oracle big data and rtd v5
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Oracle big data and rtd v5TRANSCRIPT
Copyright © 2012, Oracle and/or its affiliates. All rights reserved. 1
권영혁
한국오라클유한회사
빅데이터로 미래 예측분석:
RTD로 과거 빅데이터
분석을 미래 예측으로 Endeca
RTD
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Agenda
Data, Data, Data and Big Data
Value와 Analytics의 진화
오라클의 Business Analytics
RTD
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90% Of the World’s Data
2 Years Has Been Created in the Last
Data, Data, Data
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50X Estimated to Grow
2020
And That Data is
By
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695,000 Status updates
510,040 Comments
2,000,000 Search Queries
204,166,667 Emails
571 New
Websites
Social Data Generated Every Minute
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Internet Of Things
2012: 9 Billion Devices Connected to Internet
2020: 50 Billion
(More than Population of Earth)
Devices Connected to Internet
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VELOCITY VOLUME VARIETY
is realized with
빅데이터: 4 V’s
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Business Analytics의 Innovation
Descriptive Analytics What Happened?
Predictive Analytics What will happen?
차세대 BI: Predictive Analytics
전통 BI: Descriptive Analytics
느림
정형 및 비정형 정보 정형화된 정보
빠름
정보의 다양성
비즈니스
변화
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IT혁신: 기업 경쟁력은 어디에 있는가?
기간운영시스템
(프로세스혁신, 자동화)
- ERP, SCM, CRM, HCM -
경영관리시스템
(변화 와 통찰력, 개선)
- EPM, BI -
시간
$$$
경쟁력
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오라클의 빅데이터 플랫폼
ANALYZE
DECIDE
ACQUIRE
ORGANIZE
DISCOVER
VISUALIZE
STREAM
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오라클의 빅데이터 솔루션
Oracle
Exalytics InfiniBand
Oracle
Real-Time
Decisions
Oracle
Big Data Appliance Oracle
Exadata
InfiniBand
Acquire Organize Analyze Decide
Discover
Endeca
Information
Discovery
Oracle
Big Data
Connectors
CEP
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Full Stack and Application Know-how
Engineered System: Lower Cost/Risk
and Extreme Performance
Application: BI Application
Big Data Full Solution
왜 Oracle인가?
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CIO
PRIORITY FOR
2013
ANALYTICS
Source: September 2011, IDC #230022, Volume 1,
Business Analytics Solutions: Market Analysis
Source: Gartner 2012 Worldwide Survey of More Than 2,300 CIOs
Survey Shows CIOs are Using Technology to "Amplify" Enterprise
BUSINESS
ANALYTICS
MARKET LEADER
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Oracle Complete Business Analytics Solution Complete, Open, Integrate
Integrated
Analytic
Applications
Any Data,
Any Source
Full Range of
Analytics
On Premise,
On Cloud,
On Mobile
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Remember That Infamous Quote?
There are known knowns. These are
things we know that we know.
There are known unknowns. That is to
say, there are things that we know we
don't know.
But there are also unknown unknowns.
These are things we don't know we don't
know!
Donald Rumsfeld, Feb. 12 2002 Department of Defense News Briefing
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Can RTD help?
We need to
know the things
we don’t know we don’t know
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RTD in Production with multi-channel environment
• Service Processes
• Service Treatments Optimization
• Customer Retention Programs
• Call Center Optimization
• Risk and Fraud Analysis Enhancement
• Operational Processes
• Maintenance Recommendations
• Operational Process Optimization
• Marketing Processes
• Interactive Marketing Personalization
• Customer Experience Optimization
• Next Best Action
• A/B and Multivariate Testing
• Content Personalization
• Sales Processes
• Customer Acquisition Targeting
• Cross Sell/Up Sell
• eMail Targeting and Personalization
Web
Branch Call Center Social Media
Mobile
One Single Business Intelligence Platform for Multiple Decision Management Use Cases
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What is Real-Time Decisions (RTD)?
Platform to:
optimise a business process by making
accurate decisions in real-time
using the most up to date information
consistently and in large volumes
learn from all available data and events
to automatically improve all future
decisions
Real-Time Decisions
Learning Management Decisions
RightNow
ContactCenterExperience
TM
RightNow
SocialExperience
TM
RightNow
WebExperience
TM
Intent Guide
Web / Mobile Self-Service
Chat / Co-Browse
Email Management
Self-Service Facebook
Support Community
Innovation Community
Social Monitor
Dynamic Agent Desktop
Customer Feedback, Outreach, Analytics
RightNow
EngageTM
App Builder, Knowledge Foundation,
Natural Language Search, Mission Critical Operations
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Learn Decide Monitor RTD
How does RTD optimise a business process?
Process Intelligence - Insights
• Monitors process steps
• Uses context plus other available data
• Provides real-time process analytics
• Learns from process events
• Fully automated modelling – no wait time
Process Optimisation - Actions
• Makes optimised decisions within process
• No time lag as decisions are real-time
• Continuously improves decisions over time
• Outcome of decisions captured for learning = "close the loop"
• Automatically adapts to any changes
RTD makes optimised decision
RTD monitors key process steps
RTD learns based on feedback
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Oracle Real Time Decisions
Benefits
– Enables closed loop process optimization in
context of business process execution
– Quantifiable and tangible ROI
Unique Features
– Enterprise Decision Management Framework
for real time, historic & predictive data
– Self-Learning predictive models, rules, test &
control, goal driven
– Integrates with BI Foundation Suite, Oracle
Advanced Analytics, Oracle Apps, bespoke
applications
Automated Decisions with Self-Learning
CHOICES /
ASSETS
Real-Time
Context & Data Predictive Modeling
σ
Performance Goals
Decisions
Insight
& Forecast
Self-Learning
Loop
Real-Time
Recommendations
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Action Modeling Requires a Decision Framework
Rules & Predictive
Models
Real-time Context
+ Historical Data
Choices / Assets
Decisions
Performance
Goals
Insight &
Foresights
Closed-Loop
Learning
Rules + predictive analytics +
closed loop learning
• Define what is “best” based on
multiple and competing business
priorities
• Automatically predict and learn
based on feedback to continuously
improve results
RTD
Self Learning Optimized Recommendations +
BI Reports
Automated Decisions with Self-Learning
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Example use cases
Customer Experience
Multi Channel
Marketing
Intelligent Process
Optimisation
Risk & Fraud Analytics
Big Data Analytics
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Example: Inbound Event Real-time Deployment in Call Center
Advisor Decision (Choices)
Models / Scoring Rules
Performance Goals
Contact Center 상담원 화면 (고객별 Customized Screen)
Contact Center 상담원이 Event
List 중 우선순위를 고려하여
선택/상담 실행
Event에 대한 Offer 제시
고객의 Event Offer 반응
(수락 여부 등) Feedback
고객에 해당하는 Event 제공
(우선순위 높은 Event부터 List-
up)
Event별 Offer 제공
고객의 Event Offer 반응 입력
Real-time 이벤트
(Contact 이벤트 포함)
적용 고객의 반응
(Likelihood of Acceptance) 및 마케팅목표에 따른 Offer
우선순위 조정 (Predictive Modeling)
마케팅 목표에 따른 이벤트
우선순위 결정 지원
(Modeling)
In-bound Call
RTD
업무
Process
예 )고객관리 Event
• 해지고객 재약정 시기 도래 시
재가입 유치
• 이탈고객 Win-Back
• 타사 커플 고객 유치
• 인터넷 약정만료 해지방어
• 결합 만료 시 결합상품 해지방어
• 스마트폰/패드 고객 인터넷 이용
감소 시 해지방어
• 타사 집중도 높은 고객 이탈방지
• 다량 요금제 가입유도
• 자녀 부가서비스 사용 시 TV유치
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Example: Real-time Web Marketing 웹 채널에서 고객별 Customized Offer를 제시하고, Click 등 고객 반응을 기반으로 Next Action을 제시하는 실시간 웹 마케팅이 가능
Advisor Decision (Choices) Models / Scoring
Rules Performance Goals RTD
Section Click &
Navigation
(거절 시) Alternative Offer 제시
업무
Process
웹 인입 (Log in)
첫 화면 My Page에 Customized Offer 제공
Offer에 대한 반응 및 Click
정보 Feedback
해당 Section의 특정 항목과 연관된 Click 정보 기반의
Customized offer 제공
해당 Section과 연관된 고객 정보 기반의
Customized offer 제공
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RTD Learning Graph Automated Discovery for Big Data
Learn
Domain Specific RTD
Learning Graph
Billions
of
business
events
Hundreds of RTD
Learning Models
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RTD Learn As You Go (LAYGO) Applications Automated Discovery for Big Data
RTD for predictive discovery automation
• Business can discover predictive drivers within
very large data sets
• Business can discover relationships across data
domains
Learning immediacy and interactivity
• Business can ask ad-hoc questions to the
“Learning Graph”
Learn & Act
• Predictive models can be used for discovery-
reporting and / or decision making
• No dependency on statisticians as model lifecycle
is fully automated
Creation – Validation – Updates – Recycling
RTD automatically
identifies predictive
drivers of business
events
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Oracle
Exalytics
InfiniBand
RTD
Decisions
RTD and Big Data
Oracle
Big Data
Appliance
InfiniBand
Acquire Organize & Discover Analyze Decide
CEP
RTD Learning
Models
Oracle
Exadata
Optimize
LAYGO
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