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(1)

Managerial Economics in a

Global Economy, 5th Edition

by

Dominick Salvatore

Chapter 5

(2)

Qualitative Forecasts

Survey Techniques

Planned Plant and Equipment Spending

Expected Sales and Inventory Changes

– Consumers’ Expenditure Plans

Opinion Polls

Business Executives

Sales Force

(3)

Time-Series Analysis

Secular Trend

Long-Run Increase or Decrease in Data

Cyclical Fluctuations

Long-Run Cycles of Expansion and

Contraction

Seasonal Variation

Regularly Occurring Fluctuations

(4)
(5)

Trend Projection

Linear Trend:

S

t

= S

0

+ b t

b = Growth per time period

Constant Growth Rate

S

t

= S

0

(1 + g)

t

g = Growth rate

Estimation of Growth Rate

(6)

Seasonal Variation

Ratio to Trend Method

Actual

Trend Forecast

Ratio =

Seasonal

Adjustment

=

Average of Ratios for

Each Seasonal Period

Adjusted

Forecast

=

Trend

Forecast

(7)

Seasonal Variation

Ratio to Trend Method:

Example Calculation for Quarter 1

Trend Forecast for 1996.1 = 11.90 + (0.394)(17) = 18.60

Seasonally Adjusted Forecast for 1996.1 = (18.60)(0.8869) = 16.50

Year

Trend

(8)

Moving Average Forecasts

Forecast is the average of data from

w

periods prior to the forecast data point.

1

w

t i

t

i

A

F

(9)

Exponential Smoothing

Forecasts

1

(1

)

t

t

t

F

wA

w F

Forecast is the weighted average of of

the forecast and the actual value from

the prior period.

(10)

Root Mean Square Error

2

(

A

t

F

t

)

RMSE

n

(11)

Barometric Methods

National Bureau of Economic Research

Department of Commerce

Leading Indicators

Lagging Indicators

Coincident Indicators

Composite Index

(12)

Econometric Models

Single Equation Model of the

Demand For Cereal (Good X)

Q

X

= a

0

+ a

1

P

X

+ a

2

Y + a

3

N + a

4

P

S

+ a

5

P

C

+ a

6

A + e

Q

X

= Quantity of X

P

X

= Price of Good X

Y = Consumer Income

N = Size of Population

P

S

= Price of Muffins

P

C

= Price of Milk

A = Advertising

(13)

Econometric Models

Multiple Equation Model of GNP

1

1

1

(14)

Input-Output Forecasting

Producing Industry

Supplying

Industry

A

B

C

Final

Demand

Total

A

20

60

30

90

200

B

80

90

20

110

300

C

40

30

10

20

100

Value Added

60

120

40

220

Total

200

300

100

220

(15)

Input-Output Forecasting

Direct Requirements Matrix

Producing Industry

Supplying

Industry

A

B

C

A

0.1

0.2

0.3

B

0.4

0.3

0.2

C

0.2

0.1

0.1

Direct

Requirements

Input Requirements

Column Total

(16)

Input-Output Forecasting

Total Requirements Matrix

Producing Industry

Supplying

(17)

Input-Output Forecasting

1.47

0.51

0.60

0.96

1.81

0.72

0.43

0.31

1.33

90

Requirements

Matrix

Final

Demand

Vector

Total

Demand

(18)

Input-Output Forecasting

Revised Input-Output Flow Table

Producing Industry

Supplying

Industry

A

B

C

Final

Referensi

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