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SAP Predictive Analytics: Latest Updates, Future Roadmap, and Live Demo
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0 0 © 2014 SAP AG or an SAP affiliate company. All rights reserved.
SAP Predictive Analytics: Latest Updates, Future Roadmap, and Live Demo Alexis Fournier SAP
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 1
AGENDA
From BI to … Demo Wrap-up Roadmap
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 2
AGENDA
From BI to … Demo Wrap-up Roadmap
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 3
FROM BI to PREDICTIVE ANALYTICS
Report
OLAP
Dashboard
Segmentation
Associations
Scoring
Forecast
Which products have been sold?
Who bought them?
Who are our customers?
Which products where sold together?
Which customers are going to buy our products?
How many products are we going to sell?
Past/Present Future
Aggregated data Detailed data
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 4
World has changed …
Social
Network
Customer
Data Automobiles
Machine
Data Smart Meter
Point of
Sale Mobile
Structured
Data Click Stream
Location-
based Data Text Data
IMHO, it’s great!
RFID
68% of organizations
that used predictive analytics
realized a competitive
advantage Ventana Research,
“The Next Generation of Predictive Analytics” 10/2014
52% use predictive
analytics to increase
profitability
55% use predictive
analytics to create new
revenue opportunities
45% use predictive
analytics for customer
services
43% use predictive
analytics for product
recommendations
…
WE ARE FACING
CHALLENGES…
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 6
“I’m building churn models for every region”
MS Statistics, Berkeley
Data Scientist
.01%
“I need to explain to the CEO why sales are down in EMEA”
MBA, U of Pennsylvania
Data Analyst
~3% 97%
Business User
“The app needs to tell me what offer to make in real time”
BS French Literature, UC Davis
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 7
NEEDS … …EVERYWHERE
:-) CRM Analytic
360O Customer View
Product Recommendation
Propensity to Churn Real-Time Demand/
Supply Forecast
Predictive Maintenance
Fraud Detection
Network Optimization
Insider Threats
Risk Mitigation,
Real-Time
Cross-sell – Upsell Personalized Care
MANUFACT
URING RETAIL CPG HEALTHCARE BANKING UTILITIES TELCO
PUBLIC
SECTOR
25+
Industries
MARKETING
SALES
FINANCE
HR
OPERATIONS
SERVICE
IT
SUPPLY CHAIN
FRAUD / RISK
11+ LoB
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 8
SAP PREDICTIVE ANALYTICS Fast Simple Everywhere
MAKE PREDICTIONS SIMPLE, FAST AND ACCURATE Automated predictive workflow
Embedded predictive analytics in business processes and apps
ACT WITH CONFIDENCE AT THE POINT OF DECISION
Real-time predictive on big data with SAP HANA
SPOT OPPORTUNITIES IN REAL-TIME
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 9
Model Industrialization Each step of the process has been automated
IN-DATABASE AUTOMATED DATASET PRODUCTION
AUTOMATED MODEL CREATION CLASSIFICATION REGRESSION CLUSTERING FORECASTS
IN-DATABASE DEPLOYMENT DEPLOYMENT IN OTHER APPS
MODEL PRODUCTIONIZATION CONTROL RECALIBRATION BATCH PRODUCTION
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 10
Acquisition targeting
Churn reduction
Cross-Sell/Upsell
Winback campaigns
Viral campaigns
Segmentation
WHAT APPLICATIONS? EXAMPLES
Operations
CRM
Risk
Fraud
KPI forecasting
Anomaly detection (QA)
Usage forecasting
Predictive maintenance
Quality optimization
Credit scoring
Collection
Crime/Terrorism
Money laundering
Credit card fraud
Online gaming fraud
Insurance fraud
CRM Risk
Fraud Operations
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 11
From BI to … Demo Wrap-up Roadmap
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 12
From BI to … Demo Wrap-up Roadmap
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 13
SAP Predictive Analytics high-level roadmap
Predictive Analytics 2.0 on HEC
Simplify
• In App upgrade notification
• Very small dataset support
• Rare case events stability
Expert Analytics
• Charting Improvements
• Other HANA function libraries support
• Additional APL algorithms support
Big Data
• Very large datasets (50k columns)
• Spark, Streaming
Ecosystem
• HANA views support
• SAP BW on agnostic data sources
• Unified Model Management Layer for HANA
Simplify
• Unified Installer, licensing simplification
• Very small dataset support
• Rare case events stability
• HANA views support (Automated Analytics)
• Latest major databases versions support
Expert analytics
• APL nodes consumption
• Export Model as HANA stored procedure
• R 3.1.2 version support
• Custom components sharing capabilities
• Model comparison
Big Data
• Hadoop Hive, Spark support
Simplify
• Unified UI for business analysts and data scientists
• Unified Model Management Layer
• Data Manipulation
• Common engine for online and offline modes
• Predictive Analytics platform
• Universes access
Expert Analytics
• Core enhancements and extensibility enhancements
• Massive analytics
• Improved R scripting support, R online and RHadoop
support
• Python for developers
Big Data
• Automation technology on Hadoop
• Ultra-wide datasets: 500k+ columns
• No SQL databases
Auto-Algorithms: Social network and more.
Performance, simplification.
SAP Predictive
Analytics
APL (Automated
Predictive Library)
This is the current state of planning and may be changed by SAP at any time.
Today Planned Innovations Future direction
Auto-Algorithms: Classification, Regression,
Clustering, Time series, Social,
Recommendation, Key influencers, Scoring
equations
Cloud Extend and provide more Cloud services
Model and scheduling managed in the cloud
Predictive Analytics 2.0 - 2.3 Predictive Analytics 2.4 Predictive Analytics 2.x, 3.0
Embedded APL in Hybris Marketing
Time Series in Lumira
Success Factors, Simple Financial, Predictive
Maintenance, Hybris BI integration
More SAP applications embedding APL
Auto-Algorithms: Recommendation
APL for Cloud services
Cloud For Predictive Analytics
Unified Model Management Layer
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 14
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 15
This presentation and SAP‘s strategy and possible future developments are subject to change and may be changed by SAP at any time for any reason without notice. This document is provided without a warranty of any kind, either express or implied, including but not limited to, the implied warranties of merchantability, fitness for a particular purpose, or non-infringement
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 16
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 17
This presentation and SAP‘s strategy and possible future developments are subject to change and may be changed by SAP at any time for any reason without notice. This document is provided without a warranty of any kind, either express or implied, including but not limited to, the implied warranties of merchantability, fitness for a particular purpose, or non-infringement
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 18
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 19
This presentation and SAP‘s strategy and possible future developments are subject to change and may be changed by SAP at any time for any reason without notice. This document is provided without a warranty of any kind, either express or implied, including but not limited to, the implied warranties of merchantability, fitness for a particular purpose, or non-infringement
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 20
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 21
This presentation and SAP‘s strategy and possible future developments are subject to change and may be changed by SAP at any time for any reason without notice. This document is provided without a warranty of any kind, either express or implied, including but not limited to, the implied warranties of merchantability, fitness for a particular purpose, or non-infringement
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 22
From BI to … Demo Wrap-up Roadmap
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 23
Where to find more information
For more information: www.sap.com/predictive
Videos: www.youtube.com/playlist?list=PLs5htBIwERYXVRqNzp71yGCKotXVXylOG
Download free trial: www.sap.com/cmp/ft/crm-xm15-dwn-an001/index.html
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 24
7 key points to take home
Ease of use – Minutes to Hours as opposed to Days to Weeks
SAP Integration – SAP HANA, SAP BusinessObjects Universe, SAP ERP, SAP BW, etc.
Big Data – Consumes 1,000s of Fields automatically, handles missing data …
One-Stop Shop – Modelling, Social Network Analytics, Data Preparation, etc.
Speed – Industry leading in Model Build and Scoring
Skills – Reduces barrier to entry for Data Mining
Rapid and easy implementation – Automation of scoring for in database or in application implementation. Management tool to test/improve models over time.
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 25
Thank you!
Contact
Alexis Fournier
Solution Principal Predictive Analytics, EMEA CoE
© 2015 SAP SE or an SAP affiliate company. All rights reserved. 26
© 2015 SAP SE or an SAP affiliate company. All rights reserved.
No part of this publication may be reproduced or transmitted in any form or for any purpose without the express permission of SAP SE or an SAP affiliate company.
SAP and other SAP products and services mentioned herein as well as their respective logos are trademarks or registered trademarks of SAP SE (or an SAP affiliate company) in Germany and other countries. Please see http://global12.sap.com/corporate-en/legal/copyright/index.epx for additional trademark information and notices.
Some software products marketed by SAP SE and its distributors contain proprietary software components of other software vendors.
National product specifications may vary.
These materials are provided by SAP SE or an SAP affiliate company for informational purposes only, without representation or warranty of any kind, and SAP SE or its affiliated companies shall not be liable for errors or omissions with respect to the materials. The only warranties for SAP SE or SAP affiliate company products and services are those that are set forth in the express warranty statements accompanying such products and services, if any. Nothing herein should be construed as constituting an additional warranty.
In particular, SAP SE or its affiliated companies have no obligation to pursue any course of business outlined in this document or any related presentation, or to develop or release any functionality mentioned therein. This document, or any related presentation, and SAP SE’s or its affiliated companies’ strategy and possible future developments, products, and/or platform directions and functionality are all subject to change and may be changed by SAP SE or its affiliated companies at any time for any reason without notice. The information in this document is not a commitment, promise, or legal obligation to deliver any material, code, or functionality. All forward-looking statements are subject to various risks and uncertainties that could cause actual results to differ materially from expectations. Readers are cautioned not to place undue reliance on these forward-looking statements, which speak only as of their dates, and they should not be relied upon in making purchasing decisions.
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