big data analytics for every organization
TRANSCRIPT
©2014 Fair Isaac Corporation. All rights reserved. 1
Big Data Analytics for Every OrganizationCloud-based services give you the analytic power to reach greater heights
©2014 Fair Isaac Corporation. All rights reserved. 2
In every industry, a handful of competitors are rising above the rest
These companies have invested heavily in Big Data analytics and real-time decision management to better understand consumer behavior and its context—not just what is happening but why. They’re using these deeper insights to act with ever-greater speed, relevance and value to deliver superior service to their customers.
Who can possibly compete with them?
©2014 Fair Isaac Corporation. All rights reserved. 3
YOU can.Cloud-based Big Data analytics put deeper analytic insight—and the means to immediately drive operational decisions from it—within reach of every organization.
No full-timedata scientists
No massive racksof servers
No deep-pocketinvestments
Startups tomultinationals
Government agencies and non-profits
Companiesof all sizes
©2014 Fair Isaac Corporation. All rights reserved. 4
The analytic power to reach greater heights
Cloud-based analytics reduce the time and money necessary to develop and deploy applications with advanced data-driven decisioning by
80%What do you want to accomplish?
Now there’s far less expense and risk in trying new ways to solve business problems and deliver superior services to your customers/constituents.
©2014 Fair Isaac Corporation. All rights reserved. 5
Here’s how cloud-based analytics expand possibilities and
dissolve boundaries…
©2014 Fair Isaac Corporation. All rights reserved. 6
Top performershave implemented the Big Data infrastructure and technologies to analyze huge volumes and wide varieties of data at high velocities
Cloud-based analytics
make these resources available to you as on-demand services
Deploy complete Big Data analytic infrastructure as a service (Iaas)
Download technology components from the cloud to install in your own infrastructure
See FICO’s approach tocloud-based services
on the next page.
©2014 Fair Isaac Corporation. All rights reserved. 7
FICO’s approach to cloud-based services
Application Development Productivity Tools
Big Data Analytics Components
Business Rules
Analytic Services Data Connectors Visualization
Analytics Optimization Templates & Frameworks
Compute Storage Big Data Infrastructure Networking
Consortium Data Third-Party Data Internal Data
Businesses
Developers Researchers Governments
Academics Systems Integrators/Consultants
ISVs
Entrepreneurs
BankingSolutions
RetailSolutions
Health CareSolutions
InsuranceSolutions
OtherSolutions
INFRASTRUCTURE
ANALYTIC MARKETPLACE
DECISION MANAGEMENT PLATFORM
COMMUNITY
©2014 Fair Isaac Corporation. All rights reserved. 8
Top performersare constantly seeking fresh insights to better understand customers and improve results
Cloud-based analytics
make it easier for you to tap new data sources and apply new types of analytics
Analyze text, speech and other unstructured data
Extract more value from data you already have with advanced analytics like time-to-event models
Learn more about analyzingspeech and time-to-event models
on the next 2 pages.
©2014 Fair Isaac Corporation. All rights reserved. 9
Analyzing speech and text using techniques such as Semantic Scorecards can help you improve predictive accuracy
The chart shows a Semantic Scorecard outperforming a bank’s traditional risk scorecard. At any percentage of “goods” (current and fully paid accounts), the Semantic Scorecard predicts a higher percentage of “bads” (charged-off and defaulted accounts).
0%
20%
40%
60%
80%
100%
0% 20% 40% 60% 80% 100%
PERC
ENTA
GE
“BA
DS”
PERCENTAGE “GOODS”
TraditionalScorecard
SemanticScorecard
©2014 Fair Isaac Corporation. All rights reserved. 10
Time-to-event models pinpoint the best time to actThey help you predict rapidly changing purchase probabilities and offer sensitivity. You can also use them to anticipate when a customer is most vulnerable to attrition.
Best offer timingis six weeks from now
PRO
PEN
SITY
TIME
Offers
A C DB
Simple probabilitymodel generates constant
estimate over an extendedtime horizon
Today
©2014 Fair Isaac Corporation. All rights reserved. 11
Top performersclose the gap between insight and action—often by embedding analytics into operational apps
Cloud-based analytics
provide you with intelligent apps and/or the technologies to make your own apps smarter
Access domain-specific apps with embedded analytic decisioning as services
Tap decision engines to execute any mix of analytic models of business rules
Use cloud-based analytic decisioning as callable services to extend the lives and capabilities of legacy systems
See a diagram of a decisionmanagement architecture
on the next page.
©2014 Fair Isaac Corporation. All rights reserved. 12
Diagram of a decision management architecturefor analytics-driven, customer-centric operations
DATA
DATA
DATADATA
DATA
EXISTING HOST SYSTEMS
DAT
A L
AYER
S
PROFILING ENGINEINTERACTION
MANAGER CHANNELSOUTPU
TS
ODS
WORKFLOW MANAGEMENT/
TOOLS
MODELMANAGEMENT
REPORTINGENGINE
ANALYTICDATABASE
DECISION ENGINE
ANALYTICENGINE
LINK/MATCHINGANALYSIS
OUTCOMES
OUTCOMES
Profiles Models
Rules Models
©2014 Fair Isaac Corporation. All rights reserved. 13
Top performersuse intelligent, automated communications to enable and improve their business processes
Cloud-based analytics
let you easily add intelligent, automated communications to your processes
Access communications engines that make intelligent decisions about how and when to best contact each customer
Offer mobile automated self-service, for higher customer response and lower costs
See an example of an automatedself-service message
on the next page.
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Automatically select the best channel and time to contact each individual customer for a particular purpose
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Top performersare innovative because they can try out more ideas, going from good idea to deployed app in just weeks or days
Cloud-based analytics
provide analytics-oriented RAD tools, enabling you to try more ideas faster and with much less expense
Data-driven app frameworks
Customizable components
Libraries of predictive characteristics
Business process and user interface templates
Learn more aboutrapid application development
on the next page.
©2014 Fair Isaac Corporation. All rights reserved. 16
A shared app for a global workforce in just 7 weeks
A global express delivery/courier company needed to improve knowledge sharing across customer accounts and improve management visibility and control over its various transport solutions. It solved the problem in just 7 weeks by using cloud-based RAD tools to develop and deploy an enterprise workflow and supply chain management system. The application, accessible to the organization’s entire global workforce, incorporates a knowledge base of customer-centric best practices and structured problem solving for customer requests.
©2014 Fair Isaac Corporation. All rights reserved. 17
Top performersmathematically balance all the factors in complex decisions to pinpoint the best action they can take
Cloud-based analytics
provide you with access to these advanced analytic technologies as well as the expertise on how to use them
Get a head start with decision model and optimization templates
Use simulation tools to explore trade-offs between your objective(s) and contraint(s)
Access optimization engines on-demand
See more about decision modeling and
optimization on the next two pages.
©2014 Fair Isaac Corporation. All rights reserved. 18
A collections decision model (simplified view) incorporates all the key factors in a complex decision
Profit
Behavior Score
INPUT DATA DECISIONS PREDIC TIONS ME TRICS CONSTR AINTS OBJEC TIVE
Collectability Score
Bureau Score
Current Balance
Charge-off
Collections Action
Charge-off Amount
Attrition
Late Fee
Promise to Pay
ExpectedCollection Amount
Roll RateRevenue
Loss
# Collectors Collection Costs
©2014 Fair Isaac Corporation. All rights reserved. 19
Optimization finds the “efficient frontier” of potential decision strategies that meet your requirements. Using simulation, you can explore points on the frontier, project their impact on key performance indicators and select the best one for your business.
CH
ARG
EO
FF L
OSS
PE
R BU
CKE
T 1
DEL
INQ
UEN
T A
CCO
UN
TCOLLECTION RESOURCE CAPACITY INDEX
$190
$185
$180
$175
$170
$165
$160
$155
50 60 70 80 90 100 110 120 130 140 150 160 170
Scenario1
Scenario2
Scenario3
Baseline—Current Strategy
Optimized Strategies
©2014 Fair Isaac Corporation. All rights reserved. 20
Top performersare really good and really fast at learning from the results of their operational decisions
Cloud-based analytics
provide an experiment-friendly environment to speed up learning and reduce its cost
Put champion-challenger testing into hyperdrive with automated tools for designing experiments that yield more plentiful, usable insights
Quickly set up learning loops that capture operational results in analytic data marts
Use visualization tools to create dashboards for rapid comprehension of test results
Jump to the next page to learn about simulation tools.
©2014 Fair Isaac Corporation. All rights reserved. 21
Simulation plays a key role in analytic learningUsing cloud-based simulation tools, you can project the impact of a decision strategy on key performance indicators for each population segment. After deployment, learning loops capture operational outcomes and make the data immediately available for analysis. Comparing actual results to simulated results, you can evaluate success without having to wait for all the data to come in.
TRA
NSA
CTI
ON
S
DAYSDAYSRE
SPO
NSE
T+30Profile 3 is performing differently than expected; change strategy sooner rather than later
T+15Profile 3 is performing as expected; continuing on-track performance can be extrapolated
SimulatedActual
©2014 Fair Isaac Corporation. All rights reserved. 22
Top performersare adept at bringing together resources to accomplish their objectives, often by solving problems in new ways
Cloud-based analytics
eliminate barriers to problem solving by helping you increase collaboration between internal and external parties
Improve intra-organizational collaboration with infrastructure services that make it easier to share data, technologies and ideas
Build on cloud apps and components to address emerging opportunities
Innovate by combining your organization’s expertise and assets with those of other cloud participants
See how internal and external collaboration can
work on the next two pages.
©2014 Fair Isaac Corporation. All rights reserved. 23
Top performers have invested heavily in building out
infrastructures that facilitate internal collaboration
BUTWith cloud-based analytics,
you can facilitate collaboration without that investment
Real-time connection
Real-time connection
GLOBAL HUB
Connected apps
Shared components
Enterprise architecture
Originations
Interfaces—behavior scoring—datamart
High availability—disaster recovery—24/7/365
Customer management Collections
Country spoke
Decision apps
Tools
Product lines
Users
Hosts
Country spoke
Decision apps
Tools
Product lines
Users
Hosts
Country spoke
Decision apps
Tools
Product lines
Users
Hosts
Analytic servicesConnected decision apps
Shared components, frameworks, templatesHigh-availability infrastructure as a service
Country spokeCountry spoke
Country spoke
©2014 Fair Isaac Corporation. All rights reserved. 24
Collaborate with other members of the analytic cloud community; build on the work of others
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They support vigorous, diverse, innovative business environments
Cloud-based analytics enable organizations to thrive and grow
Raise your sightsWith cloud-based Big Data analytics, your organization can reach higher
Learn more:Download the white paper on this topic:
Insights #74: Cloud Democratizes Access to Big Data Analytics
Find out about the FICO Analytic Cloud: www.ficoanalyticcloud.com
Check out our blogs: Banking Analytics BlogFICO Labs Blog
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