Customer Value Pricing - Optimum Bank

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  • 8/13/2019 Customer Value Pricing - Optimum Bank

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    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.

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    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

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    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

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    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)

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    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

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    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

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    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

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    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

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    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

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    THANK YOU QUESTIONS?Segah Meer