Predictive Analytics

Transcription

1 Predictive Analytics

2 How many of you used predictive today? 2015 SAP SE. All rights reserved. 2

3 2015 SAP SE. All rights reserved. 3

4 How can you apply predictive to your business?

5 Predictive Analytics is Learning Historical Data Rules Learn SAP Predictive Analytics

6 Strategic and operational decisions: Exploratory and Prescriptive Analytics Exploratory Analytics Past data Model Analytical Understand why Strategic decisions? learn Operational Apply to new data Quickly react Real time decisions Prescriptive Analytics 2015 SAP SE. All rights reserved. SAP Predictive Analytics 7

7 Creating business value Analytics solutions from SAP Simplify Innovate Accelerate 2014 SAP AG or an SAP affiliate 2015 SAP company. SE or SAP All rights affiliate reserved. company. All rights reserved. 8 8

8 Predictive Analytics is Pervasive BI Apps Predictive Analytics Data

9 SAP Predictive Analytics o o Automate the process Straightforward modeling SAP Predictive Analytics o o Fine-tune the process. Native libraries (HANA) o Fast deployment & review Automated Analytics Expert Analytics o algorithms (R) Analyze Prepare the data Analyze Review Automated From Dataset to Deployment Model Deploy Review Typical

10 Four steps to predictive realization 1 Explore and prepare your data Work with Big Data, departmental data, or a combination of both Aggregate/merge data sources quickly and accurately Create complex conditions, expressions, filters, and aggregates within minutes without SQL Create dozens to 1000 s of derived variables and attributes Build a rich, predictive-ready analytic dataset automatically 2014 SAP AG or an SAP affiliate 2015 SAP company. SE or SAP All rights affiliate reserved. company. All rights reserved

11 Four steps to predictive realization 2 Design and validate your model Fully automated modeling process for: Regression & Classification Clustering/Segmenting Forecasting Social & Link Analysis Textual Analysis Geolocation Model in confidence with automated optimization techniques or manual techniques Ensure training data passes validation and estimation processes 2014 SAP AG or an SAP affiliate 2015 SAP company. SE or SAP All rights affiliate reserved. company. All rights reserved

12 Four steps to predictive realization 3 Analyze and optimize the results Measure performance of training and test data sets for accuracy and confidence Create simulations to maximize gain and apply model to new data View statistical and graphical reports of performance, gain/lift, and more Visualize predictive information in SAP BusinessObjects, MS Excel, and other analytic platforms 2014 SAP AG or an SAP affiliate 2015 SAP company. SE or SAP All rights affiliate reserved. company. All rights reserved

13 Four steps to predictive realization 4 Deploy processes and actions One-click deployment of results, scores, recommendations, etc. into production In-database scoring (SQL) Interface with business apps via scoring equations in: Databases ERP/CRM solutions JAVA, C, and more Refresh analytic data sets and models automatically when changes occur Alert on data and model deviations 2014 SAP AG or an SAP affiliate 2015 SAP company. SE or SAP All rights affiliate reserved. company. All rights reserved

14 No more slides, let s demo! 2015 SAP SE. All rights reserved. 15

15 Success With Over 500 Leaders Around the World 2013 SAP AG. All rights reserved. 16

16 Unique value in predictive projects across the organization Analyst Collaborate Data Scientist I am guided when creating models I build quality models faster and leverage predictive libraries Business Questions Analytical Insights Operational Models Business User Applications IT I get actionable insights and applications I easily embed models into any application 2014 SAP AG or an SAP affiliate company. All rights reserved. 17