Upload
tuari
View
32
Download
0
Tags:
Embed Size (px)
DESCRIPTION
Real-World Experience in Applying Business Intelligence to Business Processes. James Taylor VP Enterprise Decision Management Fair Isaac. Introductions. Agenda The problem of hindsight Challenges in analytic improvement of business process Enterprise Decision Management Some examples. - PowerPoint PPT Presentation
Citation preview
Real-World Experience in Applying Business Intelligence to Business Processes
James TaylorVP Enterprise Decision Management
Fair Isaac
2Copyright © 2006 Fair Isaac Corporation. All rights reserved.
Introductions Agenda
The problem of hindsight Challenges in analytic
improvement of business process
Enterprise Decision Management
Some examples
3Copyright © 2006 Fair Isaac Corporation. All rights reserved.
Business Intelligence
Alluring…
Provides much more information access and insight
Increases knowledge worker productivity
Describes and synthesizes past performance
… and yet limited
Need action not insightApplying the insight to identify the ideal action is too hard
No operational improvement Need to use intelligence to improve operational processes
More hindsight than insightWe need to predict and optimize future performance
4Copyright © 2006 Fair Isaac Corporation. All rights reserved.
Applying intelligence to business processes
Lots of approaches
Process Analytics
Operational BI
Business Activity Monitoring
None really satisfactory
The process is not the businessThese analytics don’t use customer information or the rules of your business to control the processSystems cannot read reportsNo matter how real-time and how focused, reports and cubes don’t help “code” get smarter
People, people, peopleBAM is still aimed at getting people to do something. So much for straight through processing…
5Copyright © 2006 Fair Isaac Corporation. All rights reserved.
So What is Enterprise Decision Management?
EDM is a systematic approach to automate and improve decisions across the enterprise.
It allows businesses to:
Make more profitable and targeted
decisions
PRECISION
In the same way, over and over again
CONSISTENCY
While being able to adapt “on-the-fly”
AGILITY
6Copyright © 2006 Fair Isaac Corporation. All rights reserved.
Models
Operational decisions across the enterprise
Operational Systems and
Process
CRMCRM
SCMSCM
ERPERP
Call CenterCall Center
WebsiteWebsite
EmailEmail
POSPOS
Etc.Etc.
Rules
AnalyticModels
BusinessRules
Enterprise Data External Data
010
http://www
Decision Service
7Copyright © 2006 Fair Isaac Corporation. All rights reserved.
Components of Fair Isaac’s solution Blaze Advisor™ business rule management system SmartForms rules-driven data capture Model Builder Software and Mentoring Predictive Models – Risk, Opportunity Evidence-based Rules Professional Services
8Copyright © 2006 Fair Isaac Corporation. All rights reserved.
Various Analytics Can Improve Results
XXXX
XX
X XX
XX
XX
XXX X
XX
XXXXX X
X
X XXX X
XX
X
XX
X
XX
XXXXX X X
X XXX X
XX
XX X X
XX
X
XX X
XX
X
X
XX
Descriptive Analytics
How do I use data to learn about my
customers?
Predictive Modeling
How are those customers likely to
behave in the future? How will they
react?
Decision Optimization
How do I leverage that knowledge to recommend the
best action?
Knowledge - Description Action - Prescription
9Copyright © 2006 Fair Isaac Corporation. All rights reserved.
The business case for EDM
Timeliness of Decisions Days Real-time / Point of Contact
Complexity of Decisions Local / Simple
Corporate Objectives / Trade-
Offs
Constraints on Decisions Static / Simple Dynamic / Complex
Changes to Decisions Every 3-5 Years Frequent Adjustments
Observation Data PointBetter decisions drive better results
93% felt that operational decisions impacted profitability 61% significantly
Not leveraging data properly 70% of CIOs/CTOs did not get the most value from data. 47% because could not blend business rules with insight
Large number of unaddressed decisions
51% had automated about 25% or less 79% had automated about 50% or less
10Copyright © 2006 Fair Isaac Corporation. All rights reserved.
There are many dimensions to the benefits
Precision Effectiveness Granularity Quantitative Metrics
Cost Efficiency Cost – Value Trade-off Activity Based
Consistency Repeatability Compliance Expected Outcomes
Speed Responsiveness Service Levels Opportunity Cost
Agility Adapting to Change Testing Design & Deployment Costs
11Copyright © 2006 Fair Isaac Corporation. All rights reserved.
And many possibilities for competitive advantage
As discussed in Harvard Business Review, June 2005
12Copyright © 2006 Fair Isaac Corporation. All rights reserved.
Agility Improved strategic alignment Capitalize on new product & market opportunities….fast Lower IT / Development costs to change decisions
Consistency Lower costs of making decisions through automation Lower costs of compliance, regulatory requirements Better customer service across channels
Precision Higher revenue yield per customer interaction Lower costs through improved risk management Lower costs through less waste / fewer ‘off target’ messages
EDM provides tremendous benefits
13Copyright © 2006 Fair Isaac Corporation. All rights reserved.
Successful companies harness both approaches
Strategic decisions have broad business scope but occur less frequently Tactical decisions determine how to manage processes and customers Operational decisions deal with individual transactions
14Copyright © 2006 Fair Isaac Corporation. All rights reserved.
Enterprise Decision Management in Action:Legacy Renewal for Motor Vehicle Agency
2,000+ rules applied to 70,000 transactions a day generating $4B in revenue
13,000 hours of maintenance saved in the first year
90% reduction in problem resolution time
Reuse across batch, 170 offices, new web service
Government agencies world wide use Fair Isaac solutions 80
15Copyright © 2006 Fair Isaac Corporation. All rights reserved.
Enterprise Decision Management in Action:Managing Risk in Financial Services
Change time from 35 days to 2 Manual referrals reduced 75% Income increased by 1.5% Provision for bad debt reduced
by 1% 0% downtime since it went live
in February 2003 ROI ~6 months with
subsequent savings >£5M annually (>$9M annually)
of the world’s top 100 banks work with Fair Isaac2/3card accounts worldwide are
managed using Fair Isaac solutions700 million
16Copyright © 2006 Fair Isaac Corporation. All rights reserved.
Enterprise Decision Management in Action:Marketing Sharper in Retail
Advanced analytics deployed using business rules
Personalized recommendations in categories with no prior purchases
Deeper customer relationships
More customer visits and bigger baskets
17% began buying in new product categories a 2,000% lift
IDC ranks Fair Isaac #4 in Worldwide Automation Applications Revenue#4 of the top 10 global pharmaceuticals companies
have worked with Fair Isaac8
17Copyright © 2006 Fair Isaac Corporation. All rights reserved.
Enterprise Decision Management in Action:Streamlining Operations in Insurance Automated more than
3,000 underwriting rules Update strategies,
policies and rules easily, without programming
Processing 99% of new policy applications automatically
Held expenses down as applications grew by 35% and agents accessing the system tripled
of the top 50 U.S. P&C insurers use Fair Isaac technology70%insurers and healthcare payers worldwide
use Fair Isaac technology400+
18Copyright © 2006 Fair Isaac Corporation. All rights reserved.
Enterprise Decision Management in Action:Fighting Fraud in Telecommunications
Cut fraud losses in half with fewer “false positives”
Prevented $14 million in early-life bad debt in one year
Return on investment of 100% in less than four months
transactions are reviewed every day by one provider using our network analytics
1.5 billion of all roaming cellular call records in North America are processed with our technology90%
19Copyright © 2006 Fair Isaac Corporation. All rights reserved.
Things you can do
Go to Fair Isaac’s website:http://www.fairisaac.com/edm
Come to our booth - #305 Automate decisions with Fair Isaac Blaze Advisor
http://www.fairisaac.com/rules Read my blog
http://www.edmblog.com Send me questions or comments