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CONCLUSIONS PAPER
Featuring:
Wilson Raj, Global Customer Intelligence Director, SAS
Insights from a webinar sponsored by the Direct Marketing Association and SAS
Improving ROI with Marketing Optimization
SAS Conclusions Paper
Table of Contents
Introduction.  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . 1
More Efficiency, Better Targeting,
Higher Volume = Not Enough.  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . 2
Optimization in Action – A Simple Example.  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . 4
Optimization Workflow.  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . 7
Marketing Optimization with Big Data.  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . 8
Closing Thoughts .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . 8
For More Information .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . 9
About the Presenter .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  .  . 9
1
Improving ROI with Marketing Optimization
Introduction
If you’re a marketing executive in a typical large organization, this scenario probably
looks familiar: Marketing teams are pressured to deliver ever-increasing ROI from
campaigns, yet marketing budgets and resources are flat or declining. Market
conditions aren’t helping. In an uncertain economy, consumers are more watchful of
their dollars, less susceptible to your offers. You can only do so much to entice them,
and you can only make so many offers in a campaign or a year. Dollars and channel
resources are finite.
The challenges have intensified in recent years, as a result of several trends:
•	 Consumers are more empowered than ever. They expect to engage with the
brand through multiple media and channels – anywhere and anytime via mobile
devices. They expect their interactions with you to have greater immediacy and
personalization than ever. And they expect you to remember them, respect their
preferences and be relevant.
•	 Data volumes are exploding. Consider that in 1976, about one percent of all
stored data was in digital form. By 2000 that figure was up to 94 percent, and
it’s climbing to 98 or 99 percent today. Consumer data outstrips business data –
seven exabytes to six – which is not surprising when you think of the vast amount
of user-generated content on platforms such as Facebook and YouTube.
•	 New contact channels add complexity and dissonance. Even small to midsize
retailers now reach customers through a dozen or more channels, from traditional
call centers, direct mail and email to mobile apps, location-based services and
social media, which is only beginning to be understood as a business tool. Brands
are struggling to balance all these channels to deliver the best overall results.
•	 You don’t control all the channels. The company owns its own media channels,
such as its website and outbound direct marketing. It controls the paid media,
such as print advertising, digital banners and search engine listings. But channels
outside your span of control, most notably social media, are gaining influence.
Your brand image on these channels must be earned.
•	 There’s more opportunity for confusion and noise. Many companies routinely
launch thousands of campaigns to millions of customers through a wide variety of
channels. No matter how creative or appealing the message, you can’t afford to
broadcast it to indifferent or unlikely recipients.
•	 Marketing organizations are drowning in data. Marketing systems churn
out gigabytes of data about customers, channels and campaigns, but few
organizations can assemble it all to make the best decisions across multiple
campaigns, organizational units and business objectives.
Amid new constraints and complexities, how can marketers deliver the best value from
every campaign and across its portfolio of campaigns? Faced with an unprecedented
number of contact opportunities and tailored messages, how do you identify the
strategy that will deliver the best returns from marketing investments?
2
SAS Conclusions Paper
These questions were the topic of a webcast hosted by SAS and the Direct Marketing
Association. Wilson Raj, Global Customer Intelligence Director at SAS, discussed
how even a mature marketing organization – one that already capitalizes on marketing
automation and interaction management tools – can further improve ROI.
More Efficiency, Better Targeting,
Higher Volume = Not Enough
“As marketers, we have a lot that we want to say to customers,” said Raj. “It’s in our
DNA to get very excited about putting lots of campaigns, messages and calls to action
out to the market. For each one, we have to choose the right message, the right
channel and the right customer. The complexity increases when we consider what kind
of experience each customer wants, especially since preferences vary from individual to
individual and from moment to moment, depending on the devices they are using.”
With the widespread adoption of automated tools, marketing organizations have
gained huge volumes of bottom-up information with which to plan, execute and track
marketing initiatives. Hidden in that data are the answers to two very critical questions:
•	 Given all the current objectives and constraints on marketing activities, how can
we maximize not just the success of this campaign, but overall contribution to
organizational growth and profitability?
•	 If we increase marketing operations budget, what would the payback be? If we
can quantify the financial impact of constraints, could we make a business case
for adding resources?
Marketers have to balance competing business goals across divisions, manage multiple
marketing programs against constraints (e.g., channel capacity), control budgets
and manage customer contact policies. Internal political battles add another layer of
complexity. At a multiproduct organization with hundreds of campaigns and millions of
customers, how do you decide which hot prospects go to which groups?
“Until the last couple of years, the focus was on trying to get out more volume [of
customer contacts] to drive sales,” said Raj. “As marketers, we tend to focus on the
customer impact.” Marketers need to expand their focus and accountability out to the
broader ecosystem at the convergence of customer, operational and financial factors:
•	 Customer: Is the customer satisfied, interacting with us, engaging with us?
•	 Operational: How efficiently am I deploying resources, and what are the trade-
offs?
•	 Financial: Looking beyond revenue, what is the ultimate cost/benefit analysis, the
return on investment from this activity?
Most marketers will recognize this trilogy as the basis for integrated marketing
management (IMM) – a more holistic way of thinking about marketing. The advantages
“As we look at all the
campaigns, channels and
customers – potentially millions
of combinations of constructs
and pathways – you also have
to make decisions regarding
budgets, minimum and
maximum campaign count,
contact policies and other
broad limitations, to figure out
the best option.”
Wilson Raj
Global Customer Intelligence Director, SAS
3
Improving ROI with Marketing Optimization
of such an approach seem self-evident. You’re not making decisions in a vacuum – not
just increasing lift for one campaign (perhaps at the expense of another), but benefiting
the business overall. By 2014, companies that develop an IMM strategy will deliver a 50
percent higher return on marketing investments than those that don’t, according to one
analyst group. That prospect alone ought to make marketers take notice.
Achieving this integrated vision requires balancing many variables to find the scenarios
that will deliver the best outcomes. Here is where optimization comes into play.
“The term ‘optimization’ is often used to mean a variety of things,” said Raj. “When we
talk about optimization, we’re talking about an analytical and mathematical function – a
very specific flavor of decision support technique drawn from the fields of operations
research and management science. We’re trying to find not just a better answer, but the
best answer, given certain conditions and constraints.”
A well-defined optimization approach is based on rigorous mathematical analysis of
three key elements:
•	 Decision variables or choices that are available, such as which resources to apply
and which offer to present to which customer and channel
•	 Business objectives to be achieved, such as maximizing sales, profit or response;
or minimizing cost, returns or non-responding customers
•	 Constraints that limit how you can pursue your objectives, such as channel
constraints, materials available, customer preferences and contact policies
In an optimization exercise, all of these elements frame what is possible. The goal is to
achieve the best you can possibly do within a given situation.
“Typically, when marketers think of optimization, it is an afterthought,” said Raj. “Put
in a program or execute a campaign, and then start optimizing it. That is a fallacy. We
need to be optimizing across all the phases of marketing, from setting the right focus,
to deciding what data pieces to use, to multichannel execution, and ensuring relevance
and authenticity.”
4
SAS Conclusions Paper
FRAMEWORK INTEGRATED MARKETING MANAGEMENT (IMM)
Marketing
Operations
Information
Inbound
& Events
Touch Points
Analytics Campaigns
Digital,
Offline and
Emergent
Channels
DRIVING PROFITABLE GROWTH END-TO-END – SAS PERSPECTIVE
Common Threads:
• Optimization
• Real time
• Synchronization
The keys to doing more
with less
Strategy & Planning
Setting the right focus
Information & Analytics
360 view with deep
insights
Orchestration & Interaction
Optimized multi-channel
execution
Customer Experience
Relevance,
Authenticity
#DMA #sasci
Figure 1. Marketers should be thinking about optimization across the entire IMM
framework.
Optimization in Action – A Simple Example
Let’s look at an example of the power of optimization to deliver incremental gains on
even a successful campaign strategy. In this hypothetical example, a hotel wants to
determine the best way to offer three different incentives: 5 percent off one night’s stay,
a free or discounted spa package, and a “buy one night, get one free” deal. Each guest
must get an offer from at most one campaign, and each campaign must target at most
three guests.
More than just “make the
right offer at the right time,”
mathematical optimization
achieves the stated objective by
balancing the multiple variables
within limits established by the
constraints.
5
Improving ROI with Marketing Optimization
If the hotel prioritized by which offers seemed to deliver the highest returns – looking in
turn at optimizing for the first offer, then the second, and then the third – the end result
would be a return of $655. Not bad, but could it be better?
Objective = $655
Guest 5% of Stay Spa Package Buy I Night Get 1 Free
1 100 120 90
2 50 70 75
3 60 75 65
4 55 80 75
5 75 60 50
6 75 65 60
7 80 70 75
8 65 60 60
9 80 110 75
#DMA #sasci
Figure 2. Prioritizing by offer yields a good return, but could it be better?
If the hotel prioritized by guests on a first in, first out basis – selecting the most attractive
offer for each guest, within the campaign constraints mentioned earlier – the end result
would be a return of $715, a nice uplift. But could it be better?
Objective = $715
Guest 5% of Stay Spa Package Buy I Night Get 1 Free
1 100 120 90
2 50 70 75
3 60 75 65
4 55 80 75
5 75 60 50
6 75 65 60
7 80 70 75
8 65 60 60
9 80 110 75
C
Guest 5% of Stay Spa Package Buy I Night Get 1 Free
1 100 120 90
2 50 70 75
3 60 75 65
4 55 80 75
5 75 60 50
6 75 65 60
7 80 70 75
8 65 60 60
9 80 110 75
#DMA #sasci
Figure 3. Selecting by customer rules yields a better return, but could it be even better?
6
SAS Conclusions Paper
If the hotel optimized by taking all constraints into account, it arrives at a selection of
customers/offers that delivers a return of $745, a 4 percent improvement over customer
rules alone.
Figure 4. Prioritizing by customer and by offer delivers the best returns.
“Prioritizing by campaign did not provide the best combination of customer/offer,” said
Raj. “We got a little bit of uplift when selecting by customer rules, but when we took
a more holistic approach and considered all the various constraints, we got an even
better outcome.”
This example is highly simplified, but it represents a realistic (if very small) mathematical
problem faced by most marketers. Expand this scenario to one with 50 products, eight
channels and 40 million customers, and the incremental value starts to look like real
money. For example:
•	 A multistate bank in the US saw a 55 percent increase in the profitability of its
direct marketing program, repaying its system investments in only four months.
•	 A multinational telecommunications company increased response rates by 300
to 1,000 percent, improving campaign ROI 400 percent while reducing campaign
costs by 30 percent.
•	 A multinational financial services provider with more than 1,000 branches
improved campaign ROI by 50 percent.
•	 A major US insurance company achieved a 12 percent increase in revenue, a 52
percent increase in earnings, and saved more than $4 million a year.
•	 A major US telecom service provider gained an incremental $6 million in lifetime
value (net present value of the profit it expects from a customer) in the first month.
•	 A global telecom provider reduced call center contacts by 25 percent without
decreasing effectiveness.
Who would want to ignore these kinds of results? With optimization, marketers can
wring more ROI from the same resources and show justification for where adding
resources would more than pay off.
Scenario A: Prioritization
	 First in, first out
	 Prioritized by campaign
	 Does not provide best possible
combination
Scenario B: Customer Rules
	 First in, first out
	 Prioritized by customer/campaign
	 Fails in the face of constraints
Scenario C: Optimization
	 Solves by taking a holistic
approach
	 Factors in all constraints
	 Determines the best possible
result
7
Improving ROI with Marketing Optimization
Optimization Workflow
Ideally, optimization becomes part of a workflow that aligns with your marketing
process. At one end of the spectrum, you have all of your decision points – campaign
definitions, customer data that fuels those campaigns, contact history, business goals,
constraints and other business rules. This information feeds into optimization routines
that identify multiple scenarios based on those inputs. The optimized outputs – the best
scenarios – then drive campaign activities.
“The optimization process also considers the element of time,” said Raj. “Certain
campaigns may show a very strong uplift if you just apply a couple of criteria, but if you
extend the scenario out into time, you might find that the decision hurts your business
in the long run. If you use optimization, you can capture that aspect, understanding not
just the implications for the short term but the long-term effects.”
Unlike rules-based approaches, optimization can be used to ask what if questions.
For example:
•	 What if we add a call center agent and can now make twice as many calls?
•	 What if we get a price break on a larger print run for this direct mail campaign?
•	 What if we contact these customers through our Facebook page rather than an
email blast that drives them to our website?
Marginal value reports can be used to evaluate the trade-offs between choices and constraints.
“The beauty of this is that even before you go to market with a campaign, you have
multiple scenarios to understand the implications of each of those decisions,” said Raj.
“You have clarity not just from the perspective of customer impact, but also in terms of
operational needs and financial outcomes.”
WORKFLOW ELEMENTS FOR MARKETING OPTIMIZATION
Customer Data
Model scores
Demographic/behavioral
information
Campaigns
Offer definitions
Offer costs
Offer/customer eligible
transactions
Constraints &
Business Rules
Offer & Channel levels
Offer conflict &
sequencing
Contact Policies
Global Opt-outs
Budget
Business Goal
Profit, Revenue
Score/Rank based
Contact History Data
Offer/customer contact
Time of contact
O1 O2 O3 O4 O5 .. Oj
C1
C2
C3
C4
C5
.
. x
x
x
x
x
x
x
x
x
x
Optimized Output
Campaign ID - customer ID – Offer ID
– Channel ID - Time
Marketing Optimization
Optimize
Define
Optimization
Scenarios
Examine
Optimization
Reports
What-If Analysis
#DMA #sasci
Figure 5. Workflow for marketing optimization.
8
SAS Conclusions Paper
Marketing Optimization with Big Data
What many vendors call “marketing optimization” tools are actually rules-based
products that use simplistic rank-ordering. True marketing optimization captures
and considers hundreds or thousands of variables – a serious processing task.
To accommodate fast-growing volumes of marketing data, SAS offers marketing
optimization on a high-performance optimization engine that reduces computation
time, so you can quickly optimize millions of rows of customer data.
With high-performance computing, optimization problems that were previously
unsolvable due to size or complexity can now be handled easily. For example, you
can optimize runs with hundreds of campaign offers, thousands of contact policy
constraints and millions of rows of customer records in just minutes, rather than
the hours or days it would have taken in the past.
This kind of processing power delivers more accurate optimization results,
because you can analyze against the entire set of customer data, not just a
sample or control group. Accelerated processing also makes it possible to solve
fast-breaking business issues and make rapid, fact-based decisions.
Closing Thoughts
The requirement to juggle multiple constraints and considerations is an inescapable part
of the marketing equation. Marketing executives need a top-down, integrated marketing
management approach that optimizes the value of all campaign activities. That’s exactly
what marketing optimization does – it gives marketers the ability to plan and prioritize all
customer interactions in a way that maximizes economic outcomes while balancing the
capacity to deliver and the likelihood to respond.
A solid marketing optimization solution should enable marketers to do four key things:
1.		 Flexibly define objectives and constraints, whether the goal is to maximize a
positive attribute or minimize a negative one.
2.		 Incorporate real-world contact policies, such as cross-business considerations
(who gets the lead?), recency and frequency rules, and blocking policies.
3.		 Understand the implications of changing any of the resources, objectives or
constraints.
4.		 Define and compare different scenarios to see which ones deliver the most
desired outcomes.
“These capabilities help your organization move closer to the vision of an IMM
process,” said Raj, “where you not only create positive customer impact, but you also
build efficiencies into the operational process and improve financial outcomes.” Finally, a
mathematical solution to the never-ending expectation on marketers to do more with less.
“Ultimately, marketing
optimization has to do three
things for you. It should
determine the optimal offers to
match the goal, provide you with
customer and marketing insight,
and result in increased ROI
across the board.”
Wilson Raj,
Global Customer Intelligence Director, SAS
9
Improving ROI with Marketing Optimization
For More Information
For more about SAS®
Marketing Optimization: sas.com/solutions/crm/mktopt/
To download the white paper “Competing on Customer Intelligence” sas.com/reg/
gen/corp/904074
To read more thought leader views, visit the Customer Intelligence Knowledge
Exchange: sas.com/knowledge-exchange/customer-intelligence
To get fresh perspectives from marketing practitioners on the Customer Analytics
blog: blogs.sas.com/content/customeranalytics/
About the Presenter
Wilson Raj is the Global Customer Intelligence Director in the Worldwide Alliances
and Product Marketing Division at SAS. His responsibilities include collaborating with
industry leaders, customers, alliances, sales, marketing and product teams to establish
and evangelize SAS’ customer intelligence growth strategy in the market.
With 18 years of experience in diverse industries, Raj has built data-driven brand
value, engagement and loyalty through expertise in integrating traditional and digital
marketing, social media, multichannel relationship marketing and public relations. He
has held global lead marketing and strategy positions for leading Fortune Global 500®
companies and digital agencies such as Microsoft, Medtronic, Philips, Novell, Ameritech
(now AT&T Midwest), Publicis and WPP (Y&R).
Raj holds a B.A. in English and an M.B.A. from Brigham Young University, and a
Certificate-in-Education from the Institute of Education in Singapore.
About SAS
SAS is the leader in business analytics software and services, and the largest independent vendor in the business intelligence market.
Through innovative solutions, SAS helps customers at more than 60,000 sites improve performance and deliver value by making better
decisions faster. Since 1976, SAS has been giving customers around the world THE POWER TO KNOW®. For more information on
SAS® Business Analytics software and services, visit sas.com.
SAS Institute Inc. World Headquarters   +1 919 677 8000
To contact your local SAS office, please visit: sas.com/offices
SAS and all other SAS Institute Inc. product or service names are registered trademarks or trademarks of SAS Institute Inc. in the USA
and other countries. ® indicates USA registration. Other brand and product names are trademarks of their respective companies.
Copyright © 2013, SAS Institute Inc. All rights reserved. 106133_S97873_0113

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Improving ROI with Marketing Optimization via SAS

  • 1. CONCLUSIONS PAPER Featuring: Wilson Raj, Global Customer Intelligence Director, SAS Insights from a webinar sponsored by the Direct Marketing Association and SAS Improving ROI with Marketing Optimization
  • 2. SAS Conclusions Paper Table of Contents Introduction. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1 More Efficiency, Better Targeting, Higher Volume = Not Enough. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2 Optimization in Action – A Simple Example. . . . . . . . . . . . . . . . . . . . . 4 Optimization Workflow. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 7 Marketing Optimization with Big Data. . . . . . . . . . . . . . . . . . . . . . . . . . 8 Closing Thoughts . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8 For More Information . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 About the Presenter . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9
  • 3. 1 Improving ROI with Marketing Optimization Introduction If you’re a marketing executive in a typical large organization, this scenario probably looks familiar: Marketing teams are pressured to deliver ever-increasing ROI from campaigns, yet marketing budgets and resources are flat or declining. Market conditions aren’t helping. In an uncertain economy, consumers are more watchful of their dollars, less susceptible to your offers. You can only do so much to entice them, and you can only make so many offers in a campaign or a year. Dollars and channel resources are finite. The challenges have intensified in recent years, as a result of several trends: • Consumers are more empowered than ever. They expect to engage with the brand through multiple media and channels – anywhere and anytime via mobile devices. They expect their interactions with you to have greater immediacy and personalization than ever. And they expect you to remember them, respect their preferences and be relevant. • Data volumes are exploding. Consider that in 1976, about one percent of all stored data was in digital form. By 2000 that figure was up to 94 percent, and it’s climbing to 98 or 99 percent today. Consumer data outstrips business data – seven exabytes to six – which is not surprising when you think of the vast amount of user-generated content on platforms such as Facebook and YouTube. • New contact channels add complexity and dissonance. Even small to midsize retailers now reach customers through a dozen or more channels, from traditional call centers, direct mail and email to mobile apps, location-based services and social media, which is only beginning to be understood as a business tool. Brands are struggling to balance all these channels to deliver the best overall results. • You don’t control all the channels. The company owns its own media channels, such as its website and outbound direct marketing. It controls the paid media, such as print advertising, digital banners and search engine listings. But channels outside your span of control, most notably social media, are gaining influence. Your brand image on these channels must be earned. • There’s more opportunity for confusion and noise. Many companies routinely launch thousands of campaigns to millions of customers through a wide variety of channels. No matter how creative or appealing the message, you can’t afford to broadcast it to indifferent or unlikely recipients. • Marketing organizations are drowning in data. Marketing systems churn out gigabytes of data about customers, channels and campaigns, but few organizations can assemble it all to make the best decisions across multiple campaigns, organizational units and business objectives. Amid new constraints and complexities, how can marketers deliver the best value from every campaign and across its portfolio of campaigns? Faced with an unprecedented number of contact opportunities and tailored messages, how do you identify the strategy that will deliver the best returns from marketing investments?
  • 4. 2 SAS Conclusions Paper These questions were the topic of a webcast hosted by SAS and the Direct Marketing Association. Wilson Raj, Global Customer Intelligence Director at SAS, discussed how even a mature marketing organization – one that already capitalizes on marketing automation and interaction management tools – can further improve ROI. More Efficiency, Better Targeting, Higher Volume = Not Enough “As marketers, we have a lot that we want to say to customers,” said Raj. “It’s in our DNA to get very excited about putting lots of campaigns, messages and calls to action out to the market. For each one, we have to choose the right message, the right channel and the right customer. The complexity increases when we consider what kind of experience each customer wants, especially since preferences vary from individual to individual and from moment to moment, depending on the devices they are using.” With the widespread adoption of automated tools, marketing organizations have gained huge volumes of bottom-up information with which to plan, execute and track marketing initiatives. Hidden in that data are the answers to two very critical questions: • Given all the current objectives and constraints on marketing activities, how can we maximize not just the success of this campaign, but overall contribution to organizational growth and profitability? • If we increase marketing operations budget, what would the payback be? If we can quantify the financial impact of constraints, could we make a business case for adding resources? Marketers have to balance competing business goals across divisions, manage multiple marketing programs against constraints (e.g., channel capacity), control budgets and manage customer contact policies. Internal political battles add another layer of complexity. At a multiproduct organization with hundreds of campaigns and millions of customers, how do you decide which hot prospects go to which groups? “Until the last couple of years, the focus was on trying to get out more volume [of customer contacts] to drive sales,” said Raj. “As marketers, we tend to focus on the customer impact.” Marketers need to expand their focus and accountability out to the broader ecosystem at the convergence of customer, operational and financial factors: • Customer: Is the customer satisfied, interacting with us, engaging with us? • Operational: How efficiently am I deploying resources, and what are the trade- offs? • Financial: Looking beyond revenue, what is the ultimate cost/benefit analysis, the return on investment from this activity? Most marketers will recognize this trilogy as the basis for integrated marketing management (IMM) – a more holistic way of thinking about marketing. The advantages “As we look at all the campaigns, channels and customers – potentially millions of combinations of constructs and pathways – you also have to make decisions regarding budgets, minimum and maximum campaign count, contact policies and other broad limitations, to figure out the best option.” Wilson Raj Global Customer Intelligence Director, SAS
  • 5. 3 Improving ROI with Marketing Optimization of such an approach seem self-evident. You’re not making decisions in a vacuum – not just increasing lift for one campaign (perhaps at the expense of another), but benefiting the business overall. By 2014, companies that develop an IMM strategy will deliver a 50 percent higher return on marketing investments than those that don’t, according to one analyst group. That prospect alone ought to make marketers take notice. Achieving this integrated vision requires balancing many variables to find the scenarios that will deliver the best outcomes. Here is where optimization comes into play. “The term ‘optimization’ is often used to mean a variety of things,” said Raj. “When we talk about optimization, we’re talking about an analytical and mathematical function – a very specific flavor of decision support technique drawn from the fields of operations research and management science. We’re trying to find not just a better answer, but the best answer, given certain conditions and constraints.” A well-defined optimization approach is based on rigorous mathematical analysis of three key elements: • Decision variables or choices that are available, such as which resources to apply and which offer to present to which customer and channel • Business objectives to be achieved, such as maximizing sales, profit or response; or minimizing cost, returns or non-responding customers • Constraints that limit how you can pursue your objectives, such as channel constraints, materials available, customer preferences and contact policies In an optimization exercise, all of these elements frame what is possible. The goal is to achieve the best you can possibly do within a given situation. “Typically, when marketers think of optimization, it is an afterthought,” said Raj. “Put in a program or execute a campaign, and then start optimizing it. That is a fallacy. We need to be optimizing across all the phases of marketing, from setting the right focus, to deciding what data pieces to use, to multichannel execution, and ensuring relevance and authenticity.”
  • 6. 4 SAS Conclusions Paper FRAMEWORK INTEGRATED MARKETING MANAGEMENT (IMM) Marketing Operations Information Inbound & Events Touch Points Analytics Campaigns Digital, Offline and Emergent Channels DRIVING PROFITABLE GROWTH END-TO-END – SAS PERSPECTIVE Common Threads: • Optimization • Real time • Synchronization The keys to doing more with less Strategy & Planning Setting the right focus Information & Analytics 360 view with deep insights Orchestration & Interaction Optimized multi-channel execution Customer Experience Relevance, Authenticity #DMA #sasci Figure 1. Marketers should be thinking about optimization across the entire IMM framework. Optimization in Action – A Simple Example Let’s look at an example of the power of optimization to deliver incremental gains on even a successful campaign strategy. In this hypothetical example, a hotel wants to determine the best way to offer three different incentives: 5 percent off one night’s stay, a free or discounted spa package, and a “buy one night, get one free” deal. Each guest must get an offer from at most one campaign, and each campaign must target at most three guests. More than just “make the right offer at the right time,” mathematical optimization achieves the stated objective by balancing the multiple variables within limits established by the constraints.
  • 7. 5 Improving ROI with Marketing Optimization If the hotel prioritized by which offers seemed to deliver the highest returns – looking in turn at optimizing for the first offer, then the second, and then the third – the end result would be a return of $655. Not bad, but could it be better? Objective = $655 Guest 5% of Stay Spa Package Buy I Night Get 1 Free 1 100 120 90 2 50 70 75 3 60 75 65 4 55 80 75 5 75 60 50 6 75 65 60 7 80 70 75 8 65 60 60 9 80 110 75 #DMA #sasci Figure 2. Prioritizing by offer yields a good return, but could it be better? If the hotel prioritized by guests on a first in, first out basis – selecting the most attractive offer for each guest, within the campaign constraints mentioned earlier – the end result would be a return of $715, a nice uplift. But could it be better? Objective = $715 Guest 5% of Stay Spa Package Buy I Night Get 1 Free 1 100 120 90 2 50 70 75 3 60 75 65 4 55 80 75 5 75 60 50 6 75 65 60 7 80 70 75 8 65 60 60 9 80 110 75 C Guest 5% of Stay Spa Package Buy I Night Get 1 Free 1 100 120 90 2 50 70 75 3 60 75 65 4 55 80 75 5 75 60 50 6 75 65 60 7 80 70 75 8 65 60 60 9 80 110 75 #DMA #sasci Figure 3. Selecting by customer rules yields a better return, but could it be even better?
  • 8. 6 SAS Conclusions Paper If the hotel optimized by taking all constraints into account, it arrives at a selection of customers/offers that delivers a return of $745, a 4 percent improvement over customer rules alone. Figure 4. Prioritizing by customer and by offer delivers the best returns. “Prioritizing by campaign did not provide the best combination of customer/offer,” said Raj. “We got a little bit of uplift when selecting by customer rules, but when we took a more holistic approach and considered all the various constraints, we got an even better outcome.” This example is highly simplified, but it represents a realistic (if very small) mathematical problem faced by most marketers. Expand this scenario to one with 50 products, eight channels and 40 million customers, and the incremental value starts to look like real money. For example: • A multistate bank in the US saw a 55 percent increase in the profitability of its direct marketing program, repaying its system investments in only four months. • A multinational telecommunications company increased response rates by 300 to 1,000 percent, improving campaign ROI 400 percent while reducing campaign costs by 30 percent. • A multinational financial services provider with more than 1,000 branches improved campaign ROI by 50 percent. • A major US insurance company achieved a 12 percent increase in revenue, a 52 percent increase in earnings, and saved more than $4 million a year. • A major US telecom service provider gained an incremental $6 million in lifetime value (net present value of the profit it expects from a customer) in the first month. • A global telecom provider reduced call center contacts by 25 percent without decreasing effectiveness. Who would want to ignore these kinds of results? With optimization, marketers can wring more ROI from the same resources and show justification for where adding resources would more than pay off. Scenario A: Prioritization First in, first out Prioritized by campaign Does not provide best possible combination Scenario B: Customer Rules First in, first out Prioritized by customer/campaign Fails in the face of constraints Scenario C: Optimization Solves by taking a holistic approach Factors in all constraints Determines the best possible result
  • 9. 7 Improving ROI with Marketing Optimization Optimization Workflow Ideally, optimization becomes part of a workflow that aligns with your marketing process. At one end of the spectrum, you have all of your decision points – campaign definitions, customer data that fuels those campaigns, contact history, business goals, constraints and other business rules. This information feeds into optimization routines that identify multiple scenarios based on those inputs. The optimized outputs – the best scenarios – then drive campaign activities. “The optimization process also considers the element of time,” said Raj. “Certain campaigns may show a very strong uplift if you just apply a couple of criteria, but if you extend the scenario out into time, you might find that the decision hurts your business in the long run. If you use optimization, you can capture that aspect, understanding not just the implications for the short term but the long-term effects.” Unlike rules-based approaches, optimization can be used to ask what if questions. For example: • What if we add a call center agent and can now make twice as many calls? • What if we get a price break on a larger print run for this direct mail campaign? • What if we contact these customers through our Facebook page rather than an email blast that drives them to our website? Marginal value reports can be used to evaluate the trade-offs between choices and constraints. “The beauty of this is that even before you go to market with a campaign, you have multiple scenarios to understand the implications of each of those decisions,” said Raj. “You have clarity not just from the perspective of customer impact, but also in terms of operational needs and financial outcomes.” WORKFLOW ELEMENTS FOR MARKETING OPTIMIZATION Customer Data Model scores Demographic/behavioral information Campaigns Offer definitions Offer costs Offer/customer eligible transactions Constraints & Business Rules Offer & Channel levels Offer conflict & sequencing Contact Policies Global Opt-outs Budget Business Goal Profit, Revenue Score/Rank based Contact History Data Offer/customer contact Time of contact O1 O2 O3 O4 O5 .. Oj C1 C2 C3 C4 C5 . . x x x x x x x x x x Optimized Output Campaign ID - customer ID – Offer ID – Channel ID - Time Marketing Optimization Optimize Define Optimization Scenarios Examine Optimization Reports What-If Analysis #DMA #sasci Figure 5. Workflow for marketing optimization.
  • 10. 8 SAS Conclusions Paper Marketing Optimization with Big Data What many vendors call “marketing optimization” tools are actually rules-based products that use simplistic rank-ordering. True marketing optimization captures and considers hundreds or thousands of variables – a serious processing task. To accommodate fast-growing volumes of marketing data, SAS offers marketing optimization on a high-performance optimization engine that reduces computation time, so you can quickly optimize millions of rows of customer data. With high-performance computing, optimization problems that were previously unsolvable due to size or complexity can now be handled easily. For example, you can optimize runs with hundreds of campaign offers, thousands of contact policy constraints and millions of rows of customer records in just minutes, rather than the hours or days it would have taken in the past. This kind of processing power delivers more accurate optimization results, because you can analyze against the entire set of customer data, not just a sample or control group. Accelerated processing also makes it possible to solve fast-breaking business issues and make rapid, fact-based decisions. Closing Thoughts The requirement to juggle multiple constraints and considerations is an inescapable part of the marketing equation. Marketing executives need a top-down, integrated marketing management approach that optimizes the value of all campaign activities. That’s exactly what marketing optimization does – it gives marketers the ability to plan and prioritize all customer interactions in a way that maximizes economic outcomes while balancing the capacity to deliver and the likelihood to respond. A solid marketing optimization solution should enable marketers to do four key things: 1. Flexibly define objectives and constraints, whether the goal is to maximize a positive attribute or minimize a negative one. 2. Incorporate real-world contact policies, such as cross-business considerations (who gets the lead?), recency and frequency rules, and blocking policies. 3. Understand the implications of changing any of the resources, objectives or constraints. 4. Define and compare different scenarios to see which ones deliver the most desired outcomes. “These capabilities help your organization move closer to the vision of an IMM process,” said Raj, “where you not only create positive customer impact, but you also build efficiencies into the operational process and improve financial outcomes.” Finally, a mathematical solution to the never-ending expectation on marketers to do more with less. “Ultimately, marketing optimization has to do three things for you. It should determine the optimal offers to match the goal, provide you with customer and marketing insight, and result in increased ROI across the board.” Wilson Raj, Global Customer Intelligence Director, SAS
  • 11. 9 Improving ROI with Marketing Optimization For More Information For more about SAS® Marketing Optimization: sas.com/solutions/crm/mktopt/ To download the white paper “Competing on Customer Intelligence” sas.com/reg/ gen/corp/904074 To read more thought leader views, visit the Customer Intelligence Knowledge Exchange: sas.com/knowledge-exchange/customer-intelligence To get fresh perspectives from marketing practitioners on the Customer Analytics blog: blogs.sas.com/content/customeranalytics/ About the Presenter Wilson Raj is the Global Customer Intelligence Director in the Worldwide Alliances and Product Marketing Division at SAS. His responsibilities include collaborating with industry leaders, customers, alliances, sales, marketing and product teams to establish and evangelize SAS’ customer intelligence growth strategy in the market. With 18 years of experience in diverse industries, Raj has built data-driven brand value, engagement and loyalty through expertise in integrating traditional and digital marketing, social media, multichannel relationship marketing and public relations. He has held global lead marketing and strategy positions for leading Fortune Global 500® companies and digital agencies such as Microsoft, Medtronic, Philips, Novell, Ameritech (now AT&T Midwest), Publicis and WPP (Y&R). Raj holds a B.A. in English and an M.B.A. from Brigham Young University, and a Certificate-in-Education from the Institute of Education in Singapore.
  • 12. About SAS SAS is the leader in business analytics software and services, and the largest independent vendor in the business intelligence market. Through innovative solutions, SAS helps customers at more than 60,000 sites improve performance and deliver value by making better decisions faster. Since 1976, SAS has been giving customers around the world THE POWER TO KNOW®. For more information on SAS® Business Analytics software and services, visit sas.com. SAS Institute Inc. World Headquarters   +1 919 677 8000 To contact your local SAS office, please visit: sas.com/offices SAS and all other SAS Institute Inc. product or service names are registered trademarks or trademarks of SAS Institute Inc. in the USA and other countries. ® indicates USA registration. Other brand and product names are trademarks of their respective companies. Copyright © 2013, SAS Institute Inc. All rights reserved. 106133_S97873_0113