GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07,...

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GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Transcript of GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07,...

Page 1: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

GSB 410 Economic Analysis

• Dr. Jeff S. Hong

• University of Bridgeport at Stamford, CT

• Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Page 2: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Demand & Supply

• QXd = f(pX, Y, N, pZ, … etc.)

• e.g.) Q = a+b1p+b2Y+b3N+b4pZ+e

• QXs = f(pX, n, r, w … etc.)

• e.g.) Q = a+b1p+b2n+b3r+b4w+e

Page 3: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Bivariate Eqm Determination

• QD = a + bP, where b<0.

• QS = z + mP

• Solve for Eqm Pe & Qe.

• QD = a + bP = z + mP = QS

• a - z = mP - bP

• a - z = (m - b)Pe, where b<0.

• Pe = (a - z)/(m - b)

• Qe = a + bPe or Qe = z + mPe

Page 4: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Qe & pe for Nike Shoes

• The demand and supply curves for Nike tennis shoes are given by the following equations.

• Q = 24,000 500p Q = 6,000 + 1,000p, where p is price in $ and Q is the # of pairs per month.

• Find the eqm price and quantity.

Page 5: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Economy in the Long-Run PSRAD LRAS

SRAS LRAD Y

Page 6: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Production Possibility Frontier

YK (e.g. Car)

PPF

XL (e.g. Wheat)

Page 7: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Why is PPF Bowed in?

• Increasing (Opportunity) Cost (TC OC) - The opportunity cost of Y is increasing.

• As we produce more of Y, we have to give up more of X for an additional unit of Y.

• Technically, Marginal Rate of Substitution between X and Y (MRSXY) is increasing.

Page 8: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Marginal Rate of Substitution XY

Y

X

Page 9: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Opportunity Cost, Comparative Advantage & Int’l Trade

• France Germany

• Wine50 bottles/labor 5 bottles/labor

• Beer 25 bottles/labor 20 bottles/labor

• Opportunity 1/2 beer 4 beer

• Cost of Wine

• Opportunity 2 wine 1/4 wine

• Cost of Beer

Page 10: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Import Tariff, Price Control, & Market DistortionP

tariff = effective subsidy S

Ptariff

P*

Shortage

QD Q* QS D Q

Page 11: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Long-Run Growth f(k), sf(k), k f(k)

MPK = r = f'(k) = [f(k+1) f(k)]/ k k

r(MPK) sf(k)

i = sf(k) > k i = s f(k )< k

i* = sf(k*) = k*

SS k* k

Page 12: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Economy in the Long Run

skfk

SSinkksf

kksfkik

LIiksfsyi

whereiysickf

kfyLKFLY

/*)(/*

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)(

/&)(

,)1()(

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Page 13: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Business Cycle: InflationPSRAD LRAS

SRAD

P

SRAS LRAD Y Y

Page 14: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Business Cycle: Recession

PBoom

Range of Accelerated Inflation

Recovery Contraction/Stagnation

Recession UnemploymentTrough

Page 15: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Business Cycle - continued• At the height of economic boom, inflation is accelerating

due to excessive D.

• High price level & wage due to (inflation) increases production cost.

• Firms downsize to reduce cost until p & w fall enough to make profit again.

• When recession hits bottom, firms start expanding to take advantage of low p & w.

• If >i, high discourages lending to the much needed investment.

Page 16: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

How to Measure Inflation?• CPI = P(retail goods)given year / P(retail goods)base

year * 100

• PPI = P(wholesale ) given year / P(wholesale) base year * 100

• GDP deflator = P(all goods) given year / P(all goods) base year * 100

• or Nominal GDP / Real GDP *100, where Nominal GDP = Real GDP * .

• i = r +

Page 17: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Unemployment

• Frictional

• Structural

• Seasonal

• Cyclical

• Natural Rate of Unemployment (NAIRU) = Frictional + Structural + Seasonal

• U = No. of Unemployed / (Total LF - No. of Discouraged Workers) * 100

Page 18: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Accounting for National Income• National Income Accounting Identity

• Y = C + I + G + (X-M), where

• Y = Output = Income = GDP

• Sources = Uses

• Balance of Payments Adjustments

• Y C G = I + (X-M)

• S(National Saving) = I + (X-M)

• S I = X M

• Capital Account = Current Account

Page 19: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Accounting for Consumption

• C = f(Yd, W, p, , r, Et[Yt+1])

• C = f(Yd, Ceteris Paribus), where

• Yd = YT• C = a + bYd

• b = MPC = C/Yd = (C2 C1)/(Yd2 Yd1) Yd causes movement along the Consumption

schedule. in other variables shifts the entire C skdl.

Page 20: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Marginal Propensity to Consume• MPC = C/Yd = (C2–C1)/(Y2–Y1)C C'

C

C2

C"

C1 MPC < 1

W, , P

Yd1 Yd2 Yd

Page 21: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Accounting for Investment

• I = f(r), where • r = i = i Pt/Pt-1

• An inflation would decrease r making it easier for businesses to borrow. K investments will increase.

• A deflation would increase r making it difficult for businesses to borrow. K investments will decrease.

Page 22: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Accounting for Net Export

• G is exogenous. (regardless of T)

• X M = f(YF/YH, e)• e = PriceH/PriceF

• e Depreciation of home currency

• e Appreciation of home currency

Page 23: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

National Income: AD Side Eqm

• AD in Eqm if Y(GDP)=C+I+G+(X–M)=AD.Expenditure = C+I+G+(X-M) = C+u = bY+a = f(Y)

MPC = 1C+I+G+(X-M)

P C+u = bY+a, whereb = MPC < 1 and

P u = I+G+(X-M)

45 Y* Y*' Y(GDP)

Page 24: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Effect of Price & AD CurveP

AD

E"P"

P E

E'P

Y" Y Y' Y

Page 25: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Simple Algebraic Eqm Income Determination

• Let C = a + bYd = a + b(YT) (1)

• Y = C + I + G + (XM) (2)

• Y = (a + bYd) + I + G + (XM)= a bT + bY + I + G + (XM)

(3)

• (1b)Y = a bT + I + G + (XM) (4)

• (5)b

MXGIbTaY

1

)(

Page 26: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Graphing AD Side Eqm

• Y C I G XM• 3,600 3,100 240 120 40

• 3,700 3,200 240 120 40

• 3,800 3,400 240 120 40

• 3,900 3,600 240 120 40

• 4,000 3,700 240 120 40

Page 27: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Graphing AD Eqm - continuedExpenditure

Expenditure

3,800 E

3,800 Y(GDP)

Page 28: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Circular Flow: Leakage & Injection

• Yd+T = C+I+X–M+G

• C+S+T = C+I+X–M+G

• S+T+M = I+X+G

• Leakage = Injection

Page 29: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

AD Eqm & Full Employment• Recessionary Gap & Inflationary GapExpenditure E

C+I+G+(X-M)Potential GDP

Cool off EF

Recessionary Gap Inflationary Gap(from using the slack in

ER resource employment: NRU 4%~6%)

YR YF Y Y(GDP)

Page 30: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Consumption & Multiplier Effect

• Induced C stems from Yd. Movement along C schedule.

• Autonomous C results in shift of the entire C schedule w/o any Yd. (e.g. P)

• Only autonomous C will have multiplier effect.

Page 31: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Autonomous ConsumptionExpenditure

Expenditure1

E1 Expenditure0 P

E0

Y0 Y1 Y(GDP)

Page 32: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Multiplier Effect• Assume initial consumption of $1Mil @MPC = .75.

• C = 1Mil + .75*1Mil + .75*(.75*1Mil) + .75*[.75*(.75*1Mil)] … = i=0k .75^i*1Mil

• C=1Mil(1+.75+.75^2+.75^3+ … +.75^k)…(1)

• .75C=1Mil(.75+. 75^2+.75^3+ … +.75^k+1 (2)

• In the limit where k, (1) – (2)

• (1–.75)C = $1Mil C = $1Mil/(1–.75) Multiplier = 1/(1–MPC)

Page 33: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Multiplier is Oversimplified. • Multiplier ignores other factors that affect MPC

negatively such as:

• international trade (MCExpenditure skdl becomes flatter.Multiplier) i.e.) M = m(Y–T), where m = MPM If mb, since Yd=(b+m+s)Yd, where b+m+s =1

• inflation (C)

• income tax (C)

• financial system (Tight money policy money multiplier.)

Page 34: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Algebra of Oversimplified Multiplier• From Income Determination

• (1)

• Suppose any of the variables in the numerator increases by 1 unit:

• (2)

Y = (1)–(2) =

b

MXGIbTaY

1

)(

b

MXGIbTaY

1

1)(

b

MXGIbTa

1

1)(

b

MXGIbTa

1

)(

b1

1

Page 35: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Four Possible States of the EconomyP P

Inflation Deflation Y

Perfect Growth Stagflation

Y

Page 36: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

National Income: AS Side

• AD = C+I+G+(X-M) = f(p, n, r, w, tech etc.) = AS

• is sloped positively, because producers are motivated by (profit), where

.

),,,,,( techMPLMPKnpfQYAS AS

QrwQpTCTR *)(*

)( rKwLpQ

Page 37: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Aggregate Supply Curve• Firms normally purchase K&L at fixed price (w

& r, or MPL & MPK) in the SR. Thus, higher selling prices make production more profitable.

i.e.)

• Wages account for more than 70% of all inputs.

• If wAS (AS shifts in.)

• If wAS (AS shifts out.)

QrwQp *)(*

Page 38: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Shift in AS schedule• If price of K (r or MPK)/AS curve will

shift in/out.

• Technological breakthrough productivity, thus shifts As curve out.

• If w is constant, productivity costs, thus Y.

• As LF in both quantity and quality, and as the K stockthrough I, AS will shift out, more output (Y or Q) at given price ( ).p

Page 39: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

General Idea of Profit Max

0)(

,)(

Q

TCTR

Q

where

Q

TC

Q

Qrwrwp

Q

pQ

Q

TR

Page 40: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Neoclassical Correction of Recession• Recessionary Gap is caused by inadequate C or by

anemic I.

• Cyclical unemployment. • Those employed eagerly hang on to the job. natural

downward pressure on w w shifts AS curve out.p Recessionary gap.

• Deflation erodes the recessionary gap, eventually leading to YF.

• Conversely, inflationary gap is corrected by inflation (upward pressure on w & p).

Page 41: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Self-Correcting Mechanism

• The self-correcting mechanism does operate, if ever, only too slowly and weakly at heavy cost, thus giving rise to the need for gov't stabilization policy (AD vis-a-vis Structural Adjustment: AD).

• Self-correcting mechanism works on the AS-side while expansionary/contractionary fiscal/monetary policies work on the AD-side.

Page 42: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Critiques of Self-Correcting Mechanism• Deflationary Spiral: Businesses may be reluctant to

hire more when they see no prospects of C increasing, as consumers, afraid of depleting their wealth, are unwilling to spend (cf. paradox of thrift).

• i = r + r = i = i (Pt Pt-1)/Pt-1

• If (Pt Pt-1) < 0, then r > i Firms’ borrowingIY.• Keynesian Theory of Wage Rigidity (ratchet

effect)

Page 43: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Self-Correcting Critiques - continued• Psychological Factors/ Efficiency Wage: If wage, workers would

either quit or devote less care to work (shirking). bad for morale To prevent moral hazard, pay high wages (efficiency wage).

• Less Severe Biz Cycles after WWII: Recessions would not necessarily turn into depressions. Wait out rather than accept the w reductions.

• Productivity Concerns: Productivity of individual workers are hard to identify. General wage cut might result in the loss of best employees. Pay efficiency wage to avoid adverse selection.

• Minimum Wage

Page 44: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Neoclassical Correction of Inflation

• Inflation eventually erodes inflationary gap, and brings the economy to the EF. - i.e.

• Rising prices purchasing power of consumers’ wealth cut back on C.

• X, M . ( Ph/Pf > 1)

• Eventually, AD is scaled back to YF, but the economy experience stagflation (p +Y) until the gap is eliminated.

• EqmLR established w/ p and Y = YF.

Page 45: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Two Types of Inflation

• Demand-Pull Inflation: A brief period of stagflation is a natural course of adjustment/correction that comes after a demand-pull inflation.

• Cost-Push Inflation or Stagflation: Adverse supply shocks cause a fall in output and acceleration in inflation.

Page 46: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Inflation & Multiplier

PH (X-M) & MPC , prices will also rise. This will reduce net exports

(assuming no change in nominal e) and dampen consumer spending. "How much results from D" or "how much of the multiplier chain is cut off by " depends on the slope of the AS curve.

• ADtptbtItADt+1 This also cuts the multiplier effect.

)1(

1

MPC

)(, fh rrfewhereeiff

Page 47: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Fiscal Policy• Fixed (lump-sum) Taxes: e.g.)

property taxes do not depend on Y

• Yd = YT C Expenditure

• Yd = YT C Expenditure Y Yd C = MPCYd

• Since no MPC, FT shifts C down in parallel.

Page 48: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Fiscal Policy (cont’d)• Variable Taxes (usually Progressive):

• e.g.) personal/corporate income & sales taxes = f(Y)

• Yd = YY = (1)Y, where T=Y• Yd = (1)Y C tilts down more sharply

@YH than @YL.

• Yd = (1)Y C tilts up more sharply @YH than @YL.

Y (1)Y=Yd C = MPC(1)Y = MPCVT Yd

tilts the C as it changes MPC by (1).

Page 49: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Fiscal Policy (cont’d)• Effects of Fixed Tax Expenditure Fixed Tax

CFT

CVT

Fixed Tax

MPCFT>MPCVT

Y

Page 50: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Fiscal Policy (cont’d)• Effects of Variable Tax

Expenditure Variable CV

E Variable

45 Y

Page 51: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Fixed Tax Multiplier

MPC

MPC

b

bYYY

b

MXGITbaY

b

MXGIbTaY

MXGIbTaYb

MXGIbTabYY

MXGIbTbYa

MXGITYbaY

11'

1

)()1$('

1

)(

)()1(

)(

)(

)(][

Page 52: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Variable Tax Multiplier

)1(1

1

)1(1

1$'

)1(1

1$)('

)1(1

)(

)()1(

MPCbYYY

b

MXGIaY

b

MXGIaY

MXGIYbaY

YTLet

Page 53: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Fiscal Policy - Tax Multiplier

• Government purchases add to total expenditure directly through G in C+I+G+(XM).

• Taxes reduce C. Depending on how much spending & taxing G may or Y.

• Because they work indirectly via C, multipliers for tax changes are more complicated than multipliers for G.

Page 54: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Fiscal Policy - G vs. T Multipliers• MultiplierGMultiplier , T work indirectly

by first changing Yd and then changing C. Since some Yd affects S rather than C, a $1 tax cut doesn’t pack as much punch as $1 of G.

• If G & T by equal amounts, the effects don’t cancel out. Instead, Yeqm on AD side . If G and T by equal amounts, Yeqm level on AD side .

Fiscal policies that keep deficit the same (G = T) don’t necessarily keep AD the same. Besides, G=T won't crowd out I.

T

Y

G

Y

Page 55: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Expansionary Fiscal Policy

• Assuming P level is fixed, 3 options to raise GDP in the event of a recessionary gap:

• i) G, ii) T or iii) Transfer Payments. e.g.) If YF=$7000, the economy is at recessionary gap w/ YE=$6000. If the Multiplier is 2.5, you can either i) G, ii) T, iii) Transfer Payments or iv) some combination of i) through iii) by only $400 to eliminate the recessionary gap.

Page 56: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Contractionary Fiscal Policy

• If inflationary gap, 3 options:

• i) G, ii) T, iii) Transfer Payments or iv) some combination of i) through iii).

• But if the economy is approximately at YF, this could rather cause unemployment.

Page 57: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Gov’t Spending or Tax?

• Any combo of G and T that produces the same AD, leads to the same Y and p.

• Whether to G/T depends on how large a public sector policymakers want.

• Advocates of big gov’t seek to AD thru G (to cure recession) and AD thru T (to cure inflation).

• Advocates of small gov’t seek to AD by T and AD thru G.

Page 58: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Why Balance the Budget?

• Crowding Out Effect: G crowds out I i.e.) GT0 gov’t borrowing

bank's credit to gov't i (cost of borrowing) I

(GT)ILR Growth. G by bond sale isn't always preferred to

G through T, b/c G by bond sale may lead to crowding-out of I.

Page 59: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Should Government Intervene?• Liberal: pro-intervention, discretionary

stabilization, coarse tuning is good enough. In the presence of long lags, attempts at stabilizing the economy can actually destabilize it. Democrat platform.

• Conservative: min government intervention, automatic stabilizer () through fixed rules, criticize lags and uncertainties of stabilization policy, both fiscal and monetary. Republican platform

Page 60: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Should Gov’t Intervene? (cont’d)

• Automatic Stabilizer: automatically serves to support AD when it would otherwise sag and to hold down AD when it would otherwise surge ahead. reduces sensitivity to shocks.

• e.g.) income tax, unemployment insurance, etc. multiplier.

Page 61: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Banking & Monetary Policy• Definition of Money

– Medium of Exchange– Unit of Account– Store of Value

• Evolution of Money– Barter System: double coincidence of wants.– Commodity Money: intrinsic value (G&S coins)

– Fiat Money: no intrinsic value, but backed• i) fully by gold & silver of equal value held in the issuer’s

vault (full-bodied paper money)

• ii) partially by gold & silver (19C bank notes)

• iii) only by confidence (present day)

Page 62: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Measuring Quantity of Money• M1 (Completely liquid) = Currency + Checkable

Deposit balances in banks and savings institutions

• M2 (liquid < M1) = M1 + Savings Account balances + shares in MMMF + small time deposits (CD)

• M3 = M2 + large time deposits (CD)

• Near Moneys: Liquid assets that are close substitutes for money, but not included in MS (e.g. short-term government bonds)

– Liquidity refers to the ease w/ which it can be converted into cash

Page 63: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Money & K Markets and Banking• Money Market: Short-term, highly-liquid debt securities

• Capital Market: Long-term debts & stocks

• Fractional Reserve Banking: min reserve ratio required in the vault, while bank can – pursue profit by accepting deposits @ low i, but charge high i

to loans. – have discretion over Ms. – be exposed to runs.

• Bank Regulation– Deposit Insurance: e.g. FDIC– Bank Examination– Minimum Required Reserves

Page 64: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Bank’s Balance Sheet

Assets Liabilities & Net Worth

Assets Liabilities

Reserves @20% RR 1,000,000$ Checking Deposits 5,000,000$

Loans Outstanding 4500000 (4000000+N.W.)

Total 55,000,000$

Addendum: Bank Reserves Net Worth (=Accounting convention for discrepency)

Actual Reserves 1,000,000$ Stockholder's equity 500,000$

Required Reserves 1,000,000$

Excess Reserves -$ Total 5,500,000$

Page 65: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Federal Reserve System

Commercial Banks Federal Reserve

Assets Liabilities Assets Liabilities

Reserves 100 mil 4, T-Bills 100 mil Bank Reserves100 mil

T-Bills -100 mil 2, buys/receives/collects1, pays/owes 3,

Addendum: Changes in Reserves

Actual Reserves100 mil

Required ReservesNo Change Assume the bank already met RR before this transaction.

Excess Reserves100 mil

Page 66: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Open Market Operation & Fed Balance Sheet

• Fed buys U.S. gov’t securities. pays by creating new bank reserves w/ Fed. Ms (monetary expansion through money multiplier)

• Fed sells U.S. gov’t securities. collects by reducing bank reserves w/ Fed. Ms

Page 67: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Multi-Rounds of Banking & Money Creation

Running Sums

Reserves @20% Lent Out Reserves @20% Deposits Loans

20,000$ 80,000$ 20,000$ 100,000$ 80,000$

16,000$ 64,000$ 36,000$ 180,000$ 144,000$

12,800$ 51,200$ 48,800$ 244,000$ 195,200$

10,240$ 40,960$ 59,240$ 295,200$ 236,160$

8,192$ 32,768$ 67,232$ 336,160$ 268,928$

continued continued continued continued continued

100,000$ 500,000$ 400,000$

Page 68: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Multi-Rounds of Banking & Money Creation

- continued

000,100$,1

)1(1)1(

000,400$000,80$8.1

1

)1(1

1

1

11

,000,500$000,100$8.1

1

)1(1

1

1

11

0032

0

032

0

032

0

LDorDR

RDRRRRRDR

mL

RRRRRLL

ratioreserverequiredmwhere

mD

RRRRRDD

Page 69: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Multiple Rounds of Money Creation

• The chain of deposit creation ends only when there are no more excess reserves to be loaned out. (when the initial deposit is exhausted in loans.)

• Since balance sheets must balance, the sum of all newly created assets (reserves + loans) must equal the sum of all newly created liabilities

Page 70: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Oversimplified Deposit Multiplier

• Restrictive Assumptions– Every recipient of cash must redeposit the cash

into another bank rather than hold it. – Every bank must hold reserves no larger than

the legal minimum.

serveR

servem

Deposit Re1

1Re

1

Page 71: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Need for Monetary Policy• During a recession, banks would Ms by excess

reserves. Such a contraction of Ms would aggravate recession.

• Banks will want to squeeze the max possible Ms out of cash reserves by keeping their reserves at the bare min when D for bank loans is buoyant, are high, and secure I opportunities abound.

• During an economic boom, banks Ms, adding undesirable inflationary momentum to the boom.

Page 72: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Need for Monetary Policy- continued

• Bringing the money into analysis sheds a new light to explaining the biz cycle.– Inflationary gap: not due to exogenous I, but

due to Ms money multiplier/ money illusion AD .

– T (Fiscal) or i (Monetary) C & I AD .

Page 73: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

How Fed Controls Money Supply

• OMO, Bond Prices, and Interest Rates Bond sale Pb Rf i, since T-bond yield ≈

Rf return (i). If bond yield is Rf, banks must pay at least bond yield to attract deposit and charge higher i on the loan.

– OMO bond purchase/sale not only Ms/ Ms, but also i/i.

Page 74: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

How Fed Controls MS - cont’d• Discount Rate/Bank Rate

– Fed lends to commercial bank in trouble. c- bank’s deposit account w/ Fed Ms.

– Fed can influence banks’ borrowing by manipulating i on these loans discount rate.

– In the U.S., Fed relies primarily on OMO. Discount rate is secondarily and passively used to keep it in line w/ market i.

• Reserve Requirements R.R./R.R. Ms/Ms.– Fed no longer uses R.R. as a weapon of monetary

control. Currently, R.R. is 10%.

Page 75: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Money Supply Mechanism

• Ms = f(i, Fed policy): i Banks loans & deposits Ms (mitigateMs).

• However, the Fed can shift this relationship between i and Ms by employing either OMO, discount rate, or R.R..

• Sensitivity of Ms to i is rather weak. (For policy purpose, fix Ms or i.)

Page 76: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

IS-LM Model for Yeqm & r*i (r)

LM

r*

IS

Y* M/P, Y, I

Page 77: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Money Demand on LM Side

h

MY

h

ki

LMMLifik

h

k

MY

hikYiYfLorMd

),(

Page 78: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Money Demand on IS Side

eqnISrb

dT

b

b

b

G

b

ca

curveISGdrcTYbaY

1111

)()(

Page 79: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

IS-LM Equilibrium Condition

Ph

MY

h

k

b

dT

b

b

b

G

b

caY

LMIS

1

1111

:

Page 80: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Cagan’s Money Demand Function

33

2

221

21

211

11

11

1

)1()1(1

1

1

1

11

1

11

1

11

1

11

1

1

)1(

)(

tttt

tttt

ttt

tttt

t

ttttt

tttt

mmmm

pmmp

pmp

pmpm

p

ppppm

pppmL

Page 81: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Interest Rates and Total Expenditure

• i / i I & (XM) / I & (XM). (Since if i FLH )

I & (XM) / I & (XM) [C+I+G+(XM)] / [C+I+G+(XM)]

eC

C

F

H

Page 82: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Monetary Policy & AD• Fed targets @ stabilizing i by changing Ms.

• Fed Policy Ms (where Md is fixed) & i I C+I+G+(X-M) Y

• AD Multiplier

Ms

i

Ms

I

Ms

C

Page 83: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Money and Price Level

• Fiscal Policy: directly AD Firms Q (Output) P level mitigated Y

• Monetary policy: Fed Ms i I AD P level mitigated Y

• Fed Policy Ms (where Md is fixed) & i I C+I+G+(X-M) Y and P

Page 84: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Two Reasons for Down-sloping AD Curve Revisited

PH Storage Value/PP of M & b mitigates C / (XM) AD.

PH or Avg transaction money cost Nominal GDP Md @ r given.

• With , Md i (the price of borrowing money) I /(XM) AD.

• Now, the explanation is complete with C+I+(X-M) AD.

sM

Page 85: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Ms Shift in Broad Context• Although Ms = f(Fed Policy, i), Ms shift by i is not

the immediate result of the Fed's monetary policy, but rather caused by the reaction of the commercial banks to the increase in i, - i.e.) i = f(Ms), which must clearly be distinguished from the increase in Ms by Fed's bond buyback. However, since people would rather not borrow at higher i, and rather keep their money in the bank, the intent of the commercial banks are partially cancelled.

Page 86: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Ms Shift in Broad Context - cont’d

– When Md, there's a natural pressure on i to .– i0 increases to i0' and Ms0 shifts out to Ms1. - i.e.) Ms

= f(i).– This i-induced Ms shift is not by Fed, but by

commercial banks. (Normally, Fed does it, but then Ms i - i.e.) i = f(Ms). When Fed does that, it's b/c Fed wants to fight the recession, so that Ms i concurs with the Fed's intent. In such a case, Md is assumed fixed.)

– Eventually, this will be the new eqm.

Page 87: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

i Ms0 Ms1

What woul've been i1 if i were allowed to float.

B/c Md may as transaction Md w/ Y , Ms cannotremain fixed if the target is to control i.i target

Md1

M0 M1 Md0 M

Page 88: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Fed’s Choice of Policy Target - continued

iWhat would've been i1 if Ms were allowed to float.

i1

(3) (2) Md shifts out as transactionMd w/ Y . Md1

i0What would've been M1 if Ms were allowed to float.

(1) M target Md2

Page 89: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Fed’s Choice of Policy Target

i Ms0 Ms1

What woul've been i1 if i were allowed to float.

B/c Md may as transaction Md w/ Y , Ms cannotremain fixed if the target is to control i.i target

Md1

M0 M1 Md0 M

Page 90: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Monetarism: Quantity Theory of Money

• Equation of Exchange: PY=VM

• Velocity: No. of times per year that an average dollar is spent on goods and services– If V is constant, Equation of Exchange can be

used to determine nominal GDP. (Much simpler than the Keynesian Income-Expenditure model)

Page 91: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Velocity from Equation of Exchange

M

PYM

GDPorOutputalNo

StockMoneyTotal

sTransationMonetaryofValueTotalV

)(min

Page 92: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

How to Apply Velocity to Economic Planning

• Log Transform the Equation of Exchange.

• Take the Natural Log on both sides.

1111

t

t

t

t

t

t

t

t

Y

Y

P

P

V

V

M

M

1111

1111

lnlnlnln

lnln

t

t

t

t

t

t

t

t

t

t

t

t

t

t

t

t

Y

Y

P

P

V

V

M

M

Y

Y

P

P

V

V

M

M

Page 93: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Log Transform - continued

• By the properties of the logarithm

• If V is constant, i.e.) , then Equation of Exchange can be used to determine % in nominal GDP. How much Ms has to be in/decreased.

YPVM

YYPPVVMM tttttttt

%%%%

lnlnlnlnlnlnlnln 1111

0% V

YPM %%0%

Page 94: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Velocity

• In reality V is not constant at least in SR.

• V1 (V of M1) is not constant in LR.

• V2 (V of M2) is closer to constant, but not always.

V is a variable, not constant.

Page 95: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Determinants of V: Monthly Pay Cycle

16500,1$

000,24$

2/)500$500,2($

000,24$

BalanceCashAvg

IncomeAnnualV

Page 96: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Determinant of V: Biweekly Pay Cycle

24000,1$

000,24$

BalanceCashAvg

IncomeAnnualV

Page 97: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Determinant of Velocity• Efficiency of the payments mechanism

– use of credit cards, use of wire transferetc. requires lower cash balances V.

• interest rate – The higher the i, the lower the money holding. V. – However, this undermines the quantity theory b/c

expansionary monetary policy (M) i V (counteracting M*V) mitigated.

• Expected rate of inflation – High purchasing power money (PGDPMd) money

holdings V can meet Md, where GDP = Nominal Y.

Page 98: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Quantity Theory of Money Modernized

V is predictable. – Study determinants of money growth and V

predict growth rate () of nominal GDP. – Given understanding of V and control over Ms

control over nominal GDP.

• Keynesian: Money affects first i I AD (C+I+G+X-M) real GDP (Y).

• Monetarist: Money affects i Ms & Md AD (MV) nominal GDP (PY).

Page 99: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Time Series Forecasting Model

tit

p

iit YY

10

Page 100: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Deriving Time Series Model

i

jjt

jit

i

ttt

tttt

ttt

ttt

Y

Y

YY

YY

YY

011

1122

1100

121010

12101

110

*

][

Page 101: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Random Walk in Time Series

MotionBrowniantdBdttdp

WalkRandomLIf

YL tt

)()(

1,0)1(

)1(

11

01

Page 102: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Regression Forecasting Model

i

k

ii XY

10

Page 103: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Compounding

n

i

i

n

rPV

rPVrPVrPVPV

FV

0

2

)1(

)1()1()1(

Page 104: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Compounding m times for n years

mn

n m

rPF

1

Page 105: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

In the limit where m

mn

m m

rP

1lim

Page 106: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

where

em

mn

m

11lim

Page 107: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

and

XXe lnlog

Page 108: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Instantaneous Growth Rate

gXXX

X

tgXX

gtXX

eXX

ttt

t

t

t

gtt

11

01

0

0

lnlnln

)1(lnln

lnln

Page 109: GSB 410 Economic Analysis Dr. Jeff S. Hong University of Bridgeport at Stamford, CT Saturdays 09/07, 09/21, 10/05 & 10/19 8:30A.M.~5:00P.M.

Net Growth Rate

1

)(

,loglog)(1

1)(

tt XXXdt

tdXwhere

dt

Xd

dX

Xd

dt

tdX

XX

Xdt

tdX

X

Xg