Title: How to Think About the Future
1What do you hate about gas stations?
2- Shell Oil A Case Study
- Customer Analysis for New Product Launches
3The highly competitive gas industry
Each 1/10th of a point in share is massive
Situation Late 1990s Shells ROI not meeting
corporate standards and is being squeezed by
independent stations.
4The Majors Across all Markets
So is all lost? How does a company compete in a
market where the product itself appears to be
undifferentiated?
5So what should Shell do???
6Answer The Keys are
- Understand your customers needs
- Realize that customers dont buy products
composed solely of attributes, but an
experience. - Customers are heterogeneous (segments exist).
- Some segments are attractive, others are not.
- It is customer perception, not reality that
matters.
7Maybe Most Importantly Preference is not
everything
- Product attribute fixation
- Marketing research focuses on attributes Popular
Attributes are important in driving use Easy
People talk about attributes Reassuring
Managers can relate to customers that
evaluate brands using a logical model,
which means decisions are also easier to
predict
But, people dont buy attributes, they buy
products that are holistic perceptions of a
combination of attributes
8Maybe Most Importantly Preference is not
everything
- AC Nielsen Bases Model
- Market Share Share of Preference x
- Share of Awareness x
- Share of Distribution
Just do better?!, But How?
9Optimal resource allocation
- Diminishing marginal returns
- Returns are steeper for lower performing aspects
90
75
60
Variable
45
Where do I get these curves from?
30
15
0
0
25
50
75
100
125
Spending
Apply spend to those aspects where slope is high!
10So, what did Shell do?Shell Goes High Tech with
Information Sources
- Source Richness Cost/person Purpose
- In-depth interviews High
High Exploratory - Focus Groups High High Exploratory
- Standard Survey Medium Medium
Understanding - (Semantic Analysis)
- Special Studies High High Actions
- (e.g. conjoint, MDS)
More details to come this is our lecture. How
did Shell utilize all of this information?
11Most Common Form of Qualitative Research in
Marketing Focus Groups
- Rationale in-depth probing, unstructured
discussion, ability to observe dynamics - Format 8-10 individuals, 1-2 moderators, about
1-hr long, incentives for participants
Homogenous Subject pool - Common Uses Products, product concepts, ad
copy, script for further studies, questionnaire
design -
- Upsides/downsides (methodological and
implementation)?
12Pros and Cons of Focus Groups
- Pros
- Good for getting in-depth information
- Enables complex issues to be discussed
- One persons experiences or feelings often
stimulate others - Process highlights differences between consumers
- Allows for spontaneity
- Cons
- Not representative
- Difficulty getting attendees
- Group process may inhibit frank exchange
- Minority viewpoints may not be heard
- Need for skilled and experienced moderator
13The Use and Misuse of Focus Groupsby Jakob
Nielsen, 1997
- Focus groups are a somewhat informal technique
that can help you assess user needs and feelings
both before interface design and long after
implementation - Focus groups often bring out users' spontaneous
reactions and ideas and let you observe some
group dynamics and organizational issues. - Since there are often major differences between
what people say and what they do, direct
observation of one user at a time always needs to
be done to supplement focus groups. - Although focus groups can be a powerful tool in
system development, you shouldn't use them as
your only source of usability data.
14The Use and Misuse of Focus Groupsby Jakob
Nielsen, 1997
- For participants, the focus-group session should
feel free-flowing and relatively unstructured,
but in reality, the moderator must follow a
preplanned script of specific issues and set
goals for the type of information to be gathered.
During the group session, the moderator has the
difficult job of keeping the discussion on track
without inhibiting the flow of ideas and comments - As with any method based on asking users what
they want -- instead of measuring or observing
how they actually use things -- focus groups can
produce inaccurate data because users may think
they want one thing when they need another
15Shells Customer Segmentation Study Methodology
- Surveyed 5000 respondents in 6 markets
- Questions included
- Behavior Patterns
- Desired Features
- Frustrations
- Brand Ratings
- Psychographics
- Demographics
- Statistically identified 10
- distinct clusters
- of customers
- with different
- needs/attitudes
- Studied survey
- results from each cluster
- Developed name personality
- for each cluster
- Understand perceptions of clusters
- Conducted in-depth inteviews
- and focus groups to understand key issues.
16Lets discuss Segmentation in detail
17The idea behind segmentation
Segmentation
Mass advertising
1-1 Marketing
Level of customization
18Why Segment the Market? Variations in Marketing
Actions Based on Segment Differences
Products Product design and positioning more in
line with the needs of consumers in each segment.
Customer Communications Better directed media
selection and advertising messages Salesforce
allocation to key customers Customized sales
presentations
19Distribution Selection of distribution channels
consistent with segment buying patters
Pricing More precise guidelines for price
discrimination by levels of price sensitivity in
each segment
20Advantages of Segmentation
Specialist Cost Price Monopoly
21Major Segmentation Variables
Demographics Buying Behavior Personal
Characteristics (Psychographics)
Which would you use?
22Psychographics
- Definition the use of psychological,
sociological, and anthropological factors
combined with demographic information to identify
market segments with a propensity to favor some
product groups or characteristics over another
due to the unique combination of these factors.
DEMOGRAPHICS PSYCHOGRAPHIC PROFILES
23So how does market segmentation
work?Fundamentals of Cluster Analysis
- Cluster analysis seeks to group objects such
that segments are created that are as homogenous
as possible given the choices by the researcher - Cluster analysis works on the principle of
maximizing the between-cluster variance while
minimizing the within cluster variance - Every object is allocated to one cluster
24Illustration in two dimensions
Price
Quality
25K-means clustering
- K-means clustering is the most commonly used
clustering technique. - It is an iterative technique that seeks to
allocate each observation to the cluster that is
located closest to it - The number of clusters is chosen by you
- Business decision
- Diminishing marginal returns
26Profiling
- Once you determine the market segments, to make
things actionable you want to compute who is in
what segment (profiling) - Here is where you use demographics and behaviors
for each segment. - Useful for reach and targeting purposes.
- Name the segment (ex Yuppie Young Urban
Professional)
27Summary of Market Segmentation
- Cluster people based on their needs
(Psychographics) - Then use demographics and psychographics for
reach - The question then becomes what is the value of
each segment. This is what Shell did next.
28So which segment(s) should Shell go after??
29How to Select Segments to Target
- Market Attraction
- Segment size
- Amount and strength of growth
- Value of segment
- Synergies between segments
- Company Fit
- Current position in segment
- Ease of entry into segment
- Competitive Environment
- Number and strength of competitors
- Ease of competitive entry into segment
30So which segment would you go after?
31Brand Identities Considered
Quick Easy (Premium Speedsters, Simplicity
Seekers, Safety Firsters)
One Stop Convenience (Value Minded Planners,
Struggling Survivors)
Friendliest Service (Relationship Shoppers,
Comfort Zoners)
Best Gasoline Performance (Hands on
Individualists,
Premium Speedsters)
Community Support (Comfort Zoners)
Lowest Price (Low Octane Commuters,
Sentimentalists)
32How do you decide on an identity??
33Identity Selection
- Focused selling to segments
- own a set of customers (80/20 Rule of Sales)
- Chose segments based on margins, volume, and
Shells capabilities to meet those segments - ex Leave Low Price to Independents
- Choose an identity in which segments have natural
overlap and synergies (You cant be everything to
everybody)
34Shell Customer Segments Target Segments and
Characteristics
- Premium Speedsters
- Personality
- Internally driven, Style Detail Oriented,
Competitive, Mentally Active. Car Enthusiasts - Gas Purchasing
- Fast Pumps, Quick Access, Quick Pay
- In a Word... Driven Goal Oriented
- Simplicity Seekers
- Personality
- Overburdened, Frustrated. Loyal to Others,
Caring, Sensitive. Hard to Motivate. - Gas Purchasing
- Reactive. Want things that make buying gas easy.
Major Brand Product Reassurance. - In a Word... Overwhelmed
- Safety Firsters
- Personality
- Confident, Self-Assured, Responsible
- Control Oriented, Well Prepared
- Gas Purchasing
- Want Cleanliness, Comfort, Efficiency, Safety
- In a Word... Safety Minded
35Plan Implementation (How do you align your local
franchises?)
- Allow local retailers flexibility to choose their
own implementation - Feedback system so that local retailers can say
what worked - Surveys throughout the year
- Reward retailers based on volume and profit
numbers - Develop a coordinated Media campaign
(commercials!!)
36So what would you offer the Quick and Easy
Segment?
You cant just talk the talk, you must walk the
walk
37Options Considered
- Soft drinks and coffee at pumps
- Unmanned stations
- Cash accepted at pump
- Bar code payment
- Frequent filler plans
- Drive through mini-marts
- Co-branding with McDonalds
- Robotic Arm gas pump (CNN video)
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43Issues due to Large Change
- risky due to high failure rate and large initial
costs - can change the face of the market
- may require a new way of thinking
- Are your customers ready?
44How quickly will my new technology diffuse?
45Penetration Curves Two Typical Curves
Cumulative Sales Penetration
Cumulative Sales ( Penetration)
Time
Time
C-curve
S-curve
Questionwhich one should you pray for???
46Some Lessons Learned From A Wide Range of
Industries
- The following characteristics of the innovation
are associated with a faster rate of adoption - Perceived relative advantage by consumers
- Compatibility with existing consumption patterns
or fit within the consumption system - Observability of the innovation and its benefits
- Ability to try the innovation
- The following characteristics of the innovation
are associated with a slower rate of adoption - Complexity (high learning requirement)
- Discontinuity from the consumers existing
experience base - Perceived risk
- Cost of the innovation
47New Products InnovatorsConsumers Goods
- The characteristics of innovators may vary by
product category. There is no generalized
innovator. - Variables most likely to characterize innovators
are - higher income
- higher education
- younger
- greater social mobility
- favorable attitude towards risk (venturesome)
- greater social participation
- higher opinion leadership
- Is this Shells target audience?
48Does it pay to be first to the market?
49On the other handDoes it always pay to be the
leader?
Forecasted market share relative to the
pioneering brand
Prescription
Consumer packaged goods
anti-ulcer drugs
Urban et al.
Kalyanaram and
Berndt et al.
(1986)
Urban (1992)
(1994)
1.00
1.00
1.00
First
.71
.76
.70
Second
.58
.64
.57
Third
.51
.57
.49
Fourth
.45
.53
.44
Fifth
.41
.49
.40
Sixth
Source Marketing Science, Vol. 14, No. 3,
Part 2 of 2, 1995
50Share by order of entry
Brands come faster and faster
0.8
Third entrant
Second entrant
0.6
0.4
Volume share ratio
Fifth entrant
Fourth entrant
0.2
0
0
20
40
60
80
100
120
Time Period after Introduction (Weeks)
(Volume share at time t for entry N/
Volume share at time t for entry 1)
Source Kalyanaram, G. and G. L. Urban (1992),
"Dynamic Effects of the
Order of Entry on Market Share, Trial
Penetration, and Repeat Purchase
Marketing Science, 11 (Summer), 235-250.
51So, what have we ignored
52Common Strategic ResponsesWhich ones win?
- Strategy Long-run Profitability
- Tit-for-tat Low
- Copy-cat Medium
-
- Aggressive first strike Low
- Strategic Signaling and High
- Cooperation
53If you decide to go for it How do you evaluate
an options potential value??
54Standard Approaches SurveyAsk People What They
Would do
- They dont know
- Cant tell us with any precision
- They dont want to say
- Dont have explicitly formed preferences
55Standard Methods (Contd)
- Laboratory Simulation
- external validity
- Test-market/beta testing
- requires full product development
- tips competition
- external validity
56How do I decide whether what I have tried works?
Run an ExperimentThe RAPP (ROI Analysis of
Pharmaceutical Promotion) Study
Does this mean JAD gets all of my dollars?
For overall median brand ROI Margin
of Error (95 Confidence) DET (Detailing)
1.72 Plus or Minus 0.19 for every 1
spent DTC (Direct-to-Consumer) 0.19 Plus
or Minus 0.52 for every 1 spent JAD (Journal
Advertising) 5.00 Plus or Minus 0.88
for every 1 spent PME (Meetings Events)
3.56 Plus or Minus 1.92 for every 1
spent Median brand was described as one which
was launched at or before 1993, in the 50 to
200 million range.
ROI Per Dollar Spent
1
2
3
4
5
6
0
Source ROI Analysis of Pharmaceutical Promotion
(RAPP) An Independent Study, Dr. Scott Neslin,
May 22, 2001
57Yet, beware of what seems obvious!
- Diminishing Returns
- Promotion effectiveness has a saturation
- point
- ROI is not a linear function and is
- dependent on the spend of other companies
Cost of Promotion
Sales
- Promotion Lags
- Most promotions do not produce their
- maximum impact immediately
- Sales force promotions such as detailing
- tend to have shorter lags whereas DTC
- usually has a longer lag
- Total effect of promotion is realized over
- time (1-2 years), making it hard to measure
Level of Promotion
Promotion Event
Sales due to promotion event
- Long-term Contributions
- Prior promotions continue to have an effect
- beyond the first month effects are measured
- Long term effects can vary by promotion
- element and by company. They are hard to
- measure and cant be generalized.
PROFIT
Lag
TIME
Long Term Contributions
Source ZS Associates, Optimizing a
Pharmaceutical Products Promotional Mix PMSA
2001 RAPP Study
58A Better Approach to Attribute Valuation
- Used by virtually ALL Fortune 500 firms
59Conjoint overview
- An introduction to the conjoint world
- How does conjoint analysis work
- How do you set up a conjoint study
- What are the critical steps
60The conjoint world
- Attributes
- Attribute levels
- Part-worths
- Attribute importance
- Utility
61Attributes
- Conjoint analysis represents products or services
as bundles of attributes - An attribute may be any clearly defined feature
or characteristic - Examples
- price
- brand
- size
- performance
62Attribute selection
- Attributes in conjoint should be
- clear and unambiguous
- determining choice
- actionable
- The total number of attributes should be kept low
- 6 is the average
- most studies fall between 4 and 8
- Use qualitative research and pretests to decide
on attributes and levels
63Part-worth utilities
- The utility for a specific level on a particular
attribute is called a part-worth. - It designates how much that part of the product
is worth to the consumer - Part-worth utilities are the building blocks of
all of the entire analysis
64Choice-Based Conjoint Analysis
- Give customers sets of profiles and make them
choose one option or the other - From these profiles you can infer the relative
utility associated with a particular feature
65Conjoint for Gas Stations
- Given a choice between these two gas stations,
which would you choose?
Exxon
Mobil
Brand name
Price
1.94 1.83
Number of Pumps 6 8
Mini-mart Yes No
Neither
Check your preference
Lets run a conjoint exercise for Shell
66So What Happened to Shell??
- Mobil beat them to the market with Speed-Pass
- Still Beta Testing the Robot Arm
- Shell acquired Texaco and now is resegmenting its
dual markets - Has mostly abandoned the Quick and Easy strategy.
67What Happened to Quick n Easy?Imitate Mobil
Shell easyPay
68Shell Strategy, 2001
69And the robots.
Robotic Gas Attendants
Replaced by Humans
Shell Oil Company recently abandoned a 3-year
experiment with robotic gas pumps. The system was
being tested in Indiana and California and worked
pretty well. It required a special colorful gas
cap and protective rubber target. Although the
system reportedly worked well in clear weather,
rain and snow created problems for the vision
system, a spokesperson for Shell said. It also
had problems with ever-changing car designs. Each
robotic pump cost about 40,000 more than a
regular pump. It didnt sound like Shell was
trying too hard to get people to use the system,
however. They charged people an extra dollar per
gallon (recall the high prices of gas anyway this
past summer), and also required them to buy the
20 special gas cap. About 300 people tried the
experiment.
Intelligence News Updates, Fall 2000
70Summary
- Defining benefit segments, and approaches to
those segments is a key tool utilized in
marketing. - Need to consider margins, size, and ability to
reach those markets. - Your success depends upon your ability to have a
comparative advantage towards the segments you
approach.