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8/13/2019 Customer Value Pricing - Optimum Bank
1/11
8/13/2019 Customer Value Pricing - Optimum Bank
2/11
2Segah MeerSegah Mee
Need to understand how an increase in price
decreases demand
Observations Suggestions
Missing actionable information on theportfolios duration mix
Makes use of traditional pricing based onmarket rates and target spreads
GrowingDepositBalances
AcquiringNewCustomers
RetainingExistingCustomers
Price Optimizationto determine the best combination
of price points across thousands of
pricing segments in the market.
Few mechanisms to create expectationsaround external pressures on banks
profitability
Lack of understanding in how to relatehistorical flow of funds to forecasted flow
Inability to differentiate between segmentswith varying attrition rates
No classification of customers based on pricesensitivity
Customer and Competitive PricingAnalyticsto enable business users to test
what-if scenarios
Pricing Executionto ensure that each customer
interaction results in the bestpossible outcome
To increase deposits, the bank needs to understand price sensitivity.
Optimum bank lacks the tools and insights necessary to use pricing as a strategic lever to achieve
performance objectives.
8/13/2019 Customer Value Pricing - Optimum Bank
3/11
3Segah MeerSegah Mee
Price Optimization is a key driver when it
comes to flexibility and scope
Increased
Presence
Improve
Relationship
Building
PriceOptimization
New
Geographies
New Products
and Services
Reach New
Customers
Improve Brand
Awareness
Decrease Deposit
Volatility
Retain Existing
Customers
Improve
Customer
Satisfaction
Decrease
Customer
Attrition
Increase Average
Balance
Reach NewCustomers
Retain Existing
Customers
Optimize Product
Mix Goal Alignment
Across Offered
Products
Outcome to Ease
of Implementation
8/13/2019 Customer Value Pricing - Optimum Bank
4/11
4Segah Meer
Using Customer Value Pricing as opposed to
Relationship Pricing
Real
Perceived
Banks ability to
drive demand
deposits
Branding
CustomerValue
Pricing
Internet
Banking
Uniform Rates
Deposit Rate
Premiums
Empoweredfront-line staff
Differentiation
ActionableInsight
Products
Offered
Bundling
Frequent
Customer
Engagement
RelationshipPricing
8/13/2019 Customer Value Pricing - Optimum Bank
5/11
5Segah Meer
Growing deposits is not just about building
physical relationship gateways
Depo
sitsinIllinois
Growth Dynamics for Top 3 Banks Observations
DepositsinIndiana
$300
$350
$400
$450
$-
$25
$50
$75
$100
$125
$150
2009 2010 2011 2012 2013
TotalDeposit sions
The Northern
Trust Company
BMO Harris Bank
JPMorgan Chase
Bank
Total
The top 3 banks hold 33% of alldeposits in the state of Illinois, while
maintaining only 14% of all
branches
The Northern Trust has about x10-11 times more of deposits per
branch than the other two banks
Northern Trust has seen its branchnetwork decline by almost half over
the past 5 years while others gained
$85
$90
$95
$100
$105
$110
$-
$5
$10
$15
$20
$25
$30
$35
2009 2010 2011 2012 2013
ions
Fifth Third Bank
JPMorgan Chase
BankPNC Bank
Total
The top 3 banks hold 31% of alldeposits with just 21% of all
branches All three have seen their branch
networks decline or remain near
stagnant
These largest three banks have seenmarket growth well below the
market (50% and more)
8/13/2019 Customer Value Pricing - Optimum Bank
6/11
6Segah Meer
Remaining competitive in stagnant regions
requires more than network coverage
DepositsinMichigan
Growth Dynamics for Top 3 Banks Observations
DepositsinOh
io
JPMorgan has seen the biggestgrowth, of 12% - despite a near zero
market growth of 3%
Number of branches has declinedfor the market as well as for
Comerica and PNC
Comerica has absorbed the largestshare of deposit declines in 2010
Huntington is growing x2-3 slower
despite the growth of 20% in itsbranch network
Other two banks have seen theirbranch networks decline at similar or
greater rates to the market, yet are
close to market in terms of deposit
growth
$-
$50
$100
$150
$200
$-
$20
$40
$60
$80
2009 2010 2011 2012 2013
Total Depositsions
Comerica Bank
PNC Bank
JPMorgan Chase
Bank
$-
$50
$100
$150
$200
$250
$300
$-
$20
$40
$60
$80
$100
$120
2009 2010 2011 2012 2013
ions
The Huntington
National Bank
Fifth Third Bank
U.S. Bank
8/13/2019 Customer Value Pricing - Optimum Bank
7/11
7Segah Meer
Is past performance the best predictor of
organic growth for banks?
Deposits by Volume in the State of IllinoisBillions of $
Number of Branches in the State of Illinois
2,000
2,500
3,000
3,500
4,000
4,500
5,000
5,500
1994 1997 2000 2003 2006 2009 2012
$100
$200
$300
$400
$500
1994 1997 2000 2003 2006 2009 2012
119%
43%
Future volume of depositsis better explained by past
volume itself
8/13/2019 Customer Value Pricing - Optimum Bank
8/11
8Segah Meer
Dynamic panel data to express historic
dependencies with institution-specific factors
Deposits Aggregate deposits across branches for each institution in each state Branch_Count Number of branches in a state for each institution institution-specific unobserved factors (i.e. management, compensation structure, etc.) time specific market-wide unaccounted for factors (i.e. regulation, economy, etc.) corresponds to each institution/bank (uniquely identified) t corresponds to each annual report date (1994 2013)
State specific forecasting function:
1% difference in yesterdays deposits has a 0.84% positive effect on todays deposits for the state
of Illinois *
* See attached write-up
8/13/2019 Customer Value Pricing - Optimum Bank
9/11
9Segah Meer
Importance of other factors for consideration
Making use of dynamic panel data to express relationships across time and section: Greater number of observations - N*(T-1)
Unobserved institutional effects can be treated either with First Differencing or Fixed Effects
Time specific events can treated with Random Effects
Simple model form This is a simplistic form for two reasons: 1) with first differencing, all dummy variables disappear, 2) it
achieves robustness that more efficient models might forego
Log-linear form expresses constant elasticity relationship between deposit volume in different periods Branch_countis assumed to be a forward looking, but known variable ahead of time
Additional variables to be considered in balance with the decision about treatment of unobserved effects Type of bank (SPECGRP), size of the bank by national deposits (DEPDOM) individual factors that might
make first differencing not an issue
City of the branch (CITY2BR), nearest metropolitan area (CNTYNUMB), founding of the branch(SIMS_ESTABLISHED_DATE), branchs zip code (ZIPBR) or some function thereof
State (STNAMEBR) can be treated through dummy variables
Additional variables to be used for instruments Great number of variables while might not have any predictive power as independent factors, add value
as instruments in general method of moments used with dynamic panel data
8/13/2019 Customer Value Pricing - Optimum Bank
10/11
10Segah Meer
Insight
Forecasting
PricingExecution
Forecasting, Price Execution and Insight are
necessary together to drive growth in deposits
Intelligent PriceOptimizer
Intelligent Score
Our value proposition
takes a deep dive into customer-level price sensitivity across retail
banking products
used to segment consumers,define pricing offers, manage
attrition risk in changing rate
environments, and design newproducts
designed to optimize rate sheetsfor deposits
maximizes profits and volume enables rapid learning and quick
time-to-market
8/13/2019 Customer Value Pricing - Optimum Bank
11/11
11Segah Meer
THANK YOU QUESTIONS?Segah Meer