

Interest Rate Adjustment process

causal loopholes, e.g.: • savings, interest? • deficit, gov. securities? • transactions between sectors?

missing feedbacks holistic economic system unnecessarily complicated? = simplest way to describe complex macroeconomic system !!!

Producers

Consumers

Government

Banks

Price and Interest Rate Adjustment

Full Capacity Production

,

t

full

D

full

KY e

Y Min Y Y

Model Validation: Equilibria

fixed prices!

𝑌∗ ≅ 𝑌𝑓𝑢𝑙𝑙

Model Validation: Disequlibria

triggered by changing (lowering) the amount of basic consumption (𝐶0 ↓)

𝑌∗ < 𝑌𝑓𝑢𝑙𝑙

Model Validation: Monetary Policy

monetary policy: increasing the amount of money supply by 8 at period 12

lower interest rates

Model Validation: Fiscal Policy

fiscal policy: increase government expenditures by 16 at period 14

crowding-out investments

higher interest rate skyrocketing of

governemt debt

Price Flexibility

Inve

*

*

**

*

*

ntorygapGDP gap

(Aggregate Demand Function of Price)

(Full Capacity Production Equilibrium)

( , ) (Price Adjustment)

1

s

full

D

full nv nv

full nv

D

nv

MY P A B V

P

Y Y P

dP P PY Y I I

dt DT

PP

Y Iw w

Y I

(Desired Price)e

Comprehensive IS-LM model

𝑚𝑠, 𝑚𝑑 endogenously! still no central bank

( )

( )

( )

( )

( )

sm Currency inCirculation Deposits

Cash Consumers

Cash Producers

Cash Governmet

Cash Banks

Deposit Banks

( )

( )

( )

( )

dm Demand for Money Consumers

Demand for Money Producers

Demand for Money Governmet

Demand for Money Banks

*

es

d

ii

m

m

Model Validation: Disequilibria

fixed prices! disequilibira by

introducting technological progres 𝜅 = 0.3%

𝑌∗ < 𝑌𝑓𝑢𝑙𝑙

𝑌∗ fails to catch up

Model Validation: Disequilibria

flexible prices! (e=1.5) disequilibria by

introducting technological progres 𝜅 = 0.3%

𝑌∗~𝑌𝑓𝑢𝑙𝑙

𝑌∗ alternates

SD Macroeconomic Model Core 15 equations x 15 unknowns

Conclusion A

• integration of both:

– Keynesian framework (sticky prices)

• fine-tuning of monetary & fiscal policy 𝑌∗ = 𝑌𝑓𝑢𝑙𝑙

• fiscal policy stimulation

– skyrocketing of gov. debt crouds-out investments

– neoclassical framework (flexible prices)

• alternation of aggregate production & demand around full capacity output level, 𝑌∗~𝑌𝑓𝑢𝑙𝑙

• monetary & fiscal policy no so effective

Croatian Macro SD model Block Diagram

Croatian Macro SD model 1. GDP Determination

Consumption

Aggregate

Demand (real)

AggregateDemand

Forecasting

Change in AD

Forecasting

Desired Output

(real)

MarginalPropensity to

Consume

Basic

Consumption

Investment (real)

Government

Expenditure (real)

Forecasting

Adjustment Time

Error ofInitial AD

Forecasting

GovernmentExpenditure(exogenous)

Consumption

(exogenous)

Investment (CBS)

(exogenous)

Change inInventory

(exogenous)

GDP (exogenous)

Inventory

(real)Production (real) Sales (real)

Time to Adjust

Inventory

Desired Inventory

Investment (real)

DesiredInventory

GDP (real)

Investment Base

Growth Rate (real)

<Production (real)>

Production(-1)

Interest Sensitivity of Investment

<Revenue-dependent

Expenditure>

C0A

cA

C0B

cB

CumulativeGrowth(real)Change in Growth

(real)<Growth Rate

(real)>

Export(CBS)

(exogenous)

Import(CBS)

(exogenous)

SWITCH

(Consumption): exg/end

SWITCH

(Inventory): exg/endSWITCH

(Export/Import): off/on SWITCH(Investment):

exg/end1/end2

SWITCH (GE):

exg/end

SWITCH (GE):

rev/grw

SWITCH

(Consumption): 2ln/1ln

Investment Decay Coefficient

<Disposable

Income>

Full Capacity GDP

Technological

Change Capital-Output

Ratio

<Investment

(real)>Initial Capital (PP&E)(real)

Net Investment 1

(real)

<Interest Rate (real)>

NormalInventoryCoverage

GDP (real)

(exogenous)

GDP

<Price><Price

(exogenous)>

Growth Rate<GDP>

GDP (-1)

<Growth Rate>

Cumulative

GrowthChange in Growth

Capital under

Construction

Construction

Period

Capital (PP&E)

(real)Capital

ComplitionDepreciation (real)

Desired

Investment (real)

Time to Adjust

Capital

Desired Capital

(real)Exponent on

Capital

DepreciationRate

DesiredCapital-Output

Ratio

<Excise Tax

Rate>

InterestSensitivity <Capital-Output

Ratio>

Net Investment 2

(real)

AggregateForecasting(long-run)

Change in AD

Forecasting (long-run)

Time to Adjust

Forecasting (long-run)

<Full Capacity

GDP>

GDP gap

(long-run)

InventoryInvestment

(real)

Gross Domestic

Expenditure (real)

<Initial Inventory

(real)>

<SWITCH

(Export/Import): off/on>

GDP Open

(exogenous)

GDP Closed

(exogenous)

<Interest Rate

(real)>

Consumption

(real)

<Price>

<Price>

Investment

<Depreciation

(real)>

<Price>

Initial AD

Forecasting

<Growth-dependent

Expenditures (real)>

<Employed Labor

(exogenous)>

InitialPotential

GDP

Exponent

on Labor<Exponent

on Capital>

<InitialCapital(PP&E)(real)>

<InitialLaborForce>

Potential GDP

<Labor Force

(exogenous)>GDP Gap Ratio

<GDP (real)>

<Direct Investment

Abroad>

<Direct Investment

Foreign>

Croatian Macro SD model 2. Interest Rate, Price and Wage Rate

Initial InterestRate

Delay Time of Interest

Rate Change

Money

Supply (g)Change in Money

Supply (g)

Desired Interest

RateEffect on

Interest Rate

Money Ratio Elasticity

(Effect on Interest Rate)

Money Ratio

Demand for Money

(real)

Supply of Money

(real)

Velocity of Money

SWITCH (Money):

g/sectors

Delay Time of

Price Change

Desired PriceEffect on Price

Ratio Elasticity

(Effect on Price)

Weight of

Inventory Ratio

Production Ratio

Inventory Ratio

Initial PriceLevel

<Growth Rate(real)>

Interest Sensitivity of

Money Demand

Income Fraction for

Transaction

<AggregateDemand(real)>

Prime Interest Rate

(nominal) (exogenous)

Money Supply

(exogenous)

Change in Price(exogenous)

Price

(model)Change in Price

Interest Rate

(model)Change in Interest

Rate

Interest Rate

(real)

MoneySupply(model)

Prime Interest Rate

(real) (exogenous)

SWITCH (Price):

exg/end

SWITCH (Money

Supply): exg/end

SWITCH (Interest

Rate): exg/end

PriceSWITCH (Price):

flex/fixed

SWITCH (Interest

Rate): esk/bez/sa

rIR (eskontna)

rIR (bez klauzule)

rIR (sa klauzulom)

nIR (eskontna)

nIR(bez klauzule)

nIR (sa klauzulom)

<Cumulative Growth

(real)>

<Desired Inventory>

<Inventory (real)>

Price

(exogenous)<Change in Price

(exogenous)>

<Desired Output (real)>

Currency in

Circulation

<Cash

(Consumers)>

<Cash

(Producers)>

<Cash

(Governmet)>

<Cash (Banks)(exogenous)>

<Deposits(Banks)

(exogenous)>

Initial Money

Supply

Demand for Money

by Producers

Demand for Money

by Consumers

Demand for Money

by Government

Demand for Money

by Banks

<Payments by Producers>

<Dividends>

<Income Tax>

<Saving>

<PAYBACK (Govrenment)>

<GOVERNMENT EXPENDITURES>

<Change in Net Acquisition of Financial Assets>

<Change in Net Acquisition of Non-financial Assets>

<LENDING(exogenous)>

<CASH OUT(exogenous)>

Money Supply

(sectors)

Money Demand

(sectors) <Price>

SWITCH (MoneyDemand):

aggregate/sectors

Dicount RateInitial Discount

Rate

Interest Rate

(nominal)

Price (-1)

Inflation Rate

Discount Rate

ChangeDiscount Rate

Change Time

<Inflation Rate>

<Desired Investment>

<Cash Demand>

SWITCH (Money Supply): eizg/ hpm / m1 / m1a / m4 / nda / dc

/ ms(data)

<Prime Rate

Premium>Interest Rate

(nominal) (exogenous)

Interest Rate

(real) (exogenous)<Inflation Rate>

Discount Rate

Adjustment

MoneyDemand(model)

<Price>

<Interest Rate

(nominal)>

Actual Velocity of

Money

<Interest Rate

(real)>

<Consumption>

Initial Inflation

Rate

<Money Supply

(Data)>

Wage Rate

(model) Change in Wage

RateInitial WageRate

Delay Time of

Wage ChangeWage Rate

Change

Cost-push (Wage)

Coefficient

<Wage Rate

(exogenous)>

Desired Wage

Labor Ratio

Effect on Wage

Labor Ratio Elasticity

(Effect on Wage)

Expected Wage

Rate

<Labor Force

(exogenous)>

<Desired Labor

(exogenous)>

<Potential GDP>

Real Wage Rate

<Desired Labor>

Price(Eurozone)(exogenous)<Change in Price

(Eurozone) (exogenous)>

<CPI rate

(exogenous)>

<Interest Paid (Producers)>

Croatian Macro SD model 3. Producers

Excise Tax Rate

Distribution Ratio

of Wages

Cash

(Producers)

Debt

(Producers)

Capital Shares

Retained

Earnings

(Producers)

Payments by

Producers

<Taxes on products lesssubsidies on products

(exogenous)>

Profit before Tax

Profits

Corporate Tax

Corporate Tax

Rate

Dividends

<Dividends>

<Corporate Tax>

<Corporate Tax>

Payback

(Producers)

<Payback

(Producers)>

Dividends Ratio

<Initial Capital

(PP&E) (real)>

SWITCH (Excise):

exg/endCapital

(PP&E)Depreciation

<Depreciation

(real)>

<Price>

Desired

Investment

<DesiredInvestment

(real)>

<Depreciation>

<Depreciation>

<SWITCH(Investment):

exg/end1/end2>

SWITCH(Corporate Tax):

exg/end

<Corporate Tax

(exogenous)>

Inventory

GDP (Revenues)

Gross Value Added

(exogenous)

<Agriculture, forestry

and fishing>

<Construction>

<Financial and

insurance activities>

<Information and

communication>

<Manufacturing>

<Mining and quarrying

and other industries>

<Other service

activities>

<Professional, scientific,technical, administrative andsupport service activities>

<Public administration anddefence, education, human health

and social work activities>

<Real estate

activities>

<Wholesale and retail trade,

transportation,

storage,accommodation and food

service activities>

SWITCH (GDP):

gva/gdp

<GDP (real)> <Price>

Sales

<Sales (real)> <Price>

Initial Inventory

<GDP (Revenues)>Tax on Production <Tax on

Production>

Gross Domestic

Product

<Taxes on products lesssubsidies on products

(exogenous)>

<Tax on

Production>

<Debt decrease

(Producers) Smoothed><Debt increase

(Producers) Smoothed>

Debt Period

(Producers)SWITCH (DebtPayback Producers):

exg/end

<Initial Debt

(Producers)>

Cash Flow Deficit

(Producers)

<Payback

(Producers)>

<Dividends><Desired

Investment>

Cash Flow from

Operating Activities

Cash Flow from

Investing Activities

Cash Flow from

Financing Activities

Cash Flow

(Producers)

<Payback

(Producers)>

<Dividends>

<Sales><Payments by

Producers>

Desired Financing

Direct Financing

Ratio

Desired Borrowing

(Producer)

New Capital

Shares

<New Capital

Shares>

<New Capital

Shares>

<Price>

Initial Cash

(Producers)

SWITCH (DebtBorrowing Producers):

exg/end

Borrowing

(Producers)

<Borrowing

(Producers)>

<Desired Borrowing

(Producer)>

<Borrowing

(Producers)>

<Initial Retained

Earnings (Producer)>

Investment

<Investment>

Imports Exports

<Import

(exogenous)><Export

(exogenous)>

<Imports>

Direct Assets

AbroadDirect Investment

Abroad

<Direct Investment to

Abroad (exogenous)>

<Direct Investmentfrom Abroad(exogenous)>

DirectInvestment

Foreign

<Price>

Investment

(Domestic+Foreign)

<Investment>

<Direct Investment

Foreign>

<Direct Investment

Abroad>

Investment(Domestic+Foreign)

(exogenous)

<Investment (CBS)

(exogenous)>

<Direct Investment from

Abroad (exogenous)>

<Direct Investment to

Abroad (exogenous)>

CapitalLiabilitiesAbroad

Dividends Abroad

<Interest Rate

(nominal)>

<DividendsAbroad>

Profits for

Dividends

<Direct Investment

Foreign>

Wages

<Employed Labor

(exogenous)>

<Wage Rate

(model)>

<Wages>

<Wages>

Interest Paid

(Producers)

<Interest paid byproducers to banks

(exogenous)>

SWITCH (Interest Paid

Producers): exg/end

Interest paid byproducers to banks

(endogenous)

<Prime Rate>

<Debt

(Producers)>

<Interest Paid

(Producers)>

<Interest Paid

(Producers)>

<Interest Paid

(Producers)>

<Interest Paid

(Producers)>

Croatian Macro SD model 4. Consumers

Cash

(Consumers)

Deposits

(Consumers) Equity

(Consumers)

Income

SWITCH (Wages):

exg/end1/end2

<Income> Income Tax

Income Tax Rate

SWITCH (Income

Tax): exg/end

<Basic Consumption>

<Consumption

(exogenous)>

<Marginal Propensity to Consume>

<SWITCH

(Consumption): exg/end>

Consumption

Saving

<Income Tax>

<Consumption>

<Lum-sum Taxes (exogenous)>

<Income Tax (tY) (exogenous)>

<Initial Deposits

(Consumer)>

<Initial Deposits

(Consumer)>

Shares

(Consumer)Financial Investment

(Shares)

Government

Securities

(Consumer)

Financial Investment

(Securities)

Securities sold by

Consumers

Debt

(Consumers)

<Initial Debt

(Consumers)>

Disposable

Income

<Disposable

Income>

<Interest paid by Banks

(exogenous)>

<Dividends>

<Dividends Ratio>

Net Debt Cash

Flow

<C0A>

<cA>

Cash Demand

<Debt increase(Consumers)Smoothed>

<Debt decrease(Consumers)Smoothed>

Effect on Consumption

Price Elasticity

of Consumption

<Price>

<Initial Price Level>

Income Tax

(exogenous)

Cashing Time Currency Ratio

Debt Period

(Consumers)

SWITCH (DebtPayback Consumers):

exg/end

Payback

(Consumers)Borrowing

(Consumers)

<Payback

(Consumers)>

<New Capital

Shares>

<Borrowing

(Consumers)>

Initial Cash

(Consumers)

<GOVERNMENT

TRANSFERS>

<Direct Financing

Ratio>

Income from Abroad

(Consumer)

<Income from Abroad

(Consumer) (exogenous)>

<Income from

Abroad (Consumer)>

<Money put into

Circulation>

<Money put into

Circulation>

Wages<Distribution Ratio of Wages>

<Employed Labor (exogenous)>

<GDP (Revenues)>

<Wage Rate (model)>

<Wages (exogenous)>

<Dividends>

<Current Transfers from

Abroad (exogenous)>

Interest Paid

(Consumers)

SWITCH (Interest Paid

Consumers): exg/end

Interest paid byconsumers to banks

(endogenous)

<Prime Rate>

<Debt

(Consumers)>

<Interest paid by Banks(Consumer)>

<Wages (Banks)>

Croatian Macro SD model 5. Government (General: Central + Local)

Cash

(Governmet)

Retained

Earnings

(Government)

Debt Domestic

(Government)

TAX REVENUES

<TAX

REVENUES>

Debt Foreign

(Government)

<1-2 Social Contributions>

<1-3 Grants>

<1-4 Other Revenues>

GOVERNMENT

EXPENDITURES<2-1 Compensation of Employees>

<2-2 Use of Goods and Services>

<2-3 Interest>

<2-4 Subsidies>

<2-5 Grants>

<2-6 Social Benefits>

<2-7 Other Expenses>

<GOVERNMENT

EXPENDITURES>

Non-financial

Assets<3-1 Acquisition -

Non-financial Assets>

<3-2 Sales -

Non-financial Assets>

Financial

Assets

<4-1 Expenses for

Financial Assets>

<4-1 Earnings from

Financial Assets>

<5-1 Borrowing

(Domestic)><5-1 Payback

(Domestic)>

<5-2 Borrowing(Foreign)>

<5-2 Payback

(Foregin)>

Operational

Balance

Change in Net

Incurrence of Liabilities

Change in Net Acquisition

of Non-financial Assets

Change in NetAcquisition of Financial

Assets

<BORROWING

(Govrnment)><PAYBACK

(Govrenment)>

Deficit /

Surplus

<TAX

REVENUES>

<GOVERNMENT EXPENDITURES>

<PAYBACK (Govrenment)>

<Change in Net Acquisition of

Non-financial Assets>

<Change in Net Acquisition of

Financial Assets>

<4-0 Cash and

Deposits>

Cash andDeposits(MoF)

-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

Total Debt

(Govrnment)

Initial Debt

(Govrnment)

Growth-dependent

Expenditures (real) Change in

Expenditure

<Growth Rate (real)>

Base Expenditure

(real)

<Income Tax>

<Tax on Production>

<Corporate Tax>

Tax Revenues

(exogenous)

Tax Revenues

(endogenous)

SWITCH (TaxRevenues):

exg/end

GovernmentExpenditures(exogenous)

SWITCH(Gov.Expenditures)

: exg/end

GovernmentExpenditures(endogenous)

<Price>

<GovernmentExpenditures

(endogenous)>

Initial Cash

(Government)

----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

SWITCH (DebtPayment Govrnment):

exg/end

Debt Period

(Govrnment)

PAYBACK

(Govrenment)BORROWING

(Govrnment)

Payback Total(Govrnment)(exogenous)

Borrowing Total(Govrnment)(exogenous)

Total Debt (Government)(exogenous)

Inital Debt (Domestic)

Inital Debt (Foreign)

<1-3 Grants>

<1-4 Other Revenues>

SWITCH (DebtBorrowing Governmet):

exg/end

<Deficit / Surplus>

Required

Borrowing

SOCIAL

CONTRIBUTIONSGOVERNMENT

TRANSFERS

1-1 Taxes<1-1-2 Taxes on Property>

<1-1-3 Taxes on Goods and Services>

<1-1-4 Taxes on International Trade and Transactions>

<1-1-5 Other Taxes>

<1-1-1-1 Payable byIndividuals (Employment

Income Tax)>

<1-1-1-2 Payable byCorporations and other

Enterprises (Capital Income Tax)>

<SOCIAL

CONTRIBUTIONS>

<SOCIAL

CONTRIBUTIONS><GOVERNMENT

TRANSFERS>

<GOVERNMENT TRANSFERS>

Interest Paid

(Government)

<Interest Rate

(nominal)>

Payback &

Interest Paid

Debt-GDPratio

<GDP

(Revenues)>

Growth-dependent

Expenditure

Government Expenditure +Social Benefits&Subsidies

(exogenous)

Interest paid by the Government (Central Bank)

Interest paid by the Government (Banks)

Interest paid by the Government (Consumer)

Croatian Macro SD model 6. Commercial Banks

Prime Rate

Premium

Net Deposits

Retained

Earnings (Banks)

Interest Income

(Banks)Interest paid by

Banks

Interest paid by

Banks (Consumer)

Interest paid by Banks

(Central Bank)

Wages (Banks)

<Initial Capital

accounts>

Deposits

(Banks) Deposits InDeposits Out

SWITCH (Deposits in):exg/end

SWITCH (Deposits out):exg/end

Initial Deposits

(Banks)

<Deposits

(Banks)>

<Interest Rate

(nominal)>

<Credit from central

bank (exogenous)>

<nIR (eskontna)>

<Interest Rate

(nominal)>

Prime Rate

<Interest Rate

(nominal)>

Interest paid byproducers to banks

(endogenous) <Debt

(Producers)>

Interest Paid

(Producers)

<Interest paid byproducers to banks

(exogenous)>

<Interest Paid

(Government)>

Interest Paid

(Consumers)

<Interest paid byconsumers to banks

(endogenous)>

Profit (Banks) <Interest paid by

Banks>

Distribution Ratio of

Wages (Banks)

<Saving><Cash Demand>

<Financial Investment (Securities)>

<Financial Investment (Shares)>

Foreign

Exchange

(Banks)

<Foreign

Exchange Sale><Foreign Exchange

Purchase>

Foreign

Exchange in

Foreign

Exchange out

<Export Goods>

<Earnings In>

<Assets Investment In>

<Liabilities Investment In>

<Capital Account Transfers In>

<Import Goods>

<Earnings Out>

<Assets Investment Out>

<Liabilities Investment Out>

<Capital Account Transfers Out>

<Dividends

Abroad>

<Initial Foreignassets>

<Deposits Out

(exogenous)><Deposits In

(exogenous)>

Debt (Banks)BORROWING

(Banks)PAYBACK

(Banks)

Banks Debt

Period

SWITCH (Borrowing

Debt Banks): exg/end

<Increase Credit from

central bank>

<Initial Credit from

central bank>

Financial Liabilities

AbroadForeign Financial Investment

from Abroad IN

Interest on Financial

Liabilities Abroad

<Interest on Financial

Liabilities Abroad>

<Foreign

Exchange Rate>

Foreign Financial Investment

from Abroad OUT

<Liabilities

Investment In><Liabilities

Investment Out>

<Foreign

Exchange Rate><Initial Foreign

liabilities>

Vault

Cash

(Banks)

Cash In Cash Out

<Deposits Out><Deposits In>

Reserves

(Banks)

Reserves Deposits

Adjusting

Reserves

Lending (Central

Bank-Reserves)

Government

Securities

(Banks)Securities purchased

by Banks

Securities sold by

Banks

Open Market

Operations

Loans to

Producers

(Banks)Lending (Banks)

<Payback

(Producers)>

<DesiredBorrowing

(Producer)>

<Initial Claims onNon-ficsal

corporations>

<Initial Claims on

Households><Payback

(Consumers)>

Loans to

Consumers

(Banks)<Borrowing

(Consumers)>

Security Holding

Ratio by Banks

Initial GovernmentSecurities<BORROWING

(Govrnment)>

<PAYBACK(Govrenment)>

<GovernmentSecurities

(Consumer)>

<Government

Securities

(Central Bank)>

Required Reserves

Required Reserve

Ratio

Excess Reserves

Excess Reserve

Ratio

Initial Required

Reserve Ratio

<Net Deposits>

<Deposits (Banks)>

<Lending

Distribution>

<BORROWING

(Banks)>Reserves

AT

<Excess

Reserves>

<Initial Reserves

with CNB>

<Securities sold by

Banks>

<Payback

(Producers)>

<Interest Income

(Banks)>

Cash Flow Deficit

(Banks)

Payment by Banks

<Interest paid by Banks>

<Wages (Banks)>

<PAYBACK (Banks)>

Foreign Cash out<Foreign

Exchange in>

<Foreign

Exchange Sale>

<Foreign

Exchange out>

Foreign Cash in<Foreign

Exchange out>

<Cash Out>

<Foreign Cash out>

<Reserves Deposits>

<Securities purchased

by Banks>

<Desired Borrowing

(Producer)><Payment by

Banks>

<Adjusting

Reserves>

Lending (Central

Bank-Cash)

Desired Borrowing

(Banks)

<BORROWING

(Banks)>

<Lending

Distribution>

Croatian Macro SD model 7. Central Bank

Government

Securities

(Central Bank)

Lending

Distribution

GoldGold Deposit

Gold Deposit by

the Public

Initial Gold held by

the Public

Loan (Central

Bank)Lending (Central

Bank)<PAYBACK

(Banks)>

<Desired Borrowing

(Banks)>Window Guidance

Lending by

Central Bank

Lending Time Lending Period

Lending (Central

Bank) (-1)

Growth Rate of

Credit

Open Market

PurchaseOpen Market Sale

Security Holding Ratio

by Central Bank

Securities sold by

Central Bank

<Government

Securities (Consumer)>

<Government

Securities (Banks)>

Securities purchased

by Central Bank

<BORROWING

(Govrnment)>

Initial Government

Securities (Central Bank)

<PAYBACK

(Govrenment)>

Open Market

Purchase (Public Sale)Open Market

Purchase (Banks Sale)

Open MarketPurchaseOperation

Open Market

Purchase Time<Government

Securities (Consumer)><Government

Securities (Banks)>

Open Market Sale

(Public Purchase)Open Market Sale

(Banks Purchase)

Open Market

Sale Operation

Open Market

Sale Time

Open Market Public

Sales Rate

Foreign

Exchange

Reserves

(Central Bank)

Foreign Exchange

Purchase (Central Bank)

Foreign Exchange Sale

(Central Bank)

<Export

(exogenous)><Import

(exogenous)>

Foreign Exchange

Lower BoundForeign Exchange

Upper bound

<Foreign

Exchange Rate>

Initial Foreign

Exchange Reserves

Currency

Outstanding Notes Newly

IssuedNotes Withdrown

Reserves

(Central Bank)

Reserves by

Banks

Increase in

ReservesDecrease in

Reserves

Retained Earnings

(Central Bank) Interest Income

(Central Bank)

<Interest paid by

Banks (Central Bank)>

<Interest paid by the

Government (Central Bank)>

Initial Retained Earnings

(Central Bank)

<Open Market Sale

(Banks Purchase)>Initial Reserves

(Central Bank)

<Interest Income

(Central Bank)><Foreign Exchange

Sale (Central Bank)>

<Open Market Sale

(Public Purchase)>

Monetary Base

<Reserves

Deposits>

<Adjusting

Reserves>

Initial Currency

Outstanding

<Vault Cash

(Banks)>Currency Outstanding

(-Vault Cash)

<Open Market

Purchase (Public Sale)>

<Foreign Exchange

Purchase (Central Bank)>

<Securities purchased

by Central Bank>

Gold Certificates

<Lending (Central

Bank)>

Croatian Macro SD model 8. Balance of Payments

Inventory

(Trade)<Import Goods (exogenous)> <Export Goods (exogenous)>

Goods Trade

Balance

Retained

Earnings and

Consumer

Equity

Debit (-Payments) _______________________________________Credit (+Receipts)

Earnings InEarnings Out

<Export Services (exogenous)>

<Income from Abroad (Consumer) (exogenous)>

<Current Transfers from Abroad (exogenous)>

<Import Services (exogenous)>

<Income to Abroad (Consumer) (exogenous)>

<Current Transfers to Abroad (exogenous)>

Service Trade Balance

Income Balance

Current Transfers Balance

Import Goods Export Goods

Domestic Liabilities in

Foreign Ownership

Goods & Services

Trade Balance

CURRENT

ACCOUNT

<A. CURRENT

ACCOUNT>

<Direct Investment from Abroad (Credit) (exogenous)>

<Direct Investment to Abroad (Credit) (exogenous)>

<Direct Investment from Abroad (Debit) (exogenous)>

<Direct Investment to Abroad (Debit) (exogenous)><Portfolio Investment in Assets (Credit) (exogenous)>

<Portfolio Investment in Liabilities (Credit) (exogenous)>

<Portfolio Investment in Assets (Debit) (exogenous)>

<Portfolio Investment in Liabilities (Debit) (exogenous)>

<Other Investment in Assets (Credit) (exogenous)>

<Other Investment in Liabilities (Credit) (exogenous)>

<Other Investment in Assets (Debit) (exogenous)>

<Other Investment in Liabilities (Debit) (exogenous)>

<Change in Financial

Derivatives (exogenous)>

<Change in Capital

Account (exogenous)>

<Changes in Reserve

Assets (exogenous)>

<Foreign Exchange Purchase (exogenous)> <Foreign Exchange Sale (exogenous)>

Direct, Portfolio, Other

Assets Balance

Assets Abroad in

Domestic Ownership

Portfolio, Other

Liabilities Balance

Financial Account

excl. reserves

<B2. Financial account,

excl. reserves>

ForeignExchangeReserves

Changes in

Reserves

BALANCE OF

PAYMENTS

FINANCIAL AND

CAPITAL ACCOUNT

<B. CAPITAL ANDFINANCIALACCOUNT>

<C. NET ERRORS

AND OMISSIONS>

Capital

Account

<Change in CapitalAccount (Credit)

(exogenous)>

<Change in CapitalAccount (Debit)(exogenous)>

Change in Capital

Account

Assets

Investment InAssets

Investment Out

Liabilities

Investment InLiabilities

Investment Out

Foreign Exchange

SaleForeign Exchange

Purchase

Capital Account

Transfers InCapital Account

Transfers Out

Domestic Assets in

Foreign Ownership Foreign Assets

Investment In

Foreign Assets

Investment Out

Direct Investment from

Abroad Balance

<Export (exogenous)><Import (exogenous)>

Croatian Macro SD model 9. Foreign Exchange

Foreign

Exchange

(Banks) (FE)

Foreign Exchange

in (FE)

Foreign Exchange

out (FE)

Foreign

Exchange

Reserves (FE)

Supply of Foreign

Exchange

Demand for

Foreign Exchange

Initial Foreign Exchange

Holding Ratio

Initial Foreign

Exchange (FE)

<Foreign assets(Banks)

(exogenous)>

Foreign

Exchange Rate

Expected

Foreign

Exchange Rate

Initial Foreign

Exchange Rate

Change in Foreign

Exchange Rate

Change in Expected

Foreign Exchange Rate

Adjustment Time

of FE

Desired Foreign

Exchange Rate

Effect on Foreign

Exchange Rate

Ratio Elasticity (Effect on

Foreign Exchange Rate)

Foreign Exchange

Ratio

FF Ratio

(Revised)

Adjustment Time ofForeign Exchange

Expectation

Expected Change

in FER

Real Foreign

Exchange Rate

seeds

mean

standarddeviation

<Price (Eurozone)

(exogenous)>

<Price>

<Foreign Exchange Rate

EUR/HRK (exogenous)>

<Export Goods (EUR)>

<Earning In (EUR)>

<Assets Investment In (EUR)>

<Liabilities Investment In (EUR)>

<Capital Account Transfers In (EUR)>

<Import Goods (EUR)>

<Assets Investment Out (EUR)>

<Liabilities Investment Out (EUR)>

<Capital Account Transfers Out (EUR)>

<Earnings Out (EUR)>

<Foreign Exchange

Sale (EUR)>

<Foreign Exchange

Purchase (EUR)>

<Initial Foreign

Exchange Rate>

<Foreign Assets Investment In (EUR)><Foreign Assets Investment Out (EUR)>

Real ForeignExchange Rate(exogenous)

GDP

600 B

480 B

360 B

240 B

120 B

0

4

44

4

4

4

4

4

4

3

3

3

3

3

3

33

3

3

2

2

2

2

2

2

2

2 2 2

1

1

1

1

1

1 1 1 1

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

GDP : # 1 1 1 1 1 1 1 1 1 1

"GDP (exogenous)" : # 2 2 2 2 2 2 2 2

"Full Capacity GDP (nominal)" : # 3 3 3 3 3 3 3

"Potential GDP (nominal)" : # 4 4 4 4 4 4

Optimization: Potential GDP, Full GDP

0

0 0

Potential GDP:

, ,

Full Capacity GDP:

, ,

potential

full

t

Y F K LF A AK LF

Y F K L A A

L

K L

Ke Y

K LF

Parameter Value

𝜅 0.01

𝛼 0.33

𝛽 0.67

𝑌0 200B (2000.)

𝐾0 150B (2000.)

• blue – simulation • red – real data

(exogenous data)

Optimization: Interest Rate

*

*

Real Interest Rate

Nominal Interest Rate

e es

r

s

eald

dr r r

dt DelayTime

r

M

P

rr

mV aY br

m

i r

Parameter Value

𝑒 1

𝑎 0.52

𝑏 1000B

V 0.52

DelayTime 0.25 [year]

𝑀𝑠 Net Domestic Assets

Interest Rate (real)

0.07

0.056

0.042

0.028

0.014

0

-0.014

-0.028

-0.042

-0.056

-0.07

2

2

2

2

2

2

2

2

2

2

2

2

2

2

2

1

11

11

11

1

1

11

1 1 1

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

"Interest Rate (real)" : # 1 1 1 1 1 1 1 1 1 1 1 1

"Interest Rate (real) (exogenous)" : # 2 2 2 2 2 2 2 2 2

Interest Rate (nominal)

0.08

0.072

0.064

0.056

0.048

0.04

0.032

0.024

0.016

0.008

0

2

2

2

2

2 2

2

2

2

2

2

2

2

2

2

1

1

11

1

1

1

1

1

1

1

1

11

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

"Interest Rate (nominal)" : # 1 1 1 1 1 1 1 1 1 1 1

"Interest Rate (nominal) (exogenous)" : # 2 2 2 2 2 2 2 2

Optimization: Investment (1)

0

Investments:

real

nominal real

total nomina Il FD

II r a r

r

I I

I

P

II

Parameter Value

𝐼0 750M

𝑎 0

𝑏 1000B

V 0.52

DelayTime 0.25 [year]

Investment

200 B

180 B

160 B

140 B

120 B

100 B

80 B

60 B

40 B

20 B

0

3

3

3

33

3

3

3

3

3

3

3

3

3

22

2

2

22

2

2

2

2

2

22

2 2

1

11

1 1

1

11

1

1

11

11

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

Investment : # 1 1 1 1 1 1 1 1 1 1 1 1 1 1

"Investment (CBS) (exogenous)" : # 2 2 2 2 2 2 2 2 2

"Investment (Domestic+Foreign)" : # 3 3 3 3 3 3 3 3 3

Optimization: Investment (2)

*

*

*

Investments:

1

real

production

nominal real

total nominal FDI

K r KI

P

rTimeto Adjust Capital

t YK

r

I I

I II

Parameter Value

𝛿 0.03

𝑡𝑝𝑟𝑜𝑑𝑢𝑐𝑡𝑖𝑜𝑛 0.23

𝛼 0.33

Time To Adjust Capital 10 [year]

Time to Adjust Forecasting (long run)

10 [year]

* *

Profit maximization:

= 1 1

1 1 1

0 0

production full K corporate

production corporate full

t P Y i P K wL t

t t P Y

K LK L

Investment

200 B

180 B

160 B

140 B

120 B

100 B

80 B

60 B

40 B

20 B

0

3

3

3

33 3

3

3

3

3

3

3

3

3

22

2

2

22

2

2

2

2

2

22

2 21

1

1

1 1

1

1 1

1

1

1

11 1

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

Investment : # 1 1 1 1 1 1 1 1 1 1 1 1 1 1

"Investment (CBS) (exogenous)" : # 2 2 2 2 2 2 2 2 2

"Investment (Domestic+Foreign)" : # 3 3 3 3 3 3 3 3 3

Optimization: Inventory

*

*

Inventory Adjustment:

Dnv

D nv nvForecasting

nv Forecasting

dIY AD

dt

I IY AD

Timeto Adjust Inventory

I AD Normal Invenotry Coverage

Parameter Value

Normal Inventory Coverage 0.30

Time to Adjust Inventory 1 [year]

Inventory

20 B

17.6 B

15.2 B

12.8 B

10.4 B

8 B

5.6 B

3.2 B

800 M

-1.6 B

-4 B2

2 22

22

2

2

2

11 1

1

1

1

1

1

1

2000 2003 2006 2009 2012

Time (year)

Adjustment for Inventory : # 1 1 1 1 1 1

"Change in Inventory (exogenous)" : # 2 2 2 2 2

Optimization: Consumption

0

0

Consumption:

&

(

d

e

d

C P C c P Y Payback

cc P

P

P

Y Income IncomeTax Social Contributions

Income Wages Dividends

Interest Paid by Banks

Gove

Borrowing

Income from Abroa

rnmet Transfers

Wages Wage Ra

d

Employe a ted L bor

)or GDP Revenues Distribution Ratioof Wages

Dividends Profits Dividends Ratio Dividends Abroad

Parameter Value

𝐶0 10B

𝑐 0.75

𝑊𝑎𝑔𝑒 𝑅𝑎𝑡𝑖𝑜 0.45

𝐷𝑖𝑣𝑖𝑑𝑒𝑛𝑑 𝑅𝑎𝑡𝑖𝑜 0.7

Consumption

300 B

270 B

240 B

210 B

180 B

150 B

120 B

90 B

60 B

30 B

0

3

33

3 3

3

3

3

3

3

33

33

2

2

2

22

2

2

2

2

2

2 22 2 2

1

11

11

1

1

1

11

1

1 1

1

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

HR

K

Consumption : # 1 1 1 1 1 1 1 1 1 1 1 1 1

"Consumption (exogenous)" : # 2 2 2 2 2 2 2 2 2 2

Disposable Income : # 3 3 3 3 3 3 3 3 3 3 3 3

Optimization: Government Expenditure

0

Growth-dependent Government Expenditure

( )

( )( )

( )

Revenues-dependent Government Expenditure

( )rP

dGg t G

dt

Y tg t

Y t

G T

Parameter Value

𝐺0 33B (2000.)

𝛽𝑃 0.7

Growth-dependent Expenditure

80 B

72 B

64 B

56 B

48 B

40 B

32 B

24 B

16 B

8 B

0

2 2 2

2

2

2

2

2

2

22

2 2 2 2

1

1

1

11

1

1

1

1 1

1 1

1

1

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

"Growth-dependent Expenditure" : # 1 1 1 1 1 1 1 1 1 1

"Government Expenditure (exogenous)" : # 2 2 2 2 2 2 2 2

Revenue-dependent Expenditure

80 B

72 B

64 B

56 B

48 B

40 B

32 B

24 B

16 B

8 B

0

2 2 2

2

2

2

2

2

2

22

2 2 2 2

1

1

1

1 1

1

11

11

1 1

1

1

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

"Revenue-dependent Expenditure" : # 1 1 1 1 1 1 1 1 1 1

"Government Expenditure (exogenous)" : # 2 2 2 2 2 2 2 2

Optimization: Government Revenues

0

Government Revenues

income production corporate

income income

porduction production production

corporate corporate

T T T T

T Wages t

T t GDP (Revenues) / ( 1 + t ) )

T t Profit

T

Parameter Value

𝑡𝑖𝑛𝑐𝑜𝑚𝑒 0.33

𝑡𝑝𝑟𝑜𝑑𝑢𝑐𝑡𝑖𝑜𝑛 0.22

𝑡𝑐𝑜𝑟𝑝𝑜𝑟𝑎𝑡𝑒 0.10

Taxes: Total

200 B

180 B

160 B

140 B

120 B

100 B

80 B

60 B

40 B

20 B

0

2 2 2 22

2

2

2

22

2 2 2 2 2

1

1 1

1 1

1

11

1

1

1

1 11

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

"Tax Revenues (endogenous)" : # 1 1 1 1 1 1 1 1 1 1

"Tax Revenues (exogenous)" : # 2 2 2 2 2 2 2 2 2 2

Taxes: Production

60 B

54 B

48 B

42 B

36 B

30 B

24 B

18 B

12 B

6 B

0

2

2

2

2

22

2

2

2

2

22 2

2

2

1

1

1

1 1

1

11

1

1

1

1

1

1

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

Tax on Production : # 1 1 1 1 1 1 1 1 1 1 1 1

"Tax on Production (exogenous)" : # 2 2 2 2 2 2 2 2 2

Taxes:Income

60 B

56 B

52 B

48 B

44 B

40 B

36 B

32 B

28 B

24 B

20 B

2 2 2 2

2

2

2

2

2

22

22

2

2

1

11

11

1

1

1

11

1

1

11

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

Income Tax : # 1 1 1 1 1 1 1 1 1 1 1 1 1 1

"Income Tax (exogenous)" : # 2 2 2 2 2 2 2 2 2 2

Taxes:Corporate

20 B

18 B

16 B

14 B

12 B

10 B

8 B

6 B

4 B

2 B

0

2 2 2 2

2 2

2

2

2

2

2

2 22

2

1

1 1

1 1

1

1

1

1

1

1

1

1

1

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

Corporate Tax : # 1 1 1 1 1 1 1 1 1 1 1 1 1

"Corporate Tax (exogenous)" : # 2 2 2 2 2 2 2 2 2 2

Optimization: Wage Rate & Wages

*

*

*

*

Wage Rate

( ( ) )

s

employe

s

d

e

dwL

dt

dw w w

dt DelayTime

ww

L

L

Wages w

or GDP Revenues Distribution Ratioof W

L

L

ages

Wages

200 B

100 B

0

22

2

1

1 1

2000 2006 2012

Time (year)Wages : # 1 1 1 1 1"Wages (exogenous)" : # 2 2

Wages

200 B

100 B

0

22

2

1

1 1

2000 2006 2012

Time (year)Wages : # 1 1 1 1 1"Wages (exogenous)" : # 2 2

Parameter Value

𝑒 0.75

𝐷𝑖𝑠𝑡𝑟𝑖𝑏𝑢𝑡𝑖𝑜𝑛 𝑅𝑎𝑡𝑖𝑜 Of Wages 0.45

𝑡𝑐𝑜𝑟𝑝𝑜𝑟𝑎𝑡𝑒 0.10

Wage Rate

100,000

95,000

90,000

85,000

80,000

75,000

70,000

65,000

60,000

55,000

50,000

44

4

4

4

4

4

4 44

3

3

3

3

3

3

3 3

3 3 3

2

2

2

2

2

2

2

2

2 22

1

1

1

1

1

1

11 1

1

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

"Wage Rate (model)" : # 1 1 1 1 1 1 1 1

"Wage Rate (exogenous)" : # 2 2 2 2 2 2 2 2

Real Wage Rate : # 3 3 3 3 3 3 3 3 3 3

"Real Wage Rate (exogenous)" : # 4 4 4 4 4 4 4 4

*

*

Profit maximization:

10

1

corporate

e

e

t P YL

L w

w w inflation rate

Optimization: Debt / Borrowing / Payback

/Deficit Surplus TAX REVENUES +

SOCIAL CONTRIBUTIONS -

-

GOVERNMENT EXPENDITURES -

GOVERNMENT TRANSFERS

Change in Net Acquisition of Financial Assets -

"PAYBACK (Govrenment)" -

Change in Net Acquisi n

tio

of Non - financial Assets

( 0 )

Total Debt (Govrnment) / Debt Period

( ) Total Debt (Govrnment) nominal

Borrowing Deficit or for Surplus

Payback

Interest Paid Government i

Debt (Governemnt)

200 B

180 B

160 B

140 B

120 B

100 B

80 B

60 B

40 B

20 B

0

2

22

22

2

2 2

2

2

2

2

2

2

2

1

1

1

1

1

1

1 1 1

1

1

1

1

1

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

"Total Debt (Govrnment)" : # 1 1 1 1 1 1 1 1 1 1 1

"Total Debt (Government) (exogenous)" : # 2 2 2 2 2 2 2 2

Debt/GDP ratio

0.6

0.54

0.48

0.42

0.36

0.3

0.24

0.18

0.12

0.06

0

2

22

22

2 2

2

2

2

2

2

2

2

2

1

11 1 1

11

1 1

1

1

1

1

1

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

"Debt-GDP ratio" : # 1 1 1 1 1 1 1 1 1 1 1 1 1

"Debt-GDP ratio (exogenous)" : # 2 2 2 2 2 2 2 2 2 2

Deficit (Government) 50 B

45 B

40 B

35 B

30 B

25 B

20 B

15 B

10 B

5 B

0

2 2 2 2 2

2

2

2 2

2

2

2 2

2 2

1 1 1 1

1

1 1 1

1

1

1 1

1 1

2000 2002 2004 2006 2008 2010 2012 2014 Time (year)

"Deficit (Government)" : # 1 1 1 1 1 1 1 1 1 1 "Deficit (Government) (exogenous)" : # 2 2 2 2 2 2 2

Deficit/GDP ratio

0

-0.02

-0.04

-0.06

-0.08

-0.1

-0.12

-0.14

-0.16

-0.18

-0.2

2

22

2

2

2

2

2

2

2

2 2

2

2

2

1

1

1

1

1

1

1

1

1

1

11

1

1

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

"Deficit-GDP ratio" : # 1 1 1 1 1 1 1 1 1 1 1 1

"Deficit-GDP ratio (exogenous)" : # 2 2 2 2 2 2 2 2 2

Optimization: Prices

*

1 2

*

*

*

log( ),

(1 )

Inventory GapGDP gapWa

D

potential nv nv

e

ge Cost push

potential nv

D

nv

dP wage rateY Y I I

dt dt

dP P P

dt DelayTime

PP

Y Iw w

Y I

Parameter Value

𝑒 0.5

𝑤 0.5

𝐷𝑒𝑙𝑎𝑦 𝑇𝑖𝑚𝑒 5 [year]

Prices

2

1.89

1.78

1.67

1.56

1.45

1.34

1.23

1.12

1.01

0.9

2

2

22

22

2

22

2

2 22

2

2

11

11

1

1

1

1

1

1 11

11

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

Price : # 1 1 1 1 1 "Price (exogenous)" : # 2 2 2

Change in Price

0.08

0.072

0.064

0.056

0.048

0.04

0.032

0.024

0.016

0.008

0

2

2

2

2 2

2

2

2

2

2

22

2

2

2

1

1

1 1

1

1

11

1

1

1

1 1

1

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

Inflation Rate : # 1 1 1 1 1 1 1 1 1 1 1 1 1

"Change in Price (exogenous)" : # 2 2 2 2 2 2 2 2 2 2

Optimization: Foreign Exchange

Imports - Exports

+ Investment Abroad - Foreign Investment Abroad

+ Foreign Investment Income - Investment Income

+ Foreign Exchange

Excess Demand for Foreign Exchan

Purchase - Foreign Exchange Sa

ge

=

le

=

- Trade Balance (TB)

- Net Capital Flow (NCF)

- Net Investment Income (NII)

+ Net Exchange Reserves (NER)

( ) , ,

( , ) ,

Real Foreign Exchange

e e

ee e

random

f r

dETB E NCF E E NII NER E E

dt

dEN m sd E E E E

dt

E P HRKRFE =

P

eal

realEUR

Foreign Exchange Rate

8

7

6

4 44

4

4

33

3

33

2 2

22

2

211

1 11

2000 2003 2006 2009 2012

Time (year)Foreign Exchange Rate : # 1 1 1 1"Foreign Exchange Rate EUR/HRK (exogenous)" : # 2Real Foreign Exchange Rate : # 3 3 3 3"Real Foreign Exchange Rate (exogenous)" : # 4 4

Results / Validation

• Endogenously: – GDP (nominal/real/full capacity/potential) – Inventory, Investments, Consumption,

Government Expenditure / Tax Revenues – Interest Rate (nominal / real) – Wage Rate, Wages – Deficit/Surplus, Borrowing / Payback – (Prices / Inflation Rate) – (Foreign Exchange Rate)

• Exogenously: – Money Supply (Net Domestic Assets) – Balance of Payments:

Export / Import, Foreign Direct Investment, Income from Abroad – Population / Labor Dynamics – (Prices / Inflation Rate)

LN[GDP (real)]

27

26.8

26.6

26.4

26.2

26

25.8

25.6

25.4

25.2

25

4

4

44

4

44

44

44

3

3

3

3

3

3

33 3 3 3

2

2

2

2

2

2

22

2 2 2

1

1

11

11

1

1 1

1

1

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

"LN[GDP (real)]" : # 1 1 1 1 1 1 1 1 1

"LN[GDP (real) (exogenous)]" : # 2 2 2 2 2 2 2

"LN[Full Capacity GDP (real)]" : # 3 3 3 3 3 3 3

"LN[Potential GDP (real)]" : # 4 4 4 4 4 4 4 4

Results / Policy Scenarios LN[GDP (nominal)]

27

26.8

26.6

26.4

26.2

26

25.8

25.6

25.4

25.2

25

2

2

22

22

2

22

2

2

2

2 2

2

1

11

11

1

11

1 1

11

1

1

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

"LN[GDP (nominal)]" : fixed VAT 1 1 1 1 1 1 1 1 1 1

"LN[GDP (nominal)]" : variable VAT 2 2 2 2 2 2 2 2 2

LN[GDP (real)]

27

26.8

26.6

26.4

26.2

26

25.8

25.6

25.4

25.2

25

2

2

2 2

2 2

2

2 2

2

2

2

22

2

1

1 1

1 1

1

1 1

11

11

11

2000 2002 2004 2006 2008 2010 2012 2014

Time (year)

"LN[GDP (real)]" : fixed VAT 1 1 1 1 1 1 1 1 1 1 1

"LN[GDP (real)]" : variable VAT 2 2 2 2 2 2 2 2 2 2

Taxes: Production

70 B

35 B

0

2

2

2

2

2

2

11

11 1

2000 2004 2008 2012

Time (year)Tax on Production : fixed VAT 1 1 1 1Tax on Production : variable VAT 2 2 2

Taxes:Income

70 B

35 B

0

2

2

2

22

2

11

11 1

2000 2004 2008 2012

Time (year)

Income Tax : fixed VAT 1 1 1 1

Income Tax : variable VAT 2 2 2

Taxes:Corporate

20 B

10 B

0

22

2

2

22

1 1

1 1 1

2000 2004 2008 2012

Time (year)Corporate Tax : fixed VAT 1 1 1 1Corporate Tax : variable VAT 2 2 2

Taxes: Total

200 B

100 B

0

2

2

2

2

2

2

11

11

1

2000 2004 2008 2012

Time (year)"Tax Revenues (endogenous)" : fixed VAT 1 1 1"Tax Revenues (endogenous)" : variable VAT 2 2

Debt (Governemnt)

200 B

100 B

0

2

2

22

2

2

1

1

11

1

2000 2004 2008 2012

Time (year)"Total Debt (Govrnment)" : fixed VAT 1 1 1"Total Debt (Govrnment)" : variable VAT 2 2

Deficit (Governmet)

30 B

15 B

0

2

2 2

2

2

21

1

1

1 1

2000 2004 2008 2012

Time (year)"BORROWING (Govrnment)" : fixed VAT 1 1"BORROWING (Govrnment)" : variable VAT 2

Debt/GDP ratio

0.6

0.45

0.32

22

2

22

1

1

1 1

1

2000 2004 2008 2012

Time (year)"Debt-GDP ratio" : fixed VAT 1 1 1 1"Debt-GDP ratio" : variable VAT 2 2 2

Deficit/GDP ratio

0

-0.1

-0.2

2

22

2

2

21

1

11

1

2000 2004 2008 2012

Time (year)"Deficit-GDP ratio" : fixed VAT 1 1 1 1"Deficit-GDP ratio" : variable VAT 2 2 2

• grey – fixed VAT • red – variable VAT

Results / Crobex & GDP

Selected Variables

26

9

27

25.8

8.4

26.6

25.6

7.8

26.2

25.4

7.2

25.8

25.2

6.6

25.4

25

6

25

3 33

33 3

33 3

33 3

33 3 3

3 33

3 3 33 3 3 3 3 3

3

3

3

3 3 33

3 3 33 3 3

3 3

2 2

2

2 22 2

2 2

2 22 2

2

2

2

2

22

2

2

2

2

2

22

2

2

2

2

22 2

2

2

22

2

22

22

2

1

1

1

1

1 11

11

1

11 1 1

1 11

1 1

1

1 1

11

1 11

1

1

1

1

1 1 1 11

11

1

1 1 1

1 1

2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014

Time (year)

"LN[Consumption (real)]" : # 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1

"LN[Crobex] (-0.5)" : # 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2

"LN[GDP (real)]" : # 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3

Conclusion

• Computational Macroeconomic SD Simulator – 6 sectors (consumers, producers, government, banks, central bank, foreign)

– 4 markets (commodity, financial, labor, foreign exchange) – holistic system (interrelated, interdependent), dynamic, nonlinear

– „flight simulator” for macro economy, PoC (70%)

• application: – diagnostic (system analysis, hypotheses testing, research)

– therapy (policy analysis, design & optimization)

– forecast

– (education)

– (new better system design)

Interface – GDP Simulation

Overview

GDP

Producer

Consumer

Banks

GDP

Simulation

Interest, Price

& Wage

Government

Fiscal Policy

Monetary

Policy

Public MoneyAdministration(Central Bank)

Population

Labor Force

(C) Prof. KaoruYamaguchi, Ph.D.

Doshisha Business SchoolKyoto, Japan

Currency

Circulation

B/S

Check

GDP.f

Producer.f

Consumer.f

Banks.f

GDP

Simulation.f

Interest, Price

& Wage.f

Government.f

Fiscal Policy.f

Monetary

Policy.f

Public MoneyAdministration.f(Central Bank.f)

B/S C

heck.f

Population

Labor Force.f

Currency

Circulation.f

Foreign

Exchange RateBalance of

Payments

Trade & Investment Abroad

Simulation

Title

Economic

IndicatorsEconomic

Indicators.f

Initial Potential GDP

200 600

Basic Consumption

0 150

Depreciation Rate

0 0.06

Exponent on Capital

0 0.5

Time to Adjust Forecasting

0.1 3

"Time to Adjust Forecasting (Long-run)"

1 25

Exponent on Labor

0 0.8

Normal Inventory Coverage

0 2

Time to Adjust Capital

1 30 Delay Time of Price Change

1 10

Time to Adjust Inventory

0.1 2

Potential GDP, GDP and Aggregate Demand

560

420

280

140

0

5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5

4 4 4 4 4 4 4 4 4 44 4 4 4 4 4 4

3 3 3 3 3 3 33 3 3

3 3 33

33 3

3

2 22 2 2 2 2 2 2

2 2 22

2 2 22

2

1 1 1 1 1 1 1 1 1 1 1 1 11 1 1

11

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Yen

Real/

Year

Potential GDP : Public Money Policy 1 1 1 1 1 1 1 1 1 1 1 1 1 1

"GDP (real)" : Public Money Policy 2 2 2 2 2 2 2 2 2 2 2 2 2 2

"Aggregate Demand (real)" : Public Money Policy 3 3 3 3 3 3 3 3 3 3 3 3 3

"Consumption (real)" : Public Money Policy 4 4 4 4 4 4 4 4 4 4 4 4 4

"Investment (real)" : Public Money Policy 5 5 5 5 5 5 5 5 5 5 5 5 5

Technological Change

0 0.04 Wage Rate and Unemployment Rate

90 Person

3 Yen/(Year*Person)

0.06 Dmnl

75 Person

2.5 Yen/(Year*Person)

0.03 Dmnl

60 Person

2 Yen/(Year*Person)

0 Dmnl

44

4 4 4

4

4

4

4

4 4

44 4

3 33

3 3 3 33

3 33

3

3

3

2 2

2 2

2 2

2

2

22

2

2

2

2

2

1

1

1

1

1

1

11

11

1 1 1 1 1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Labor Force : Public Money Policy Person1 1 1 1 1 1 1 1 1 1 1 1

Desired Labor : Public Money Policy Person2 2 2 2 2 2 2 2 2 2 2 2

Wage Rate : Public Money Policy Yen/(Year*Person)3 3 3 3 3 3 3 3 3 3 3

Unemployment rate : Public Money Policy Dmnl4 4 4 4 4 4 4 4 4 4 4

Delay Time of Wage Change

0 10

Interest Sensitivity

0 1

Labor Market Flexibility

0 3

"Cost-push (Wage) Coefficient"

0 0.68

Interest Rate

2,000 YenReal/Year

0.12 1/Year

1,000 YenReal/Year

-0.04 1/Year

0 YenReal/Year

-0.2 1/Year

4 4 4 4 4 4 4 4 4 4 4 4 4

3 3 3 3 3 3 3 3 3 3 3 3 3

2 2 22

22

2 22

22

22

1 1 1 11

11

11

11

1

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

"Supply of Money (real)" : Public Money Policy YenReal/Year1 1 1 1 1 1 1

"Demand for Money (real)" : Public Money Policy YenReal/Year2 2 2 2 2 2 2

Interest Rate : Public Money Policy 1/Year3 3 3 3 3 3 3 3 3

"Interest Rate (nominal)" : Public Money Policy 1/Year4 4 4 4 4 4 4 4

Marginal Propensity to Consume

0.5 1

Initial Financial Assets

0 3,000

Price-Wage Rate

500 YenReal/Year

2 Yen/YenReal

3 Yen/(Year*Person)

350 YenReal/Year

1 Yen/YenReal

2.5 Yen/(Year*Person)

200 YenReal/Year

0 Yen/YenReal

2 Yen/(Year*Person)

44

44 4

44 4

4

4

4

3 3 3 3 3 3 3 3 3 3 3

22

22 2

2 2

2

22

22

11

11

11

11

1

11

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Full Capacity GDP : Public Money Policy YenReal/Year1 1 1 1 1 1 1

"Desired Output (real)" : Public Money Policy YenReal/Year2 2 2 2 2 2 2

Price : Public Money Policy Yen/YenReal3 3 3 3 3 3 3 3

Wage Rate : Public Money Policy Yen/(Year*Person)4 4 4 4 4 4 4

Currency Outstanding and in Circulation

2,000

1,500

1,000

500

0

66

66 6 6 6

6 6 66

66

5 5 5 5 5 5 5 5 5 5 5 5 5 54 4 4 4 4 4 4 4 4 4 4 4 4 43

33

3 3 3 3 33

33

33

3

2

22

2 2 22 2

22

22

22

11

11 1

1 11

1 11

11

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Yen

Currency Outstanding : Public Money Policy 1 1 1 1 1 1 1 1 1 1

Currency in Circulation : Public Money Policy 2 2 2 2 2 2 2 2 2 2 2

"Cash (Consumer)" : Public Money Policy 3 3 3 3 3 3 3 3 3 3 3

"Cash (Producer)" : Public Money Policy 4 4 4 4 4 4 4 4 4 4 4

"Cash (Government)" : Public Money Policy 5 5 5 5 5 5 5 5 5 5 5

"Currency Outstanding (-Vault Cash)" : Public Money Policy 6 6 6 6 6 6 6 6 6

Velocity

0.8

0.75

0.7

0.65

0.6

2

11

1

1

1 1

1

1

11

11

1

1

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

1/Y

ear

Actual Velocity of Money : Public Money Policy 1 1 1 1 1 1 1 1

Velocity of Money : Public Money Policy 2 2 2 2 2 2 2 2

"Output Ratio Elasticity (Effect on Price)"

0 4

Weight of Inventory Ratio

0 1

"Labor Ratio Elasticity (Effect on Wage)"

0 2

"Money Ratio Elasticity (Effect on Interest Rate)"

0.1 2

Delay Time of Interest Rate Change

1 20

Velocity of Money

0.4 1.2

Growth Rate, Inflation and Wage

0.05

0.025

0

-0.025

-0.05

3

3

33 3 3

3

3 3

3

3

33

3

3 3 3

2

22 2 2 2 2 2 2

2

2

22

2 2 2 2

1

1

1

1 1 1 1

11 1

1

1

11

1

1 1

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

1/Y

ear

Growth Rate : Public Money Policy 1 1 1 1 1 1 1 1 1 1 1 1

Inflation Rate : Public Money Policy 2 2 2 2 2 2 2 2 2 2 2 2

Wage Rate Change : Public Money Policy 3 3 3 3 3 3 3 3 3 3

Potential GDP

1,200

900

600

300

0

5 5 5 5 5 5 5 55

44 4 4 4 4

44 4

33 3 3 3

3 33 3

2 2 2 2 2 2 2 2 2

1 1 1 1 1 1 1 1 1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

YenR

eal/Y

ear

Potential GDP : Public Money Policy 1 1 1 1 1 1

Full Capacity GDP : Public Money Policy 2 2 2 2 2

"Desired Output (real)" : Public Money Policy 3 3 3 3

"GDP (real)" : Public Money Policy 4 4 4 4 4 4

"Aggregate Demand (real)" : Public Money Policy 5 5 5 5

GDP Gap Ratio

0.2

0.15

0.1

0.05

0C C C

B

B B

:

::

9 9 9

8

88

7 7 7

6

6 65 5

5

54

4

4 4

3

3 3 3

2

2 2 21 1

1

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Dm

nl

GDP Gap Ratio : Public Money Policy 1 1GDP Gap Ratio : Public Money (100% 10 Yr) 2 2GDP Gap Ratio : Public Money (100% 1 Yr) 3 3GDP Gap Ratio : Primary Balance(=90%)(all) 4 4GDP Gap Ratio : Inflation 5 5 5GDP Gap Ratio : Income Tax (10+5%) 6 6 6GDP Gap Ratio : Equilibrium (Public) 7 7 7GDP Gap Ratio : Excise Tax (5+5%) Only 8 8 8GDP Gap Ratio : Equilibrium (Debt) 9 9 9GDP Gap Ratio : Primary Balance(=90%) : : :GDP Gap Ratio : Excise Tax (5+5%) B B BGDP Gap Ratio : Public Money (100% 5 Yr) C C C

Kaoru Yamaguchi

Interface – Fiscal Policy

Overview

GDP

Producer

Consumer

Banks

GDP

Simulation

Interest, Price

& Wage

Government

Fiscal Policy

Monetary

Policy

Public MoneyAdministration(Central Bank)

Population

Labor Force

(C) Prof. KaoruYamaguchi, Ph.D.

Doshisha Business SchoolKyoto, Japan

Currency

Circulation

B/S

Check

GDP.f

Producer.f

Consumer.f

Banks.f

GDP

Simulation.f

Interest, Price

& Wage.f

Government.f

Fiscal Policy.f

Monetary

Policy.f

Public MoneyAdministration.f(Central Bank.f)

B/S C

heck.f

Population

Labor Force.f

Currency

Circulation.f

Foreign

Exchange RateBalance of

Payments

Trade & Investment Abroad

Simulation

Title

Economic

IndicatorsEconomic

Indicators.f

Potential GDP, GDP and Aggregate Demand

560

420

280

140

0

5 5 5 5 5 5 5 5 5 5 5 5 5

4 4 4 4 4 4 4 4 4 4 4 4 4

3 3 33 3

33 3

33 3

33

2 22

22

2 2 22

22

22

1 1 1 11

11

11

11

11

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Yen

Rea

l/Y

ear

Potential GDP : Public Money Policy 1 1 1 1 1 1 1 1 1 1

"GDP (real)" : Public Money Policy 2 2 2 2 2 2 2 2 2

"Aggregate Demand (real)" : Public Money Policy 3 3 3 3 3 3 3 3

"Consumption (real)" : Public Money Policy 4 4 4 4 4 4 4 4 4

"Investment (real)" : Public Money Policy 5 5 5 5 5 5 5 5 5

Government Budget, Current Deficit and Debt

80 Yen/Year

300 Yen

60 Yen/Year

225 Yen

40 Yen/Year

150 Yen

20 Yen/Year

75 Yen

0 Yen/Year

0 Yen

5

5

5

5

5

55

5 5 5

44

4 4 4 4 4 4 4 4

33

3

3

3

3 3 3 3 3

2

2

22

22

2 2

2 2 2

11

11

11

11 1

1 1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Tax Revenues : Public Money Policy Yen/Year1 1 1 1 1 1 1

Government Expenditure : Public Money Policy Yen/Year2 2 2 2 2

Government Deficit : Public Money Policy Yen/Year3 3 3 3 3 3

Interest paid by the Government : Public Money Policy Yen/Year4 4 4 4

"Debt (Government)" : Public Money Policy Yen5 5 5 5 5 5

Change in Government Expenditure

-40 40

Time for Fiscal Policy

0 50

Corporate Tax Rate

0 0.3

Switch

0 1

Base Expenditure

20 120

Independent <---> Revenue-dependent

AD Curve and Interest Rate(IS-LM)

1.06 Yen/YenReal

0.03 1/Year

1.03 Yen/YenReal

0.025 1/Year

1 Yen/YenReal

0.02 1/Year

0.97 Yen/YenReal

0.015 1/Year

0.94 Yen/YenReal

0.01 1/Year

2

2

22 2 2 2

2

22

22

2

2

2 2

11

1

11 1 1 1

1 1 11 1 1 1 1

300 316 332 348 364 380 396 412 428

"GDP (real)"

Price : Public Money Policy Yen/YenReal1 1 1 1 1 1 1 1 1 1 1

Interest Rate : Public Money Policy 1/Year2 2 2 2 2 2 2 2 2 2 2

"Change in Lump-sum Taxes"

-10 30

Government Debt Period

1 50

Change in Income Tax Rate

-0.1 0.1Change in Excise Rate

-0.05 0.15

Initial Government Debt

0 500

Desired Labor

90 Person

5 Person/Year

82.5 Person

2.5 Person/Year

75 Person

0 Person/Year

67.5 Person

-2.5 Person/Year

60 Person

-5 Person/Year

3

33 3

3

3 3

33 3

3 3 3

2

2

2

2

22

2

2

2

2

22 2

1 1

1 1

11

1

1

1

1

1

1

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Desired Labor : Public Money Policy Person1 1 1 1 1 1 1 1

Employed Labor : Public Money Policy Person2 2 2 2 2 2 2 2

Net Employment : Public Money Policy Person/Year3 3 3 3 3 3

Delay Time of Price Change

0 2.4

Delay Time of Wage Change

0 10

Labor Market Flexibility

0 10

"Cost-push (Wage) Coefficient"

0 0.68

"Output Ratio Elasticity (Effect on Price)"

0 2

Weight of Inventory Ratio

0 1

"Labor Ratio Elasticity (Effect on Wage)"

0 2

"Money Ratio Elasticity (Effect on Interest Rate)"

0.1 2

Delay Time of Interest Rate Change

1 20

Velocity of Money

0.5 1.5

Debt-GDP ratio

2

1.5

1

0.5

0

C

C C

B

B

B

:

:

:

9

9

9

8

8

8

7

77

6

6

6

5

5

5

44

4

3

3

3

2

2

2

1

1

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Yea

r

"Debt-GDP ratio" : Public Money Policy 1 1"Debt-GDP ratio" : Public Money (100% 10 Yr) 2 2"Debt-GDP ratio" : Public Money (100% 1 Yr) 3 3"Debt-GDP ratio" : Primary Balance(=90%)(all) 4 4"Debt-GDP ratio" : Inflation 5 5 5"Debt-GDP ratio" : Income Tax (10+5%) 6 6"Debt-GDP ratio" : Equilibrium (Public) 7 7"Debt-GDP ratio" : Excise Tax (5+5%) Only 8 8"Debt-GDP ratio" : Equilibrium (Debt) 9 9"Debt-GDP ratio" : Primary Balance(=90%) : :"Debt-GDP ratio" : Excise Tax (5+5%) B B"Debt-GDP ratio" : Public Money (100% 5 Yr) C C

"Switch (Seigniorage)"

0 1

Public Money

0 50

Issue Time

1 50

Issue Duration

1 30

Primary Balance Change

-0.5 0.5

Primary Balance Change Time

1 50

"Switch (Seigniorage) Time"

0 30

<RR Ratio Change2 Table>

Kaoru Yamaguchi

Interface – Monetary Policy

Overview

GDP

Producer

Consumer

Banks

GDP

Simulation

Interest, Price

& Wage

Government

Fiscal Policy

Monetary

Policy

Public MoneyAdministration(Central Bank)

Population

Labor Force

(C) Prof. KaoruYamaguchi, Ph.D.

Doshisha Business SchoolKyoto, Japan

Currency

Circulation

B/S

Check

GDP.f

Producer.f

Consumer.f

Banks.f

GDP

Simulation.f

Interest, Price

& Wage.f

Government.f

Fiscal Policy.f

Monetary

Policy.f

Public MoneyAdministration.f(Central Bank.f)

B/S C

heck.f

Population

Labor Force.f

Currency

Circulation.f

Foreign

Exchange RateBalance of

Payments

Trade & Investment Abroad

Simulation

Title

Economic

IndicatorsEconomic

Indicators.f

Delay Time of Interest Rate Change

0 0.005

Potential GDP, GDP and Aggregate Demand

560

420

280

140

0

5 5 5 5 5 5 5 5 5 5 5 5 5 5 5

4 4 4 4 4 4 4 4 4 4 4 4 4 4 4

3 3 3 3 3 3 33 3

33

3 3 33

2 22 2 2 2 2 2 2 2 2 2 2

22

2

1 1 1 1 1 1 1 11 1 1

1 1 1 11

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Yen

Real/

Year

Potential GDP : Public Money Policy 1 1 1 1 1 1 1 1 1 1 1 1

"GDP (real)" : Public Money Policy 2 2 2 2 2 2 2 2 2 2 2 2

"Aggregate Demand (real)" : Public Money Policy 3 3 3 3 3 3 3 3 3 3

"Consumption (real)" : Public Money Policy 4 4 4 4 4 4 4 4 4 4 4

"Investment (real)" : Public Money Policy 5 5 5 5 5 5 5 5 5 5 5

RR Ratio Change

-0.1 0.9

RR Ratio Change Time

0 35

Initial Gold held by the Public

50 400Open Market Purchase Operation

0 0.5

Open Market Purchase Time

0 35

Open Market Sale Operation

0 0.5

Open Market Sale Time

0 35

<Currency Ratio Table>

Interest Rate

2,000 YenReal/Year

0.12 1/Year

1,500 YenReal/Year

0.04 1/Year

1,000 YenReal/Year

-0.04 1/Year

500 YenReal/Year

-0.12 1/Year

0 YenReal/Year

-0.2 1/Year

4 4 4 4 4 4 4 4 4 4

3 3 3 3 3 3 3 3 3 3

2 22

22

22

22

2

2

1 1 11

1

1

1

1

1

1

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

"Supply of Money (real)" : Public Money Policy YenReal/Year1 1 1 1

"Demand for Money (real)" : Public Money Policy YenReal/Year2 2 2 2

Interest Rate : Public Money Policy 1/Year3 3 3 3 3 3 3

"Interest Rate (nominal)" : Public Money Policy 1/Year4 4 4 4 4 4

Discount Rate

0 0.02

Velocity of Money

0.2 3

Window Guidance

0 1.5

Delay Time of Wage Change

0 10

Initial Interest Rate

0 0.06

Gold Deposit by the Public

0 500

"Lending by PMA (Central Bank)"

-300 300

Lending Time

0 35

Lending Period

1 20

Discount Rate Change Time

0 50

Discout Rate Change

-0.008 0.02

Currency Outstanding and in Circulation

2,000

1,500

1,000

500

0

6

66 6

66 6

66

6

5 5 5 5 5 5 5 5 5 5 54 4 4 4 4 4 4 4 4 4 4

3

33

33 3

33

33

3

2

2

22

2 22

22

2

2

1

1

11

11

11

11

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Yen

Currency Outstanding : Public Money Policy 1 1 1 1 1 1 1

Currency in Circulation : Public Money Policy 2 2 2 2 2 2 2

"Cash (Consumer)" : Public Money Policy 3 3 3 3 3 3 3

"Cash (Producer)" : Public Money Policy 4 4 4 4 4 4 4 4

"Cash (Government)" : Public Money Policy 5 5 5 5 5 5 5 5

"Currency Outstanding (-Vault Cash)" : Public Money Policy 6 6 6 6 6 6

Initial Vault Cash Ratio

0 1Deposit Time

0 50

Growth Rate of Credit

0.2

-0.1

-0.4

-0.7

-1

2 2 2 2 2 2 2 2 2 2 2 2 2 2

1

1

1 1 1 1 1 1 1 1 1 1 1 1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Dm

nl

Growth Rate of Credit : Public Money Policy 1 1 1 1 1 1

Growth Rate : Public Money Policy 2 2 2 2 2 2 2 2

Money Multiplier

7 Dmnl

8,000 Yen

4.75 Dmnl

6,000 Yen

2.5 Dmnl

4,000 Yen

0.25 Dmnl

2,000 Yen

-2 Dmnl

0 Yen

44 4 4

44

44

3 3 33

33

33

3

2

2

22 2 2 2 2 2

1

1

1

1 1 1 1 1 1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)"Money Multiplier (Data)" : Public Money Policy Dmnl1 1 1 1 1Money Multiplier : Public Money Policy Dmnl2 2 2 2 2 2"Money Supply (Data)" : Public Money Policy Yen3 3 3 3 3 3"Money Supply (Base)" : Public Money Policy Yen4 4 4 4 4

Velocity

0.8

0.75

0.7

0.65

0.6

2

1

1

1

11

1

1

1

1

1

1

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

1/Y

ear

Actual Velocity of Money : Public Money Policy 1 1 1 1 1 1 1Velocity of Money : Public Money Policy 2 2 2 2 2 2 2 2

"Demand for Money by Banks.f"

0 30

Desired Borrowing

200

150

100

50

0

2 2

2

2

2

22

2

2

2

2

2

1 11

1

1

1

1

1

1

1

1

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Yen

/Year

"Desired Borrowing (Producer)" : Public Money Policy 1 1 1 1 1 1"Lending (Banks)" : Public Money Policy 2 2 2 2 2 2 2 2

Delay Time of Price Change

0 2.4

Delay Time of Wage Change

0 10

Labor Market Flexibility

0 10

"Cost-push (Wage) Coefficient"

0 0.68

"Output Ratio Elasticity (Effect on Price)"

0 2

Weight of Inventory Ratio

0 1

"Labor Ratio Elasticity (Effect on Wage)"

0 2

"Money Ratio Elasticity (Effect on Interest Rate)"

0.1 2

Velocity of Money

0.5 1.5

AD Curve and Interest Rate(IS-LM)

1.06 Yen/YenReal

0.03 1/Year

1.03 Yen/YenReal

0.025 1/Year

1 Yen/YenReal

0.02 1/Year

0.97 Yen/YenReal

0.015 1/Year

0.94 Yen/YenReal

0.01 1/Year

2

2

22 2 2

22

2

2

2

22

2

2

11

1

11 1 1 1 1

1 11 1 1 1

300 316 332 348 364 380 396 412 428

"GDP (real)"

Price : Public Money Policy Yen/YenReal1 1 1 1 1 1 1 1 1 1

Interest Rate : Public Money Policy 1/Year2 2 2 2 2 2 2 2 2 2

Growth and Interest Rates

0.05

0.025

0

-0.025

-0.05

2 2 2 2 2 2 2 2 2 2 2 2

1

1

1 1 11

1

1

1

1 1

1

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

1/Y

ear

Growth Rate : Public Money Policy 1 1 1 1 1 1 1

Interest Rate : Public Money Policy 2 2 2 2 2 2 2

Inflation Rate

0.02

0.01

0

-0.01

-0.02

CC

BB

:

:9 9

8

87 7 7

6

6 65 55

44 4

3 3 32 2 21

1 1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

1/Y

ear

Inflation Rate : Public Money Policy 1 1Inflation Rate : Public Money (100% 10 Yr) 2 2Inflation Rate : Public Money (100% 1 Yr) 3Inflation Rate : Primary Balance(=90%)(all) 4Inflation Rate : Inflation 5 5Inflation Rate : Income Tax (10+5%) 6 6Inflation Rate : Equilibrium (Public) 7 7Inflation Rate : Excise Tax (5+5%) Only 8 8Inflation Rate : Equilibrium (Debt) 9 9Inflation Rate : Primary Balance(=90%) : :Inflation Rate : Excise Tax (5+5%) B BInflation Rate : Public Money (100% 5 Yr) C C

Change in Currency Ratio

0 0.4

Time for Change in Currency Ratio

1 30

Delay Time of Price Change

1 10

Kaoru Yamaguchi

Interface – Trade & Investment Simulation

Overview

GDP

Producer

Consumer

Banks

GDP

Simulation

Interest, Price

& Wage

Government

Fiscal Policy

Monetary

Policy

Public MoneyAdministration(Central Bank)

Population

Labor Force

(C) Prof. KaoruYamaguchi, Ph.D.

Doshisha Business SchoolKyoto, Japan

Currency

Circulation

B/S

Check

GDP.f

Producer.f

Consumer.f

Banks.f

GDP

Simulation.f

Interest, Price

& Wage.f

Government.f

Fiscal Policy.f

Monetary

Policy.f

Public MoneyAdministration.f(Central Bank.f)

B/S C

heck.f

Population

Labor Force.f

Currency

Circulation.f

Foreign

Exchange RateBalance of

Payments

Trade & Investment Abroad

Simulation

Title

Economic

IndicatorsEconomic

Indicators.f

Potential GDP, GDP and Aggregate Demand

560

420

280

140

0

5 5 5 5 5 5 5 5 5 5 5 5 54 4 4 4 4 4 4 4 4 4 4 4 4

3 3 3 3 3 33 3 3

3 33

3

2 22 2 2 2

2 22

22

2 2

1 1 1 1 1 1 1 11

1 11 1

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Yen

Real/

Year

Potential GDP : Public Money Policy 1 1 1 1 1 1 1 1 1 1

"GDP (real)" : Public Money Policy 2 2 2 2 2 2 2 2 2

"Aggregate Demand (real)" : Public Money Policy 3 3 3 3 3 3 3 3

"Consumption (real)" : Public Money Policy 4 4 4 4 4 4 4 4 4

"Investment (real)" : Public Money Policy 5 5 5 5 5 5 5 5 5

Foreign Exchange Rate

1.4

1.2

1

0.8

0.6

3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 32 2 2 22 2

22 2 2 2

2 2 2 2 2 2 21 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Yen/D

ollar

Foreign Exchange Rate : Public Money Policy 1 1 1 1 1 1 1 1 1 1

Expected Foreign Exchange Rate : Public Money Policy 2 2 2 2 2 2 2 2 2

Real Foreign Exchange Rate : Public Money Policy 3 3 3 3 3 3 3 3 3

Trade Balance

2

1

0

-1

-2

2

2 2 2

2

2

2

2

2

2

2

2

1 11 1

1

11

1

1

1

1 11

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Yen

/Year

Trade Balance : Public Money Policy 1 1 1 1 1 1

"Trade Balance.f" : Public Money Policy 2 2 2 2 2

Balance of Payments

3

1.5

0

-1.5

-3

4 4 4 4 4 4 4 43 3 3 3 3 3 3 3

2

22

2

2

2

2

2

1 11

1 1

1

1

11

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Yen/Y

ear

Current Account : Public Money Policy 1 1 1 1 1"Capital & Financial Account" : Public Money Policy 2 2 2 2Changes in Reserve Assets : Public Money Policy 3 3 3 3 3Balance of Payments : Public Money Policy 4 4 4 4 4 4

Imports Coefficient

0 0.2

"Imports Coefficient.f"

0 0.2

Interest Arbitrage

0.02

0.01

0

-0.01

-0.02

2

2

2

2

2

2

2

2

2

2

2 2

1

1

1

1

1

1

1

1

1

11

1 1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

1/Y

ear

Interest Arbitrage Adjusted : Public Money Policy 1 1 1 1 1 1 1 1"Interest Arbitrage Adjusted.f" : Public Money Policy 2 2 2 2 2 2 2 2

Financial Investment Ratio

0 0.2

"Financial Investment Ratio.f"

0 0.2

Exports-Imports

50 Yen/Year

2 Yen/Year

35 Yen/Year

0 Yen/Year

20 Yen/Year

-2 Yen/Year

3

3 3

3

3

33

3

3

3 3

22

22

22

22

22

2

11

11

11

1

11

1

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Exports : Public Money Policy Yen/Year1 1 1 1 1 1

Imports : Public Money Policy Yen/Year2 2 2 2 2

Trade Balance : Public Money Policy Yen/Year3 3 3 3

Finacial Investment

4

2.925

1.85

0.775

-0.3

2

22

2

2

22

2

2

2

2

2

2

2 2

1 1 1 1 1 1 1 1 11

1 1 1 1 1 1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Yen/Y

ear

Financial Investment Abroad : Public Money Policy 1 1 1 1 1 1 1 1 1 1Foreign Financial Investment Abroad : Public Money Policy 2 2 2 2 2 2 2 2 2 2

Direct Investment Ratio

0 0.2

"Direct Investment Ratio.f"

0 0.2Adjustment Time of FE

1 30

Initial Financial Assets

0 2,000

"Initial Financial Assets.f"

0 2,000

seeds

1 100mean

-0.1 0.1

Price

1.5

1.25

1

0.75

0.5

3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 32 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 21 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Yen/Y

enR

eal

Price : Public Money Policy 1 1 1 1 1 1 1 1 1 1 1 1 1

"Price.f" : Public Money Policy 2 2 2 2 2 2 2 2 2 2 2 2 2

Real Foreign Exchange Rate : Public Money Policy 3 3 3 3 3 3 3 3 3

Currency Outstanding.f and in Circulation.f

2,000

1,500

1,000

500

0

6 66

66

66

6

6

6

5 5 5 5 5 5 5 5 5 54 4 4 4 4 4 4 4 4 4

3

3 33

33

33

3

3

2

2 22

22

2

2

2

2

1

1 11

11

1

1

1

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Do

llar

"Currency Outstanding.f" : Public Money Policy 1 1 1 1 1 1 1

"Currency in Circulation.f" : Public Money Policy 2 2 2 2 2 2

"Cash (Consumer).f" : Public Money Policy 3 3 3 3 3 3 3

"Cash (Producer).f" : Public Money Policy 4 4 4 4 4 4 4

"Cash (Government).f" : Public Money Policy 5 5 5 5 5 5 5

"Currency Outstanding (-Vault Cash).f" : Public Money Policy 6 6 6 6 6 6

Currency Outstanding and in Circulation

2,000

1,500

1,000

500

0

66

66 6

6 66

66

5 5 5 5 5 5 5 5 5 54 4 4 4 4 4 4 4 4 43

33 3 3 3 3

33

3

22

22

2 22

22

2

11

11

1 11

11

1

0 5 10 15 20 25 30 35 40 45 50

Time (Year)

Yen

Currency Outstanding : Public Money Policy 1 1 1 1 1 1 1

Currency in Circulation : Public Money Policy 2 2 2 2 2 2 2

"Cash (Consumer)" : Public Money Policy 3 3 3 3 3 3 3

"Cash (Producer)" : Public Money Policy 4 4 4 4 4 4 4

"Cash (Government)" : Public Money Policy 5 5 5 5 5 5 5

"Currency Outstanding (-Vault Cash)" : Public Money Policy 6 6 6 6 6 6

"Ratio Elasticity (Effect on Foreign Exchange Rate)"

0 1.5

standard deviation

0 0.3

Kaoru Yamaguchi

Future Work

• endogenously: – Money Supply (Central Bank, Banks) – Population / Labor Dynamics

• exogenous shocks: Inflation Rate (oil shock), BDP deflator? • disaggregation:

– Consumers (income from labor/capital)

– Banks (savings/debt: in HRK / indexed in f/c)

– Producers • (small / medium / large) • (sectors: agriculture / construction / industry / services / public…)

– Government • (local / central: budgetary + extra-budgetary) • taxation • foreign borrowing

– Foreign sector? – Applications?

Applications • EIZ:

– forecasting: GDP, I, C, G, Inv, i, , D/S, debt… – calibration for other countries (Serbia, Slovenia, Czech...) – scientific projects and publications, commercial projects

• HNB: – stress tests, spillover effects, forecasting of non-performing loans? – lincage between monetary and real economy

• MRRFEU: – programming frameworks of EU funds to the sectors with the largest

investment / financial gaps and multiplication potentials

• MINGO / MINPO: – multiplication effects by sectors (Lovrinčević), dynamics of multiplication

• MFIN: – projections of tax revenues and the impacts of changes in tax rates – projections of government expenditure, deficit, debt and impact on GDP – estimation of non-observed economy

Primjene • EIZ:

– prognoze kretanja: BDP, I, C, G, Inv, i, , D/S, debt… – kalibracija za ostale zemlje (Srbija, Slovenija, Češka...) – znanstveni projekti i publikacije, komercijalni projekti

• HNB: – stres testovi, spillover efekti, nenaplativi krediti? – veze monetarne i realne ekonomije

• MRRFEU: – usmjeravanje okvira EU fondova prema sektorima s najvećim

investicijskim/ financijskim potrebama i multiplikacijom

• MINGO / MINPO: – multiplikacijski efekti po sektorima (Lovrinčević), dinamika multiplikacije

• MFIN: – projekcije poreznih prihoda i utjecaja promjene poreznih stopa – projekcija državnih rashoda, deficita, duga i njihova utjecaja na BDP – procjena sive ekonomije