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Driving Growth with
Marketing Analytics
Jill Enabnit
U.S. Bank
“How can analytics influence
customer satisfaction?”
“Which marketing programs
ring the cash register –
and how do we find
more like that?”
“What are we doing about
this Big Data thing?”
Questions and answers……
are becoming more
ProfitabiliyMatrix
Retention
RegulatoryImpacts
OpenSource
NetLiftModeling
GeographicAssessments
DesignofExperiments
BigDataPlanning
Triggers
K-MeansFactor
StructuredSemi-StructuredAndUnstructuredData
IncrementalRevenue
ProcessImprovements
NextBestActionReactiveOpportunities
NewDataSources
RealTime
SelfServiceReporting
CFPB
LogisticRegression
Clickstream
PathingAnalysis
ClientAdvocacy
DataGovernanceControls
DataModeling
LifeEvents
Solutions
Search&Display
TransactionAnalysis
ServiceToSales
MarketingMixOptimization
Segmentation
CustomerExperienceFocus
OmniChannelStrategy
ReturnOnInvestment
IncentivePlanning
$$$
RiskTolerance
Hadoop
OrganicGrowth
Behavioral Economics
Where to begin?
III.
Is this the right
choice for the
enterprise?
II.
Have we provided
incremental
revenue?
I.
How does it
impact our
customers?
Identify simple tenets
Single View of the Customer
Life
Events
Channel
Usage
Credit
Risk
Segments
Service
Interactions
Balance
Drivers
Marketing
History
Note: Sample data fields
Clickstream
Patterns
Transaction
Behaviors
veraging customer data for many u
Retention
Tactics
Treatment
Strategies
Marketing
Actions
Measures
& Metrics
Capital
Allocation
Conversational Data
Next product to market?
Out of pattern transactions?
Activate or deepen relationship?
Approve this loan?
Pay this overdraft?
Authorize this transaction?
Likely to attrite?
Appropriate concessions?
Meaningful potential?
Marketing Analytics Data
Expand or contract?
Need a new branch?
Channel investments?
Increasing return?
Champion or challenger?
Met strategic objectives?
cs actively shape the U.S. Bank Customer Exp
“Conversational Data”
about customers’
financial objectives &
existing relationships
Prioritized offers and
consistent treatment
for each customer
Behavioral Insights
Mining up to 17
million transactions
each day to identify
out-of-pattern
behaviors that may
signal needs
Predictive Analytics
Evaluating customer
value, purchase
propensity and
future potential for
over 17 million
customers
Relationship
Strategies
Converting insights
into decisions and
guidance passed to
customer facing
employees & systems
Teller Pops
24-Hour Banking
ATMs Internet Banking Mobile
Direct Mail
Branches Specialized Sales
Email
Blending marketing analytics with needs-based
sales processes allows bankers to provide
better solutions to customers
The Andersons
Model Score: 248
LiSA Segment:
“Kids First”
Need:
Reduce Debt Service
Mr. Anderson, I’d like
to show you how we can
use a home equity loan to
reduce your monthly
payments.
“Conversational Data”
allows us to tailor the
product benefits and
selling process
Michael M.
Model Score: 249
LiSA Segment:
“Upscale Investor”
Need:
Smooth Cash Flow
Michael, since nearly half
of your income comes
from bonuses, a home
equity line could improve
your cash flow.
Banker
I.
How does it
impact our
customers?
II.
Have we provided
incremental
revenue?
III.
Is this the right
choice for the
enterprise?
Or a resurgence?
nuous improvement to increase confid
Deepen Defend
Improve Build
Create
Hypothesis
Design
Tests
Observe
Behavior
Measure
Results
Strategic
Framework
Champion/Challenger
Test & Learn
Performance
Period
Evaluation
Branch Trade Area Profile
MAIN STREET OFFICE Branch Manager: John Smith
101 Main St. NE Parent Market: Minneapolis-St. Paul-Bloomington, MN-WI
Minneapolis, MN 55413 * Assume branch trade area radius of 1.50 miles
Competitor Information & Market Share As of June 30, 2009
Top Competitors USB Market Share
Rank Deposits ($M) Branches
1. Wells Fargo
2. U.S. Bank
3. Ameriprise
4. Marshall & Ilsley
5. TCF Financial
All Other
Total Trade Area
Branch Type Avg. Deposits/Branch ($M) Deposit Growth/Yr. (2003-08)
< Traditional < In-Store < Branch Trade Area  Overall Bank Institution < Branch Trade Area  Parent Market
Market Demographics
Age of Population Income Race/Ethnicity
Per Capita & Household ($K)
< Branch Trade Area  Parent Market < Per Capita < Household < Branch Trade Area  Parent Market
Market Analytics & Performance Solutions Page 1 of 3
U.S. BANK CONFIDENTIAL - NOT FOR DISTRIBUTION
Diversity Index
(Baseline=100)
Branch
Trade Area
Parent
Market
115 81
Median Age
(Years)
Branch
Trade Area
Parent
Market
31.2 35.8
Growth/Year
(2008-13P)
Branch
Trade Area
Parent
Market
6.0% 3.7%
4
24
43
7
4
1
3$946
$437
$1,281
$19,467
$10,719
$4,704
$1,380
6
2
1
3 3
1
2
1
WF USB AMER M&I TCF
$1,531
$1,176
$1,380
$315
$109
WF USB AMER M&I TCF
6.1%
(1.3%)
0.0%
44.7%
81.2%
WF USB AMER M&I TCF
Deposits Branches
24%
8%
Branch Trade Area Parent Market
9% 5%
Branch Trade Area Parent Market
12.1%
21.1%
24.8%
14.5%
11.0%
7.5%
6.8%
2.2%
0-14 Yrs.
15-24 Yrs.
25-34 Yrs.
35-44 Yrs.
45-54 Yrs.
55-64 Yrs.
65-84 Yrs.
85+ Yrs.
$31.4
$36.6$36.8
$73.7
Branch Trade Area Parent Market
50.0%
26.0%
12.0%
7.0%
0.1%
2.0%
6.1%
5.0%
White
Black
Hispanic/Latino
Asian
Hawaiian/
Pacific Islander
Indian/Alaskan
Other
2+ Races
Upgrade treatment strategy and create new hypotheses
Build the right competencies
- Response vs Net Lift
- Triggers with models
- New data sources (Big
& Small)
- Design of Experiments
- Channel Optimization
- Marketing Mix
Be willing to test
Not one „Holy Grail‟ answe
And now it's time to
S.T.A.R.T. your journeySavings Today And Rewards Tomorrow
……and
understand the
enterprise
impact
III.
Is this the right
choice for the
enterprise?
II.
Have we provided
incremental
revenue?
I.
How does it
impact our
customers?
M A P S F E S T 2 0 1 2
M A P S F E S T 2 0 1 2
Value can differ significantly across
campaigns
$0
$20
$40
$60
$80
$100
$120
$140
$160
$180
0 10,000 20,000 30,000 40,000 50,000 60,000 70,000
Alerts
Balance
Product

$420
Campaigns by Number of Contacts and
Average Value/Contact
Logarithmic Scale
Average Monthly Contacts
AverageValueperContacts
A penny is a penny…..new or not
Is the juice
worth
the squeeze?
Building incremental revenue one bps a
Understanding the enterprise impact of
III.
Is this the right
choice for the
enterprise?
II.
Have we provided
incremental
revenue?
I.
How does it
impact our
customers?
Driving Growth with  Marketing Analytics

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Driving Growth with Marketing Analytics

  • 1. Driving Growth with Marketing Analytics Jill Enabnit U.S. Bank
  • 2. “How can analytics influence customer satisfaction?”
  • 3. “Which marketing programs ring the cash register – and how do we find more like that?”
  • 4. “What are we doing about this Big Data thing?”
  • 8. III. Is this the right choice for the enterprise? II. Have we provided incremental revenue? I. How does it impact our customers? Identify simple tenets
  • 9. Single View of the Customer Life Events Channel Usage Credit Risk Segments Service Interactions Balance Drivers Marketing History Note: Sample data fields Clickstream Patterns Transaction Behaviors
  • 10. veraging customer data for many u Retention Tactics Treatment Strategies Marketing Actions Measures & Metrics Capital Allocation Conversational Data Next product to market? Out of pattern transactions? Activate or deepen relationship? Approve this loan? Pay this overdraft? Authorize this transaction? Likely to attrite? Appropriate concessions? Meaningful potential? Marketing Analytics Data Expand or contract? Need a new branch? Channel investments? Increasing return? Champion or challenger? Met strategic objectives?
  • 11. cs actively shape the U.S. Bank Customer Exp “Conversational Data” about customers’ financial objectives & existing relationships Prioritized offers and consistent treatment for each customer Behavioral Insights Mining up to 17 million transactions each day to identify out-of-pattern behaviors that may signal needs Predictive Analytics Evaluating customer value, purchase propensity and future potential for over 17 million customers Relationship Strategies Converting insights into decisions and guidance passed to customer facing employees & systems Teller Pops 24-Hour Banking ATMs Internet Banking Mobile Direct Mail Branches Specialized Sales Email
  • 12. Blending marketing analytics with needs-based sales processes allows bankers to provide better solutions to customers The Andersons Model Score: 248 LiSA Segment: “Kids First” Need: Reduce Debt Service Mr. Anderson, I’d like to show you how we can use a home equity loan to reduce your monthly payments. “Conversational Data” allows us to tailor the product benefits and selling process Michael M. Model Score: 249 LiSA Segment: “Upscale Investor” Need: Smooth Cash Flow Michael, since nearly half of your income comes from bonuses, a home equity line could improve your cash flow. Banker
  • 13.
  • 14. I. How does it impact our customers? II. Have we provided incremental revenue? III. Is this the right choice for the enterprise?
  • 15.
  • 17. nuous improvement to increase confid Deepen Defend Improve Build Create Hypothesis Design Tests Observe Behavior Measure Results Strategic Framework Champion/Challenger Test & Learn Performance Period Evaluation Branch Trade Area Profile MAIN STREET OFFICE Branch Manager: John Smith 101 Main St. NE Parent Market: Minneapolis-St. Paul-Bloomington, MN-WI Minneapolis, MN 55413 * Assume branch trade area radius of 1.50 miles Competitor Information & Market Share As of June 30, 2009 Top Competitors USB Market Share Rank Deposits ($M) Branches 1. Wells Fargo 2. U.S. Bank 3. Ameriprise 4. Marshall & Ilsley 5. TCF Financial All Other Total Trade Area Branch Type Avg. Deposits/Branch ($M) Deposit Growth/Yr. (2003-08) < Traditional < In-Store < Branch Trade Area  Overall Bank Institution < Branch Trade Area  Parent Market Market Demographics Age of Population Income Race/Ethnicity Per Capita & Household ($K) < Branch Trade Area  Parent Market < Per Capita < Household < Branch Trade Area  Parent Market Market Analytics & Performance Solutions Page 1 of 3 U.S. BANK CONFIDENTIAL - NOT FOR DISTRIBUTION Diversity Index (Baseline=100) Branch Trade Area Parent Market 115 81 Median Age (Years) Branch Trade Area Parent Market 31.2 35.8 Growth/Year (2008-13P) Branch Trade Area Parent Market 6.0% 3.7% 4 24 43 7 4 1 3$946 $437 $1,281 $19,467 $10,719 $4,704 $1,380 6 2 1 3 3 1 2 1 WF USB AMER M&I TCF $1,531 $1,176 $1,380 $315 $109 WF USB AMER M&I TCF 6.1% (1.3%) 0.0% 44.7% 81.2% WF USB AMER M&I TCF Deposits Branches 24% 8% Branch Trade Area Parent Market 9% 5% Branch Trade Area Parent Market 12.1% 21.1% 24.8% 14.5% 11.0% 7.5% 6.8% 2.2% 0-14 Yrs. 15-24 Yrs. 25-34 Yrs. 35-44 Yrs. 45-54 Yrs. 55-64 Yrs. 65-84 Yrs. 85+ Yrs. $31.4 $36.6$36.8 $73.7 Branch Trade Area Parent Market 50.0% 26.0% 12.0% 7.0% 0.1% 2.0% 6.1% 5.0% White Black Hispanic/Latino Asian Hawaiian/ Pacific Islander Indian/Alaskan Other 2+ Races Upgrade treatment strategy and create new hypotheses
  • 18. Build the right competencies
  • 19.
  • 20. - Response vs Net Lift - Triggers with models - New data sources (Big & Small) - Design of Experiments - Channel Optimization - Marketing Mix Be willing to test Not one „Holy Grail‟ answe
  • 21. And now it's time to S.T.A.R.T. your journeySavings Today And Rewards Tomorrow ……and understand the enterprise impact
  • 22. III. Is this the right choice for the enterprise? II. Have we provided incremental revenue? I. How does it impact our customers?
  • 23. M A P S F E S T 2 0 1 2
  • 24. M A P S F E S T 2 0 1 2
  • 25. Value can differ significantly across campaigns $0 $20 $40 $60 $80 $100 $120 $140 $160 $180 0 10,000 20,000 30,000 40,000 50,000 60,000 70,000 Alerts Balance Product  $420 Campaigns by Number of Contacts and Average Value/Contact Logarithmic Scale Average Monthly Contacts AverageValueperContacts
  • 26. A penny is a penny…..new or not
  • 27.
  • 31. III. Is this the right choice for the enterprise? II. Have we provided incremental revenue? I. How does it impact our customers?