Increase the Value of your Customers through Customer Value Insight Philip Reschke Senior Business Consultant Global Business Advisory
Copyright © 2011 SAS Institute Inc. All rights reserved.
“
150% of your profit comes from 20% of your customers
”
Geoffrey Colvin Fortune Senior Editor-at-Large
§ To grow profitably, you need to: § Find the most profitable growth opportunities § Take the best marketing actions § Maximize cross business impact
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It takes discipline, understanding & the ability to predict which are the right customers to focus on § The challenge: § Millions of customers § Changing behaviors § Segmentation strategies are too simple
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Solution: Understand customers’ value & needs - and prioritize your efforts accordingly § Customer value represents more than § Current revenue level § Historical profit margin § Traditional Customer Lifetime Value
§ Includes § Social activity, customer DNA, potential value, long-term view 4
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Preview …
§ Understand your customer § Customer value insight § Long-term investment in customers
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Understand your customer
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Driving value from customer relationships is getting increasingly complex Customers & Prospects
Offers, Services & Pricing Channels & Business Functions
Web
Email
Mail
Mobile
Print
Social
Phone
Branch
ATM
Advisor
TV
Radio
Service Finance Collections
Risk
Risk
Fraud
Fraud
Products
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For many a change of mind is required...
From product focus … to customer focus ?
We have one specific product which we want to sell. To whom should we offer it?
?
There is a customer in my branch to whom I would like to offer something. What should I offer?
Bank Product
Customer
Selection of the customers with the highest probability to buy this product
Selection of the product(s) for which a specific customer has the highest probability to buy
Customers
Bank Product
= Campaigns
= Next Best Product
§ for product campaigns § for higher customer numbers § for customers with high product affinity
§ as sales support § for the 1:1 contact § for every customer 8
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Managing customer relationships in a customer-centric organization
Identify
Differentiate
Interact
Customize
customers as unique addressable individuals
by value, behavior, sentiment and needs
more cost efficiently and effectively
some aspect of the company’s behavior, offerings, or communications
Customer Insight
Customer Experience
(Analytical CRM)
(Operational CRM)
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Source: Managing Customer Relationships by Martha Rogers
Copyright © 2011 SAS Institute Inc. All rights reserved.
Identify customers
Identify and recognize a customer every time he/she comes back § Know and remember each customer § Behavioral data (buying habits, website usage, channel interactions, language used, share of wallet, product use), § Attitudinal data (product attitudes such as satisfaction level, brand preferences, social and personal values, opinions), § Demographic data (age, income, education, material status, household income, gender, home ownership)
§ Organize your information into a customer specific view 10
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Differentiate customers
Different customers have different values and different needs § Values § Some customers are worth more than others § Value tells you where to focus
§ Needs § Individual customers have different needs § Customer needs drive customer behavior § Customer behavior drives customer revenue and cost § Needs tell you how to win 11
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Differentiate customers
The goal of value differentiation is not a historical understanding, but rather a predictive plan of action
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Customer value insight
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Understanding customer value
Shareholders care about two types of customer value § Actual value § Based on what is currently known and predicted about the customers’ future behavior – business as usual
§ Potential value
4.4
5
§ What the customers’ asset value can be worth if you can change the customers expected trajectory
4 3
2.1
2.4
2
1
1 0 Customer 1 Actual value
Customer 2 Potential Value 14
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Notes about customer’s actual value
Actual Value = Customer Lifetime Value (CLV) § Actual Value = value of a customer as a financial asset § NPV of future cash flows from that customer assuming business as usual
§ CLV is not a precise number § CLV is a REAL financial number and every organization has an interest in understanding and positively affecting it 15
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Calculating CLV
A CLV model includes as many of the following data points as possible § Repeat customer purchases § Greater margin from repeat purchases vs. initial customers § Indirect benefits from customer referrals or positive social media attitude § Willingness to collaborate by sharing data or ideas for new or improved products 16
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Calculating CLV
A CLV model includes as many of the following data points as possible (cont.) § Stated willingness to deliver future business vs. switch vendor § Historical transaction records § Customer master data § Products and product revenue & costs § Cost to serve/support by channel, type of communication, etc. 17
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Calculating CLV
A CLV model includes as many of the following data points as possible (cont.) § Marketing and acquisition costs § Response rates to marketing and advertising activities § Company or industry specific information § Expected life time
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Calculating CLV Future Value
Present Value
t =T
CLV k = ∑
Etk − Atk
t =0 ( 1 + it )
(
)
= Customer Lifetime Value of a customer k = revenue from a customer k = expenses for a customer k = customer k
Contribution by period
CLVk Et At k
t
= E0k − A0k +
E1k − A1k 1
( 1 + i1 )
+
E2k − A2k ( 1 + i2 )
t (t=0) T i
€
+ ... +
( 1 + iT )T
= time period (t=0, 1, 2, …) = today = predicted duration of a relationship = interest (discount) rate
€ € € € € € € € € € € Acquisition
2
ETk − ATk
Time
Churn 19
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Cost and Profitability Model (example)
The key is in structuring the model around actionable customer events Resources Overheads Staff etc
Costs & Revenue
Network Costs Direct Costs Handsets etc
Activities Who does what
Assets Values
Direct
Customer Events What is being produced
Process Logical Network Elements
How products are consumed
Channel How is the Network used
Ongoing Management
Network Products
Direct Costs Handsets etc What is being sold
100%
Acquisition
Multiple Segments
Tariff Life Style
Cost & Revenues
CLV
Life Stage
Retention
Age
100%
Disconnect.
100%
Expected Lifetime
100% 20
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Multiple sources contribute to building a detailed customer P/L – (bank example) Interest Income
680,000
Interest Expense
-80,000
Interest
Direct
Net Interest Income (NII)
600,000
Credit for Funds Funds
10,000 Base
-350,000
Charge for Funds Option Adjusted Spread Net Cost of Funds
Funds Transfer Pricing Calculation
-40,000 -380,000
Account Maintenance
Servicing Costs Non Interest Expense
-2,000
Direct Product
-100,000
Relationship Management
-50,000
Sales and Marketing Efforts
-50,000
Provision for Losses
-40,000
Total Non Interest Expenses
Advanced Costing Model
Expected Loss Model
-242,000
Cost of Economic Capital
-10,000
Net Contribution
-32,000
Economic Capital Model
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Calculating CLV
Several leading indicators affect the CLV calculation § Lifetime value drivers § Revenue, cost, expected lifetime – components affecting CLV)
§ Lifestyle changes § (new job, kid is born, new car is bought, getting divorced)
§ Behavioral cues § (no. contacts, product purchased, tweets about company)
§ Customer attitudes § (satisfaction level, and likelihood of buying again, sentiment) 22
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If a CLV model is too difficult or costly to create, what then?
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Consider a proxy variable
The goal is to rank and prioritize your customers based on their relative worth § A representation of a customer’s value § RFM model » Recency » Frequency » Monetary value § Frequent-flier mileage
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Potential value
“What the customers’ asset value can be worth if you can change the customers expected trajectory”
§ Compare similar customers’ with lower-LTV to higherLTV ones; potential is at least the average high value § B2C (similar family size, income level, neighborhood, etc.) § B2B (sales volume or profit, vertical industry, employment level, etc.) 25
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Potential value
What to consider when assessing your customer’s potential value § Mow much additional business can you capture if you change your treatment? § What other products could you sell if you had them available? § What additional value can you capture if you could prevent the customers defection? § How can you identify the customer needs you do not know about? 26
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Potential value
What to consider when assessing your customer’s potential value (cont.) § How much can you reduce cost-to-serve and still maintain the same level of customer satisfaction? § How much could the customer be worth in terms of referrals or other non-financial contributions?
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Avoid the common misunderstanding
A customer’s “value to the company” is “potential value”, not “actual value” § Most marketers § Segment by actual value, and design strategies accordingly § Overlook “potential value”
Retention Likelihood
High
Low
Up Sell
Cross Sell
Retain & Up Sell
Retain & Cross Sell
Actual Value
High 28
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Grow your “share of customer/wallet”
Alter customers’ trajectory to realize some unrealized potential value § Unrealized potential value § (potential - actual value)
§ Share of customer § (actual value / potential value)
§ Increase customers business over and above what was otherwise expected 29
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Unrealized Potential Value
High
Categorize customers by value by combining actual and potential value Most Growable Customers
Super Growth Customers
Low
MVC of your competitor
Mostly very large B2B customers
Low Maintenance Customers
Most Valuable Customers
Streamline services and interactions toward cost-efficient and automated channels
Loss Making Customers
Low
Retention
High Actual Value 30
Source: Managing Customer Relationships by Martha Rogers
Copyright © 2011 SAS Institute Inc. All rights reserved.
Improve the value mix of customers Notes
Growth by increasing number of customers
•
Number of customers
2 Growth by increasing value of customers
1 3
•
Solely focus on the number of customers acquired results in a degraded mix as lowvalue customers by definition are easier to acquire A customer centric strategy will not acquire any customer; only higher-value ones
MVC’s
LMC
Customer actual value 31
Source: Managing Customer Relationships by Martha Rogers
Copyright © 2011 SAS Institute Inc. All rights reserved.
Realizing the potential
Setting financial objectives at customer level is only part of the job § Customers trajectory must be altered § Understand customers’ perspective and needs § Appeal to those needs through a tailored dialogue delivering on the customer’s needs
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Perspectives on CLV
Not understanding the real dynamics of CLV often lead to short term focus § A customer is a financial asset § Value is CLV § Changes in likelihood of buying changes future cash flow
§ Understand the value of long-term § Long-term focus is big bucks! § Reconciling the conflict between current profit and long-term value is a serious challenges faced by many organizations today
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Long-term investment in customers 34
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Shifting to long-term investing “Most sales people manage for short-term revenues (regardless of profits). … Going forward, we believe that companies will have to think beyond short-term revenue and profitability of today. They will have to take the long-term view and manage their strategic customer relationships as assets. They will attempt to maximize the net present value (NPV) of future profit streams from these customers, thus shifting to the enhancement of long-term Customer Relationship Capital.” Peter F. Mathias and Noel Capon Managing Strategic Customer Relationships as Assets, p. 2 Colombia Business School
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Copyright © 2011 SAS Institute Inc. All rights reserved.
Shifting to long-term investing “Most sales people manage for short-term revenues (regardless of profits). … Going forward, we believe that companies will have to think beyond short-term revenue and profitability of today. They will have to take the long-term view and manage their strategic customer relationships as assets. They will attempt to maximize the net present value (NPV) of future profit streams from these customers, thus shifting to the enhancement of long-term Customer Relationship Capital.” Peter F. Mathias and Noel Capon Managing Strategic Customer Relationships as Assets, p. 2 Colombia Business School
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Long-term customer value measurement
Accounting rules don’t allow recognition of customers as a financial asset § Customer Equity § describes the effectiveness of customer strategies and implementation § is the sum of all LTV’s of current and future customers multiplied by their likelihood of becoming a customer
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Customer equity
Example of a bank operating in “steady state” § Environment: § 20% market share § 16% customer churn per year § 4% prospect conversion rate each year § CLV of $100 for new customers § Discount rate of 20% § Total market of 1 million customers and prospects
Operates in “steady state” (20% * 16% = 80% * 4%) Copyright © 2011 SAS Institute Inc. All rights reserved.
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Customer equity
Example of a bank operating in “steady state” (cont.) § CLV of a prospect: § Year 1: $100 * 80% * 4% = $3.2 § Year 2: $100 * 64% * 4% = $2.56 § Year 3: $100 * 51.2% * 4% = $2.05 § Year 4: etc. § Avg. CLV per prospect = $3.2 / 20% = $16
Our customer equity = $32,800,000 (1 million * 20% * $100 + 1 million * 80% * $16) 39
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Customer equity
Factors to positively affect your customer equity § Acquire more customers § Acquire customer likely to have a higher LTV § Reduce cost-to-serve per customer § Cross- and up-sell additional products and services § Increase customers propensity to refer customers § Reduce the rate of churn § Improve likelihood of conversion 40
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Return on Customer
All value created by any business comes from customers § Return on Customer = Total Shareholder Return § Cash flow from operations comes from customers § Current and future customers’ CLV added together equals total Enterprise Value
§ No positive shareholder return if e.g. current-period profit from a set of customers is less than the cost of capital
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Return on Customer
The paradox of balancing the shortand long-term efforts Company 1
Company 2
Company 3
Company 4
Company 5
Customer equity, beginning of year
$2,000
$2,000
$2,000
$2,000
$2,000
Customer equity, end of year
$2,300
$2,500
$2,050
$1,600
$1,800
Delta
$300
$500
$50
$-400
$-200
Profit for the period
$100
$-50
$50
$400
$100
Total customer value created
$400
$450
$100
$0
$-100
Return on Customer
20%
22.5%
5%
0%
-5%
Value Creators
Value Harvesters
Value Destroyer 42
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Summary …
§ Understanding your customers is key. It is the foundation for any good customer value model § Customer value consist of: § Actual value § Unrealized potential value
§ Don’t only focus on the short-term. Focus on building your customer equity 43
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Questions
44
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Philip Reschke Senior Business Consultant Global Business Advisory
[email protected]
Increase the Value of your Customers through Customer Value Insight Copyright © 2011 SAS Institute Inc. All rights reserved.