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New Products

Session 12

Marketing Management

Prof. Natalie Mizik
Agenda
 What is a New Product? 

 Why do firms introduce new products?

 Why do some good product ideas go bad?

 What factors affect customers’ adoption of 

new products?

 Creativity in NPD

Prof. Natalie Mizik – 2010 MIT 15.810
2
New to the World?

Total 

Total Fresh Stripe

2 in 1 toothpaste & mouthwash

Sparkling White 

Sensation Whitening 

Sensitive Maximum Strength

Tartar Control

Tartar Control Plus Whitening

Baking Soda & Peroxide Whitening

Tartar Control with Baking Soda & Peroxide 

Cavity Protection

Star Wars

Barbie toothpaste 

Looney Tunes toothpaste

My First Colgate Toothpaste with Barney

Only about 5 - 10% of new products are truly new

Prof. Natalie Mizik – 2010 MIT 15.810
3
Types of New Products

Newness
Not Very New
Cost
Reductions
11%
Repositionings
7%
Moderately New
Product Line
Extensions
26%
Very New
New Product
Lines
20%
New to the World
10%
L M H
M A R K E T
M
H
L
F
I
R
M
Prof. Natalie Mizik – 2010 MIT 15.810
4
Why Do Firms Introduce New Products?

 Support additional usage
 Better meet needs of slightly different sub-segments
through differentiation
 Address needs of potential emerging segments
 Encourage variety seeking
 Enhance sales of current products
CUSTOMER
 Counter encroachment by alternative products
 Control shelf space
COMPETITION
 Alter brand image
 Replacing and improving mature products is a key
success factor for a firm
COMPANY
Prof. Natalie Mizik – 2010 MIT 15.810
5
The low-carb trend

9
8
7
6
5
4
3
2
1
2005
2004
2003
2002
2001
2000
4000
3000
2000
1000
1972
Number
of
low-carb
new
products
%
of
Americans
on
Atkins/South
Beach
diet
Michelob Ultra
(Sept. 2002)
Aspen Edge by Coors
(March 2004)
Prof. Natalie Mizik – 2010 MIT 15.810
Image by MIT OpenCourseWare.
A
competitor
Attribute 1
target
decoy
B
C
Attribute 2
Enhance Sales of Current Products

Asymmetric Dominance Effect

Adding a dominated alternative can increase the probability of
choosing the dominating alternative. (Huber, Payne and Puto 1982)
Prof. Natalie Mizik – 2010 MIT 15.810
7
At the Movies…

Compromise Effect
The share of a product is enhanced when it is the
intermediate option in the choice set and is diminished
when it is an extreme option. (Simonson 1989)
Prof. Natalie Mizik – 2010 MIT 15.810
Why do Products Fail?
Project Newprod: A study of over 200 industrial products 

 “Better mousetrap nobody wanted” -- 28% of failures

 “Me-too product meeting competitive brick wall” -- 24%

 “Technical dog product” -- 15%

 “Competitive one-upmanship” -- 13%

 “The price crunch” -- 15%

 “Environmental ignorance” -- 7%

Source: Cooper and Calantone (1979).
Prof. Natalie Mizik – 2010 MIT 15.810
9
Problems with Product Quality or

Product Attributes

Prof. Natalie Mizik – 2010 MIT 15.810
10
Problems with Product Quality or

Product Attributes

Why Good Ideas Go Bad?

Prof. Natalie Mizik – 2010 MIT 15.810
10
Problems with Distribution

(Place)
Problems with Promotion

Prof. Natalie Mizik – 2010 MIT 15.810
12
What percentage of new products fail?

Industrial 1990 - 50%
50%
PDMA 1990 - 42%
0% 100%
PDMA 1995, 2004 - 41%
Deloitte and
Touche 1998 -
95%
AC Nielsen 2001
- 93%
AC Nielsen 2003
- 80%
Prof. Natalie Mizik
Prof. Natalie Mizik –
– 2010 MIT 15.810
2010 MIT 15.810
Personal Computers
S-Shaped Diffusion Curve of

New Products

0
5000
10000
15000
20000
25000
30000
35000
1975 1980 1985 1990 1995 2000
0
2000
4000
6000
8000
10000
12000
14000
1975 1980 1985 1990 1995 2000
Cordless Phones
Personal Computers
Prof. Natalie Mizik – 2010 MIT 15.810
14
Product Life Cycle and the

Chasm

2 1/2%
Innovators
13 1/2%
Early
Adopters
34%
Early
Majority
34%
Late
Majority
16%
Laggards
Time of adoption for innovations
Reference: Geoffrey A. Moore (1991), Crossing the Chasm, HarperBusiness.
Prof. Natalie Mizik – 2010 MIT 15.810
15
Factors Affecting Customer

Adoption

 Advantage “Apple iPod Grabs 82% US
Retail Market Share”
Oct 12, 2004 (The Register)
 Compatibility
 Complexity
 Observability
 Risk
 Divisibility
Prof. Natalie Mizik – 2010 MIT 15.810
Sales
Sales
and
profits
($)
Growth Maturity Decline
Profit
Introduction
Time
Strategy: Product Life Cycle

Image by MIT OpenCourseWare.
17
Prof. Natalie Mizik – 2010 MIT 15.810
Main Takeaways: New Products

 Why do firms introduce new products?
 Think of the 5Cs…
 Why do some good product ideas go bad?
 Think of the 4Ps…
 What factors affect customers’ adoption
of new products?
 Think of ACCORD!
Prof. Natalie Mizik – 2010 MIT 15.810
18
HW # 4: Why has No One

thought about THIS yet?

Due: Session 13
Describe a product (or service), which does
not exist on the market today, but would
benefit consumers, and has potential for
commercialization.
	 Who are your potential consumers (i.e., your target market)?
	 What benefit/value does your product provide to the consumers?
	 What is the best way to inform consumers, promote & advertise it?
	 What should your price be? Why?
	 How do you propose to distribute your product?
	 What do you think are the major challenges/ possible problems with
bringing this product to the market?
(1-2 page max)
Prof. Natalie Mizik – 2010 MIT 15.810
Creativity in NPD

… an Alternative View
Prof. Natalie Mizik – 2010 MIT 15.810
A Typical NPD Process

the launch. 21
Source: Hauser and Urban, “New Product Development”
Prof. Natalie Mizik – 2010 MIT 15.810
Opportunity Identification:

Market definition, Idea Generation

Screening

Concept tests

Design: Customer needs, Product 

positioning, Segmentation, Sales 

forecasting, Engineering, Marketing mix.

Testing: Product tests, Market tests, Pretest 

and Pre-launch forecasting, Tests marketing.

Introduction: Launch planning, Tracking
Decreasing
uncertainty
Increased
expenditures
A Mortality Curve of New Product Ideas
No. of
Ideas
Screening
Development
Business Testing
Analysis Commercialization
One
Successful
New
Product
Cumulative Time
22
Prof. Natalie Mizik – 2010 MIT 15.810
The Prevailing Paradigm on sources for creative ideas

Ideas for a really new
product
Prof. Natalie Mizik – 2010 MIT 15.810
23
Customers

 “If I had asked the public what they
wanted, they would have asked for a
faster horse” Henry Ford
 I don’t know who discovered the sea, but
it sure wasn’t a fish. an old Arab saying
Experts

“In order to get a C in this course, the
idea has to be feasible”
Yale econ professor on Fred Smith’
paper outlining FedEx idea
Prof. Natalie Mizik – 2010 MIT 15.810
November 15, 1876: Expert committee’s response to
Hubbard & Bell’s telephone patent application
“Technically, we do not see that this device will be ever capable of sending
recognizable speech over a distance of several miles…”
“The idea is idiotic on the face of it. Furthermore, why would any person want
to use this ungainly and impractical device when he can send a messenger to
the telegraph office and have a clear written message sent to any large city in
the United States?”
“Mr. G.G. Hubbard's fanciful predictions, while they sound rosy, are based on
wild-eyed imagination and lack of understanding of the technical and economic
facts of the situation, and a posture of ignoring the obvious limitations of his
device, which is hardly more than a toy.”
Prof. Natalie Mizik – 2010 MIT 15.810
25
The market cannot indicate a need, if it is not
aware that such a need exists
If we wish to find a creative, surprising new
product - there is no point to look for it in the
market
Prof. Natalie Mizik – 2010 MIT 15.810
26
The Famous “Getting out of the box”

Puzzle

Image by MIT OpenCourseWare.
• In the 70’s only 20% solved this riddle
• In a replication (1989), participants have received
further instructions: "In order to solve the riddle
intersections of lines out of the imaginary square should
be created.“ Only 25% solved it with instructions
27
Prof. Natalie Mizik – 2010 MIT 15.810
The Close(d) World Principle

Thinking Inside the Box

28
Prof. Natalie Mizik – 2010 MIT 15.810
Preschoolians Shoes

Young children can not tell us that their shoes are too tight and the age old method of
pressing on toes does not work. Preschoolers curl their toes when their toes are pressed on,
making it seem that shoes are larger than they are. A study conducted by the Glasgow
Caledonian University reveals that 83 percent of preschoolers are wearing shoes that are too
small. This problem might seem minor, but unfortunately, tight shoes lead to foot problems
later in life.
A breakthrough invention by Preschoolians allows a parent to make sure shoes are never too
tight. Preschoolians shoes look like ordinary children's footwear except for one thing: they
have see-through bottoms to help ensure proper fit. Like the rest of the sole, the viewing
window is made of durable polyvinyl acetate, and the parts are heat fused to prevent cracks or
splits.
29
Prof. Natalie Mizik – 2010 MIT 15.810
Beware of the Bizarre

© source unknown. All rights reserved. This content is excluded from our Creative
Commons license. For more information, see http://ocw.mit.edu/fairuse.
How large is the market potential for this cup?

30
Prof. Natalie Mizik – 2010 MIT 15.810
“Creativity” Science Is Rather Young
•	 Goldenberg J. and D. Mazursky. 2002. Creativity in product innovation.
•	 Connolly T., Routhieaux R. L., Schneider S.K. (1993). On the
Effectiveness of Groups Brainstorming: Test of One Underling Cognitive
Mechanism. Small Group Research, 24, 490-503.
•	 Dasgupta Subrata (1994), Creativity In Invention And Design
Computational and Cognitive Explorations of Technological Originality.
Cambridge University Press.
•	 Diehl M., Stroebe W. (1987) Productivity Loss in Brainstorming Groups
Toward the Solution of the Riddle. Journal of Personality and Social Psychology,
53 p. 497-509
•	 Finke Ronald A , Thomas B. World and Steven M. Smith (1992), Creative
cognition. MIT Press Cambridge Massachusetts.
•	 Perkins D.N (1981 ) The mind’s best work, Harvard University Press
•	 Weisberg Robert W. (1992), Creativity Beyond The Myth Of Genius.
W.H. Freeman Company NY.
Prof. Natalie Mizik – 2010 MIT 15.810
31
15.828 Design and Marketing New Products

	 New product development may be the greatest source of profitability in the next 10 years as growth
returns to the world’s economy. Innovation earns extra profits and ROI by filling new customer needs with
products that command premium margins. However the process of new product development is fraught
with risk.
	 In this course we study the process of design and marketing new products and how new analytic methods
can reduce risk and improve innovation. We organize our learning around the basic steps of development:
1. opportunity identification, 2. product design, 3. testing, 4. launch and life cycle management. We study
the process in the context of large, startups, consumer, and industrial companies.
	 In addition to lectures and guest speakers, the course uses an intensive project on designing an
alternative fuel vehicle. The problem is how to design and market a car people “need” (low emissions and
high efficiency), but may not “want” (most buyers want large size and power). The obvious solution is to
build and economy car, but this market is small (Prius sells 150,000 of over 10 million autos sold in the
USA and most people do not buy it because it is “green”, but because it gives better mileage). Your
problem is to build an alternative fuel vehicle (hybrid plug in, all electric, or hydrogen) that people will buy
at a premium price. Teams will define an entry strategy (type of fuel and car type – SUV, sports car,
sedan, economy, truck, etc), design a vehicle (target segment, brand, product positioning, specs, price
dealers, etc), test it with consumers (real concept test will be done during the course), and develop a
launch plan (advertising, selling/distribution, price, etc) Your goal is to repr esent Ford, GM, or Toyota and
build a line of green cars that create a business of 500,000 vehic les by 2017 and of one million vehicles a
year by 2022. You are given assumptions that make this feasible, but this is a deep dive into new product
design and marketing. Do not take this course unless you want an intensive active learning project
course. Each team will meet with Professor Urban each week.
Prof. Natalie Mizik – 2010 MIT 15.810
MIT OpenCourseWare
http://ocw.mit.edu
15.810 Marketing Management
Fall 2010
For information about citing these materials or our Terms of Use, visit: http://ocw.mit.edu/terms.

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Mit15 810 f10_lec12

  • 1. New Products Session 12 Marketing Management Prof. Natalie Mizik
  • 2. Agenda  What is a New Product?  Why do firms introduce new products?  Why do some good product ideas go bad?  What factors affect customers’ adoption of new products?  Creativity in NPD Prof. Natalie Mizik – 2010 MIT 15.810 2
  • 3. New to the World? Total Total Fresh Stripe 2 in 1 toothpaste & mouthwash Sparkling White Sensation Whitening Sensitive Maximum Strength Tartar Control Tartar Control Plus Whitening Baking Soda & Peroxide Whitening Tartar Control with Baking Soda & Peroxide Cavity Protection Star Wars Barbie toothpaste Looney Tunes toothpaste My First Colgate Toothpaste with Barney Only about 5 - 10% of new products are truly new Prof. Natalie Mizik – 2010 MIT 15.810 3
  • 4. Types of New Products Newness Not Very New Cost Reductions 11% Repositionings 7% Moderately New Product Line Extensions 26% Very New New Product Lines 20% New to the World 10% L M H M A R K E T M H L F I R M Prof. Natalie Mizik – 2010 MIT 15.810 4
  • 5. Why Do Firms Introduce New Products?  Support additional usage  Better meet needs of slightly different sub-segments through differentiation  Address needs of potential emerging segments  Encourage variety seeking  Enhance sales of current products CUSTOMER  Counter encroachment by alternative products  Control shelf space COMPETITION  Alter brand image  Replacing and improving mature products is a key success factor for a firm COMPANY Prof. Natalie Mizik – 2010 MIT 15.810 5
  • 6. The low-carb trend 9 8 7 6 5 4 3 2 1 2005 2004 2003 2002 2001 2000 4000 3000 2000 1000 1972 Number of low-carb new products % of Americans on Atkins/South Beach diet Michelob Ultra (Sept. 2002) Aspen Edge by Coors (March 2004) Prof. Natalie Mizik – 2010 MIT 15.810 Image by MIT OpenCourseWare.
  • 7. A competitor Attribute 1 target decoy B C Attribute 2 Enhance Sales of Current Products Asymmetric Dominance Effect Adding a dominated alternative can increase the probability of choosing the dominating alternative. (Huber, Payne and Puto 1982) Prof. Natalie Mizik – 2010 MIT 15.810 7
  • 8. At the Movies… Compromise Effect The share of a product is enhanced when it is the intermediate option in the choice set and is diminished when it is an extreme option. (Simonson 1989) Prof. Natalie Mizik – 2010 MIT 15.810
  • 9. Why do Products Fail? Project Newprod: A study of over 200 industrial products  “Better mousetrap nobody wanted” -- 28% of failures  “Me-too product meeting competitive brick wall” -- 24%  “Technical dog product” -- 15%  “Competitive one-upmanship” -- 13%  “The price crunch” -- 15%  “Environmental ignorance” -- 7% Source: Cooper and Calantone (1979). Prof. Natalie Mizik – 2010 MIT 15.810 9
  • 10. Problems with Product Quality or Product Attributes Prof. Natalie Mizik – 2010 MIT 15.810 10
  • 11. Problems with Product Quality or Product Attributes Why Good Ideas Go Bad? Prof. Natalie Mizik – 2010 MIT 15.810 10
  • 12. Problems with Distribution (Place) Problems with Promotion Prof. Natalie Mizik – 2010 MIT 15.810 12
  • 13. What percentage of new products fail? Industrial 1990 - 50% 50% PDMA 1990 - 42% 0% 100% PDMA 1995, 2004 - 41% Deloitte and Touche 1998 - 95% AC Nielsen 2001 - 93% AC Nielsen 2003 - 80% Prof. Natalie Mizik Prof. Natalie Mizik – – 2010 MIT 15.810 2010 MIT 15.810
  • 14. Personal Computers S-Shaped Diffusion Curve of New Products 0 5000 10000 15000 20000 25000 30000 35000 1975 1980 1985 1990 1995 2000 0 2000 4000 6000 8000 10000 12000 14000 1975 1980 1985 1990 1995 2000 Cordless Phones Personal Computers Prof. Natalie Mizik – 2010 MIT 15.810 14
  • 15. Product Life Cycle and the Chasm 2 1/2% Innovators 13 1/2% Early Adopters 34% Early Majority 34% Late Majority 16% Laggards Time of adoption for innovations Reference: Geoffrey A. Moore (1991), Crossing the Chasm, HarperBusiness. Prof. Natalie Mizik – 2010 MIT 15.810 15
  • 16. Factors Affecting Customer Adoption  Advantage “Apple iPod Grabs 82% US Retail Market Share” Oct 12, 2004 (The Register)  Compatibility  Complexity  Observability  Risk  Divisibility Prof. Natalie Mizik – 2010 MIT 15.810
  • 17. Sales Sales and profits ($) Growth Maturity Decline Profit Introduction Time Strategy: Product Life Cycle Image by MIT OpenCourseWare. 17 Prof. Natalie Mizik – 2010 MIT 15.810
  • 18. Main Takeaways: New Products  Why do firms introduce new products?  Think of the 5Cs…  Why do some good product ideas go bad?  Think of the 4Ps…  What factors affect customers’ adoption of new products?  Think of ACCORD! Prof. Natalie Mizik – 2010 MIT 15.810 18
  • 19. HW # 4: Why has No One thought about THIS yet? Due: Session 13 Describe a product (or service), which does not exist on the market today, but would benefit consumers, and has potential for commercialization.  Who are your potential consumers (i.e., your target market)?  What benefit/value does your product provide to the consumers?  What is the best way to inform consumers, promote & advertise it?  What should your price be? Why?  How do you propose to distribute your product?  What do you think are the major challenges/ possible problems with bringing this product to the market? (1-2 page max) Prof. Natalie Mizik – 2010 MIT 15.810
  • 20. Creativity in NPD … an Alternative View Prof. Natalie Mizik – 2010 MIT 15.810
  • 21. A Typical NPD Process the launch. 21 Source: Hauser and Urban, “New Product Development” Prof. Natalie Mizik – 2010 MIT 15.810 Opportunity Identification: Market definition, Idea Generation Screening Concept tests Design: Customer needs, Product positioning, Segmentation, Sales forecasting, Engineering, Marketing mix. Testing: Product tests, Market tests, Pretest and Pre-launch forecasting, Tests marketing. Introduction: Launch planning, Tracking Decreasing uncertainty Increased expenditures
  • 22. A Mortality Curve of New Product Ideas No. of Ideas Screening Development Business Testing Analysis Commercialization One Successful New Product Cumulative Time 22 Prof. Natalie Mizik – 2010 MIT 15.810
  • 23. The Prevailing Paradigm on sources for creative ideas Ideas for a really new product Prof. Natalie Mizik – 2010 MIT 15.810 23
  • 24. Customers  “If I had asked the public what they wanted, they would have asked for a faster horse” Henry Ford  I don’t know who discovered the sea, but it sure wasn’t a fish. an old Arab saying Experts “In order to get a C in this course, the idea has to be feasible” Yale econ professor on Fred Smith’ paper outlining FedEx idea Prof. Natalie Mizik – 2010 MIT 15.810
  • 25. November 15, 1876: Expert committee’s response to Hubbard & Bell’s telephone patent application “Technically, we do not see that this device will be ever capable of sending recognizable speech over a distance of several miles…” “The idea is idiotic on the face of it. Furthermore, why would any person want to use this ungainly and impractical device when he can send a messenger to the telegraph office and have a clear written message sent to any large city in the United States?” “Mr. G.G. Hubbard's fanciful predictions, while they sound rosy, are based on wild-eyed imagination and lack of understanding of the technical and economic facts of the situation, and a posture of ignoring the obvious limitations of his device, which is hardly more than a toy.” Prof. Natalie Mizik – 2010 MIT 15.810 25
  • 26. The market cannot indicate a need, if it is not aware that such a need exists If we wish to find a creative, surprising new product - there is no point to look for it in the market Prof. Natalie Mizik – 2010 MIT 15.810 26
  • 27. The Famous “Getting out of the box” Puzzle Image by MIT OpenCourseWare. • In the 70’s only 20% solved this riddle • In a replication (1989), participants have received further instructions: "In order to solve the riddle intersections of lines out of the imaginary square should be created.“ Only 25% solved it with instructions 27 Prof. Natalie Mizik – 2010 MIT 15.810
  • 28. The Close(d) World Principle Thinking Inside the Box 28 Prof. Natalie Mizik – 2010 MIT 15.810
  • 29. Preschoolians Shoes Young children can not tell us that their shoes are too tight and the age old method of pressing on toes does not work. Preschoolers curl their toes when their toes are pressed on, making it seem that shoes are larger than they are. A study conducted by the Glasgow Caledonian University reveals that 83 percent of preschoolers are wearing shoes that are too small. This problem might seem minor, but unfortunately, tight shoes lead to foot problems later in life. A breakthrough invention by Preschoolians allows a parent to make sure shoes are never too tight. Preschoolians shoes look like ordinary children's footwear except for one thing: they have see-through bottoms to help ensure proper fit. Like the rest of the sole, the viewing window is made of durable polyvinyl acetate, and the parts are heat fused to prevent cracks or splits. 29 Prof. Natalie Mizik – 2010 MIT 15.810
  • 30. Beware of the Bizarre © source unknown. All rights reserved. This content is excluded from our Creative Commons license. For more information, see http://ocw.mit.edu/fairuse. How large is the market potential for this cup? 30 Prof. Natalie Mizik – 2010 MIT 15.810
  • 31. “Creativity” Science Is Rather Young • Goldenberg J. and D. Mazursky. 2002. Creativity in product innovation. • Connolly T., Routhieaux R. L., Schneider S.K. (1993). On the Effectiveness of Groups Brainstorming: Test of One Underling Cognitive Mechanism. Small Group Research, 24, 490-503. • Dasgupta Subrata (1994), Creativity In Invention And Design Computational and Cognitive Explorations of Technological Originality. Cambridge University Press. • Diehl M., Stroebe W. (1987) Productivity Loss in Brainstorming Groups Toward the Solution of the Riddle. Journal of Personality and Social Psychology, 53 p. 497-509 • Finke Ronald A , Thomas B. World and Steven M. Smith (1992), Creative cognition. MIT Press Cambridge Massachusetts. • Perkins D.N (1981 ) The mind’s best work, Harvard University Press • Weisberg Robert W. (1992), Creativity Beyond The Myth Of Genius. W.H. Freeman Company NY. Prof. Natalie Mizik – 2010 MIT 15.810 31
  • 32. 15.828 Design and Marketing New Products  New product development may be the greatest source of profitability in the next 10 years as growth returns to the world’s economy. Innovation earns extra profits and ROI by filling new customer needs with products that command premium margins. However the process of new product development is fraught with risk.  In this course we study the process of design and marketing new products and how new analytic methods can reduce risk and improve innovation. We organize our learning around the basic steps of development: 1. opportunity identification, 2. product design, 3. testing, 4. launch and life cycle management. We study the process in the context of large, startups, consumer, and industrial companies.  In addition to lectures and guest speakers, the course uses an intensive project on designing an alternative fuel vehicle. The problem is how to design and market a car people “need” (low emissions and high efficiency), but may not “want” (most buyers want large size and power). The obvious solution is to build and economy car, but this market is small (Prius sells 150,000 of over 10 million autos sold in the USA and most people do not buy it because it is “green”, but because it gives better mileage). Your problem is to build an alternative fuel vehicle (hybrid plug in, all electric, or hydrogen) that people will buy at a premium price. Teams will define an entry strategy (type of fuel and car type – SUV, sports car, sedan, economy, truck, etc), design a vehicle (target segment, brand, product positioning, specs, price dealers, etc), test it with consumers (real concept test will be done during the course), and develop a launch plan (advertising, selling/distribution, price, etc) Your goal is to repr esent Ford, GM, or Toyota and build a line of green cars that create a business of 500,000 vehic les by 2017 and of one million vehicles a year by 2022. You are given assumptions that make this feasible, but this is a deep dive into new product design and marketing. Do not take this course unless you want an intensive active learning project course. Each team will meet with Professor Urban each week. Prof. Natalie Mizik – 2010 MIT 15.810
  • 33. MIT OpenCourseWare http://ocw.mit.edu 15.810 Marketing Management Fall 2010 For information about citing these materials or our Terms of Use, visit: http://ocw.mit.edu/terms.