Big Data Analytics for
Every Organization
Cloud-based services give you the
©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.
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-time data scientists No massive racks
of servers
No deep-pocket investments
Startups to multinationals
Government agencies and non-profits
Companies of 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.
Here’s how
cloud-based analytics
expand
possibilities
and
©2014 Fair Isaac Corporation. All rights reserved. 6
Top performers
have 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 to
cloud-based services
on the next page.
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
Banking
Solutions SolutionsRetail Health CareSolutions InsuranceSolutions SolutionsOther
INFRASTRUCTURE ANALYTIC MARKETPLACE
DECISION MANAGEMENT PLATFORM COMMUNITY
©2014 Fair Isaac Corporation. All rights reserved. 8
Top performers
are 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 analyzing
speech and time-to-event models
on the next 2 pages.
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%
PERCENT
A
GE “BADS
”
PERCENTAGE “GOODS”
Traditional Scorecard Semantic
©2014 Fair Isaac Corporation. All rights reserved. 10
Time-to-event models pinpoint the best time to act
They 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 timing
is six weeks from now
PROPENSIT
Y
TIME
Offers
A B C D
Simple probability model generates constant estimate over an extended time horizon
Top performers
close 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 decision
management architecture
on the next page.
©2014 Fair Isaac Corporation. All rights reserved. 12
Diagram of a decision management architecture
for analytics-driven, customer-centric operations
DATA DATA DATA DATA D AT A
EXISTING HOST SYSTEMS
D
AT
A LA
YERS
PROFILING ENGINE INTERACTION MANAGER CHANNELS
OUTPUT
S
ODS MANAGEMENT/WORKFLOW
TOOLS MODEL MANAGEMENT REPORTING ENGINE ANALYTIC DATABASE DECISION ENGINE ANALYTIC ENGINE LINK/MATCHING ANALYSIS OUTCOMES OUTCOMES Profiles Models Rules Models
Top performers
use 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 automated
self-service message
on the next page.
©2014 Fair Isaac Corporation. All rights reserved. 14
Automatically select the best channel and time to contact each individual customer for a particular purpose
Top performers
are 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 about
rapid 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.
Top performers
mathematically 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 METRICS CONSTRAINTS OBJEC TIVE
Collectability Score Bureau Score Current Balance
Charge-off Collections Action
Charge-off Amount Attrition Late Fee Promise to Pay
Expected Collection Amount
Roll Rate
Revenue Loss
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.
CHARGEOFF L
OSS
PER BUCKE
T 1 DELINQUENT A
CC
OUNT
COLLECTION RESOURCE CAPACITY INDEX $190 $185 $180 $175 $170 $165 $160 $155
50 60 70 80 90 100 110 120 130 140 150 160 170
Scenario 1 Scenario 2 Scenario 3 Baseline—Current Strategy Optimized Strategies
©2014 Fair Isaac Corporation. All rights reserved. 20
Top performers
are 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.
Simulation plays a key role in analytic learning
Using 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.
TR
ANSA
C
TIONS
DAYS DAYS
RESPONSE T+30Profile 3 is performing
differently than expected; change strategy sooner rather than later
T+15
Profile 3 is performing as expected; continuing on-track performance can be extrapolated
Simulated Actual
©2014 Fair Isaac Corporation. All rights reserved. 22
Top performers
are 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.
Top performers have invested heavily in building out
infrastructures that facilitate internal collaboration
BUT
With 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 services Connected decision apps
Shared components, frameworks, templates High-availability infrastructure as a service
Country 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
They support vigorous, diverse, innovative business environments
Cloud-based analytics
enable
organizations to
Raise your sights
With 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:
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