“Leveraging Technology” GIS/BI Use in the Financial Industry: “Leveraging Technology”...
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Transcript of “Leveraging Technology” GIS/BI Use in the Financial Industry: “Leveraging Technology”...
GIS/BI Use in the Financial Industry:
“Leveraging Technology”“Leveraging Technology”
Prepared for Wharton GIS Conference
August 21, 2002
By Jerry Thompson
SVP/CIO Credit Union of Texas
Credit Union of Texas has grown from $749M to $1.3B in 2 years
• Formerly Dallas Teachers Credit Union– Changed to community (geographic) charter in April
2000– Changed name in April of 2001
• 11 geographic branches• 165,000 members• 125,000 households• Field of membership is about approximately 10%
market share by households• Assets growing at 45% per year
• "It is not necessary to change. "It is not necessary to change. Survival is not mandatory."Survival is not mandatory." -- W. Edward Deming
• "We live in a moment of history "We live in a moment of history where change is so speeded up that where change is so speeded up that we begin to see the present only we begin to see the present only when it is already disappearing.“ -when it is already disappearing.“ - R. D. Laing
““It’s all about the bucks. The rest is It’s all about the bucks. The rest is just conversation.” just conversation.”
- Gordon Gekko in “Wall Street”- Gordon Gekko in “Wall Street”
TODAY’S FOCUSTODAY’S FOCUS
Market AnalysisMarket Analysis Target Marketing Target Marketing Strategic PlanningStrategic Planning Advertising AdvertisingMarket DevelopmentMarket Development Siting SitingBrand ProfilingBrand Profiling Member Profiling Member ProfilingPromotion Planning Promotion Planning Services Mix Services MixTrade Area Definition Trade Area Definition Space Management Space ManagementMember Acquisition & Retention Member Acquisition & Retention Disaster PlanningDisaster Planning
KNOW YOURKNOW YOUR CUSTOMERCUSTOMER
““If we are not customer driven, our cars won’t be either”If we are not customer driven, our cars won’t be either”
Donald Petersen, Former Chairman, Ford Motor CompanyDonald Petersen, Former Chairman, Ford Motor Company
TODAY’S CHALLENGESTODAY’S CHALLENGES Segmentation & Targeting IssuesSegmentation & Targeting Issues
• Who are my best customers?• How can I effectively reach them?• Where are they located?• How many of them are there?• Where are more prospects that are like my existing customers?• How can I better understand them?• How can I better serve them?• How should I analyze and define my market
potential?
Strategic Plan
Re-branding andRe-branding andMarket ExpansionMarket Expansion
Profitability Profitability Data MartData Mart& Reports& Reports
Profitability AnalysisProfitability Analysis
Final DestinationFinal Destination : Become Become thethe financial services financial services leader in Texas.leader in Texas.
Targeted MarketingTargeted MarketingCampaignsCampaigns
E-E-PersonalizatioPersonalizatio
nn(ECA)(ECA)
2001Develop aDevelop a
Sales CultureSales CultureSales ForceSales ForceAutomationAutomation
ContactContactManagementManagement
EmployeeEmployeeIncentivesIncentives
2002
Data MiningData Mining
GeographicGeographicAnalysisAnalysis
Marketing AnalysisMarketing Analysis
Customer ValueCustomer ValueFocus GroupsFocus Groups
DemographicDemographicDataData
2000
1999
Capital InvestmentsCapital Investments Data Processing TechnologyData Processing Technology
• ““Real Time” core system implemented in 1994Real Time” core system implemented in 1994
• Interactive In house driven Web site in 1995Interactive In house driven Web site in 1995
• ““Real Time” Internet Home Banking in 1996Real Time” Internet Home Banking in 1996
• ““Real time” In house ATM network in 1997Real time” In house ATM network in 1997
• ““Real Time” ATM based Bill Payer in 1998Real Time” ATM based Bill Payer in 1998
• ESRI/IBM GIS/BI Visual Warehouse in 1999ESRI/IBM GIS/BI Visual Warehouse in 1999
• Wireless Home Banking & Bill Pay in 2000Wireless Home Banking & Bill Pay in 2000
• Internet Account Aggregation in 2001Internet Account Aggregation in 2001
Geography Matters…Geography Matters…
New BranchNew BranchSitingSiting
New BranchNew BranchSitingSiting
ProfilingProfilingProfilingProfilingTargetTargetMarketingMarketing
TargetTargetMarketingMarketing
ServiceServiceMixMix
ServiceServiceMixMix
Market TrendsMarket TrendsAnalysisAnalysis
Market TrendsMarket TrendsAnalysisAnalysis
Competitive Competitive AnalysisAnalysis
Competitive Competitive AnalysisAnalysis
StrategicStrategicPlanning Planning
%%
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%
%%%
%%%
%% % %% %%
% % % %%%%%
%%
% %%%
% %%
%%
% %%%
%
%
% %
Allen
Plano
Hurst
Ennis
Denton
Keller
IrvingEuless
Dallas
DeSoto
Sherman
Coppell
GarlandRowlettWatauga
Terrell
McKinney
Rockwall
Mesquite
Benbrook
Burleson
Cleburne
Grapevine
Arlington
LancasterMansfield
GreenvilleThe Colony
Lewisville
Carrollton Richardson
Fort W orth
Cedar Hill
Waxahachie
Gainesville
Colleyville
Haltom City
Forest Hill Duncanville
Flower Mound
Balch SpringsGrand Prairie
Farmers Branch
University ParkBedford
White Settlement
North Richland Hills
TX, Ellis
TX, Wise
TX, Hunt
TX, Collin
TX, Lamar
TX, DallasTX, Parker
TX, Denton
TX, Cooke TX, FanninTX, Grayson
TX, Tarrant
TX, Montague
TX, Hopkins
TX, KaufmanTX, Van Zandt
TX, Johnson
TX, Delta
TX, Rains
TX, Somervell
TX, Rockwall
CREDIT UNION OF TEXAS FIELD OF MEMBERSHIPCREDIT UNION OF TEXAS FIELD OF MEMBERSHIP
Managing Member Relationships is a Managing Member Relationships is a critical challenge we all face.critical challenge we all face.
Reduce CostsReduce Costs
Increase Increase Member Member
SatisfactionSatisfaction
Stimulate Stimulate MemberMember
PurchasesPurchases
Retain Retain Valuable Valuable MembersMembers
Increase Increase MemberMemberLoyaltyLoyalty
Product Profitability – February, 2001
We begin by analyzing We begin by analyzing profitability at all levels.profitability at all levels.
The process to market to prospective The process to market to prospective members begins with visually exploring members begins with visually exploring
relevant information.relevant information.
GIS/BI Marketing Projects
• Product-oriented marketing– Monthly lease mailings (started targeting 10/2001)– Home equity (6/2002)– Spring and fall auto loan (started targeting 10/2001)
• Relationship-oriented marketing (multiple offer)– Single share multiple offer mailings
• January 2001• October 2001
– New member (started 7/2002)– Teller/Member Service Officer contact management
(started 2/2002)
Behavioral vs demographic Behavioral vs demographic segments provide profitability segments provide profitability
clues and opportunities.clues and opportunities.
Where do our most profitable members Where do our most profitable members live and what are their demographic live and what are their demographic
characteristics?characteristics?
Where do prospective members who have the same Where do prospective members who have the same characteristics as our most profitable members characteristics as our most profitable members
live?live?
Market share as function of drive-time is important metric for
analyzing branchesMember HH with Checking as % of Member
Households (1st Branch)
0.0%
0.2%
0.4%
0.6%
0.8%
1.0%
1.2%
1.4%
1.6%
1.8%
2.0%
0 2 4 6 8 10 12
Lancaster
For competitive reasons, the least interesting chart is shown here.
~65%
Since we want checking account deposits, Since we want checking account deposits, let’s target prospects who live within a let’s target prospects who live within a
seven minute drive from a branch.seven minute drive from a branch.
• Targeted 44,115 unprofitable members with one low balance account 2
• 3,617 members closed accounts
• 2,272 members took new loans or made new deposits
• Cost of Campaign• Three-Year NPV of campaign1
• 2000 Profit Impact
($354,955)
$ 73,1811
307,2271
380,408 - 45,000
$ 335,4081
$ 150,432Notes:Notes: 1. NPV based on three-year cash flow, 5.9% discount rate1. NPV based on three-year cash flow, 5.9% discount rate
2. One page letter offered three prioritized services as scored 2. One page letter offered three prioritized services as scored by aby a
data mining model. data mining model. Used 3,350 of the 19,700 possible Used 3,350 of the 19,700 possible offer offer combinations combinations
Targeting “Single Service” members with Targeting “Single Service” members with customized offers resulted in a 10.4% response customized offers resulted in a 10.4% response
rate and added $150K to the bottom line in 2000.rate and added $150K to the bottom line in 2000.
Single ProductCampaign (#1)
335
420New BranchBreak Even Improvement
520
LewisvilleCampaign
(22)
The returns on our GIS/BI investments are real and are enabling us to reach our strategic objectives.
(All numbers are $K.)
Ross Avenue BranchRedevelopment 350
Single Product Campaign (#2)
Asset Allocation Improvements,Reserves, Incentive Pgm
400
3003
Field of MembershipExpansion
$1,450
TotalCost
Note 3: Through 2Q02
Total
Return
$2,303
$853
NetReturn
Asset Growth
MemberPortfolio
Net IncomeReturn on Assets
KEY PERFORMANCE METRICS ARE ON OR KEY PERFORMANCE METRICS ARE ON OR AHEAD OF BUDGETS & PROJECTIONSAHEAD OF BUDGETS & PROJECTIONS
KEY PERFORMANCE METRICS ARE ON OR KEY PERFORMANCE METRICS ARE ON OR AHEAD OF BUDGETS & PROJECTIONSAHEAD OF BUDGETS & PROJECTIONS
Markov chain analysis is useful in single-account analysis
• Determined which groups are more likely to go dormant and subsequently be escheated
• Estimated length of membership for different groups
• Simple forecast of growth, transaction volume
• Several policy changes in process
BI Strategy Projects• Flight deck system dynamics model
– Is growth via branches and checking accounts more efficient than growth via top of market CD rates?
– IBM constructed prototype in 2001 via subcontract with Ventana Systems
– In process of adding data; number of elements at staging level is greater than existing number
• National Credit Union Administration• General ledger• Competitive interest rates
• Member lifetime value estimation– Markov chain based– Policy decisions regarding marketing investment
CURRENT PROOF OF CONCEPT TECHNOLOGY PROJECT
““CEO STRATEGY FLIGHTDECKCEO STRATEGY FLIGHTDECK””
Automated Tactical & Strategic Executive Decision Support
The design goal of the CEO Strategy Flightdeck The design goal of the CEO Strategy Flightdeck project is to allow us to ‘test fly’ & ‘spatially project is to allow us to ‘test fly’ & ‘spatially
analyze’ multiple tactical & strategic scenarios, so analyze’ multiple tactical & strategic scenarios, so we can avoid mistakes and make critical decisions we can avoid mistakes and make critical decisions
faster.faster.
Flightdeck Features:Flightdeck Features:
• Comprehensive:Comprehensive: Captures all important business activities and drivers, and their interactions!
• Quantitative:Quantitative: Estimates bottom-line effects of strategic actions based on 10 years of historical response and common-sense limits
• Causal:Causal: Even more important, you get the reasons behind the bottom line
• Clear:Clear: Simple, familiar model parts, variables named in English, and accessible, fully documented equations. No Black Boxes!
• Spatial:Spatial: Present appropriate predicative data using spatial analysis software tools.
Flightdeck Advantages:Flightdeck Advantages:• FindFind unintended side effects of strategic actions,
in advance• UnderstandUnderstand every business function’s role in
strategic execution and performance• TestTest the robustness of strategies against a wide
variety of economic conditions• IdentifyIdentify limiting factors and key leverage points
during strategy development• PresentPresent & CompareCompare relevant predicative growth
& usage patterns with spatial analysis software tools.
Our goal is to be able to ‘test fly’ new Our goal is to be able to ‘test fly’ new strategies & models using key strategies & models using key
business metric leversbusiness metric levers.
Another functional goal is to be able to Another functional goal is to be able to ‘tweak’ key business metric levers to ‘fine ‘tweak’ key business metric levers to ‘fine
tune’ existing strategies on the fly.tune’ existing strategies on the fly.
Projects in ProgressProjects in Progress1. Modeling & simulating various types of natural &
man made disasters, using existing visual warehouse & spatial analysis tools, with the output feeding a…
2. “Real-Time” disaster evacuation routing information service, for individual employees & members, by work or home location, by time of day, delivered by…
3. Enhancing our existing Internet and Voice Response Unit based branch/atm location routing information delivery systems.
4. Natural Voice Authentication & Recognition VRU
5. Car Lease Residual & Return Models
6. Credit Card Limit Change/Revoke Model
7. Member Revenue Scoring Model
Another functional goal is to be able to Another functional goal is to be able to ‘tweak’ key business metric levers to ‘fine ‘tweak’ key business metric levers to ‘fine
tune’ existing strategies on the fly.tune’ existing strategies on the fly.
“There is nothing more difficult to handle, more doubtful of
success, and more dangerous to implement than initiating change. Innovation makes enemies of all those who prospered under the old regime.” Machiavelli, in The Machiavelli, in The
PrincePrince
““THE” CHALLENGETHE” CHALLENGE
Thanks for joining me!Thanks for joining me!Questions?Questions?
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