a simple model for demand and product management h.e. cook department of general engineering uiuc
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The Question Addressed
Can a simple model of product demand give both qualitative and quantitative insight into managing the development of new products?
Outline
1. The inter-connectivity between customers, society, and the firm.
2. Fundamental & bottom-line metrics.3. A simple market transaction.4. Product demand: theory & experiment.5. Marketing research for Product Value.6. Conclusions.
Inter-connectivity BetweenFirm, Customer, and Society
Metric types: Green=FundamentalBlue= Bottom-line
Societal Needs
Environmental Attributes
Societal Value
Price
Customer Needs
System Attributes
Customer Value
Cost
Profit
Society & Manufacturer
Loop
Customer & Manufacturer
Loop
Demand
Cash Flow
Quantitative ModelingSimple Transaction
Manufacturer
Buyers
Seller Buyer Rest of Society
P-C V-P G
P-C V-P
If buyer and seller bargain with equal strength, they arrive at a price which allows them to share the free value created:
Price Agreed To = (Value + Cost)/2
Source: Cook, H. E. Product Management: Value, Quality, Cost, Price, Profit and Organization. Kluwer Academic Publishers, Norwell, MA, 1997.
Fundamental Driving Forces
A reduction in free energy drives transformations in the inanimate world.
An increase in free value drives transformations in animate world.
Demand Is Key Variable in Terms of Constructing Model
Societal Needs
Environmental Attributes
Societal Value
Price
Customer Needs
System Attributes
Customer Value
Cost
Profit
Society & Manufacturer
Loop
Customer & Manufacturer
Loop
Demand
Cash Flow
Taylor Expansion D=D(V,P) for N Competitors (Discard Higher Order Terms)
1i i i i i
j i
D K V P V PN
2NE DK
P
2
2
12
EV P P
E
N simultaneous equations
Negative slope of demand with price
Average value for segmentis approximately twice price
Linear Demand Curve for a Monopoly
Demand
Price
V0 V0+V
0
V
But you only need to focus on changes in demand and value!
Test of Linear Model Simulated Purchase of Two Lottery Tickets
0
0.05
0.1
0.15
0.2
0.25
0.3
$30 $40 $50 $60 $70 $80 $90 $100
Fra
ctio
n se
lect
ing
lotte
ry t
icke
t
Price of lottery ticket
Economic value
80% chance of winning $100
50% chanceof winning $100
Economic value
Source: Cook, H. E. and A. Wu, On the evaluation of goods and selection of the best design alternative, Research in Engineering Design. 13. 42-54 (2001).
Combining Logit and Linear Models
2
22
exp( )
1
11
ii
i i
i
i i
DU U
D
N E V P V PU U
P
V PN E
P E
Logit model
Combinedmodel
S-Model Universal Metric for Product Management
V CU
t
Agrees with findings, obtained from comparative studies, that highly successful companies lead in quality, speed to market, and control of costs.
Value of Two Competing Minivans over Time
$40,000
$42,000
$44,000
$46,000
$48,000
$50,000
1991 1992 1993 1994 1995 1996 1997
Model year
Value Market leader: FWD, car-like ride & handling
Challenger: RWD, van-like ride & handling Challenger moves to FWD,
car-like ride & handling
Market leader reacts:drivers side 2nd door,
added interior room
Value Trends for Mini-vans
Solve for value from historical
demand and price data.
Source: Cook, H. E. and A. Wu, On the evaluation of goods and selection of the best design alternative, Research in Engineering Design. 13. 42-54 (2001).
Direct Value Method for Marketing Research
Select one
Select one
Select one
Without 4th door With 4th door
$20,000
$20,000
$20,000
$20,000
$20,500
$21,000
Select one$20,000 $21,500
Select one $22,000$20,000
When demands are the same,the price difference is equal to value difference.
Value of Added Rear Sliding Dooron Minivan
20
30
40
50
60
70
80
90
$20000 $20500 $21000 $21500 $22000 $22500
f [
%]
Price
$21,225
Value of 4th Door =$21,225-$20,000 = $1,225
Source: Cook, H. E. and A. Wu, On the evaluation of goods and selection of the best design alternative, Research in Engineering Design. 13. 42-54 (2001).
Price where demands are the same.
Experiment for Value of Interior Noise
Source: Pozar M. and Cook H E (1998) On Determining the Relationship Between Vehicle Value and Interior Noise. SAE Transactions, Journal of Passenger Cars 106:391-401
Resulting Value Curve for Interior Noise
Source: Pozar M. and Cook H E (1998) On Determining the Relationship Between Vehicle Value and Interior Noise. SAE Transactions, Journal of Passenger Cars 106:391-401
0
0.2
0.4
0.6
0.8
1
1.2
20 40 60 80 100 120Noise level, dB(A)
V/V0
Best fit curve
Points from human factor studies.
Experiment for Value of Pickup Attributes
Source: Monroe, E.M. and Cook, H.E., Determining the Value of Vehicle Attributes Using a PC Based Tool, 1997 SAE International Congress & Exposition, Detroit, Michigan, February 24 - February 27, 1997
Values Found for Pickup Attributes
$0
$500
$1,000
$1,500
$2,000
$2,500
$3,000
$3,500
Two-ToneColor
4x4Drive
SportyTrim
ExtendedCab
AllOwn TruckNot Own TruckMenWomen
Val
ue
of O
pti
on
Source: Monroe, E.M. and Cook, H.E., Determining the Value of Vehicle Attributes Using a PC Based Tool, 1997 SAE International Congress & Exposition, Detroit, Michigan, February 24 - February 27, 1997
Summary & Conclusions
1. A simple model of demand provides both qualitative and quantitative insight for managing new product development.
2. Taguchi’s cost of inferior quality can be determined from the value curve of the attribute. Recommend replacing Taguchi’s loss function with the cash flow function.
3. The model also provides the foundation for a more direct and transparent approach for determining customer value using either written or computerized surveys.
4. A single, Universal Metric exists for product management equal to the time rate of change of value minus variable cost.