Mastering Big Data. Steve Hoskin, VP and Chief Architect INFORMATICA MDM. October 2015

Size: px
Start display at page:

Download "Mastering Big Data. Steve Hoskin, VP and Chief Architect INFORMATICA MDM. October 2015"

Transcription

1 Mastering Big Data Steve Hoskin, VP and Chief Architect INFORMATICA MDM October 2015

2 Agenda About Big Data MDM and Big Data The Importance of Relationships Big Data Use Cases

3 About Big Data Big Data is the term for a collection of data sets so large and complex that it becomes difficult to process using on-hand database management tools or traditional data processing applications. Big Data is also sometimes used as a generic label for the Hadoop frameworks that allow for the processing and management of these data sets

4 Need for Hadoop

5 HDFS is not the only place for Big Data

6 Big Data Stack without Big Data? Don t need really Big Data to be able to gain the benefits of the Big Data Stack Scalable batch execution environment Reduced database costs Open source projects provide capabilities Machine Learning Graph Analytics

7 Downsides? Numerous distributions with frequent releases Steep learning curves Solutions only work for the 80% - how to build the rest? Currently better suited to analytics than operational use cases Its just tooling still need to build/buy business solutions So many choices, potential dead-ends Requires different hardware deployment

8 A Master Data Management Primer Data Acquisition Data Quality and Enrichment Authoring Matching & Deduplication Relationship Discovery and Management Survivorship - aka Golden Record and Best Version of Truth Search Workflow Governance Real-time consumption Publishing and consumption

9 Hadoop is a good fit for these MDM functions Today Data Acquisition Data Quality and Enrichment Authoring Matching & Deduplication Relationship Discovery and Management Survivorship - aka Golden Record and Best Version of Truth Search Workflow Governance Operational consumption Publishing

10 Intelligent Layers of Big Data Catalog, Relate & Score Big Data Catalog

11 Intelligent Layers of Big Data Organize, Fix & Enrich Trusted Reference Data Catalog, Relate & Score Big Data Catalog

12 Intelligent Layers of Big Data De-dup, Enrich & Relate Big Data Relationship Management Organize, Fix & Enrich Trusted Reference Data Catalog, Relate & Score Big Data Catalog

13 Intelligent Layers of Big Data Big Data Consumption and Analytics De-dup, Enrich & Relate Big Data Relationship Management Organize, Fix & Enrich Trusted Reference Data Catalog, Relate & Score Big Data Catalog

14 What data do we have, and how useful is it? Content Inference Sensitive Data Tracking Stewardship Smart Suggestions Crawl Index Cluster Classify Relate Infer Semantics Catalog of Data Assets Relationships Quality Score Statistics Rules Glossary Ratings All IT Repositories Applications, Business Semantics 3rd Party BI, Modeling, Big Data User Ratings, Feedback, Operational Stats

15 Big Data Quality Make Sense of Big Data Ingest Deliver

16 Big Data Quality Make Sense of Big Data Explore: Identify common patterns Find outliers Help ask the right questions Ingest Deliver

17 Big Data Quality Make Sense of Big Data Explore: Identify common patterns Find outliers Help ask the right questions Recommend: Suggest actions based on the data Recommend the next best step Predict outcomes Ingest Deliver

18 Big Data Quality Make Sense of Big Data Explore: Identify common patterns Find outliers Help ask the right questions Recommend: Suggest actions based on the data Recommend the next best step Predict outcomes Learn: From system recommendations From user actions From data itself Ingest Deliver

19 Big Data Quality Make Sense of Big Data Explore: Identify common patterns Find outliers Help ask the right questions Recommend: Suggest actions based on the data Recommend the next best step Predict outcomes Learn: From system recommendations From user actions From data itself Ingest Deliver

20 Relationships & Social MDM

21 Relationships & Social MDM John Q. Jones 1 John Quincy Jones Jonathan Quincy Jones Location Product Customer Single Person View ASSERTED Account

22 Relationships & Social MDM John Q. Jones 1 John Quincy Jones Jonathan Quincy Jones Location Product Customer Single Person View ASSERTED Account Purchase History Claims Product Reviews Complaints Payment 2 Family & Business Relationship Transactional Data Social Data View of Person Relationships OBSERVED

23 Relationships & Social MDM John Q. Jones 1 John Quincy Jones Jonathan Quincy Jones Location Product Customer Single Person View ASSERTED Account Purchase History Claims Product Reviews Complaints Payment RFM Calculation Fraud Detection Product Sentiment Customer Churn 2 Family & Business Relationship Transactional Data Social Data View of Person Relationships OBSERVED 3 Customer Segmentation Churn Prediction Sentiment Analysis Fraud Management Complete View of Person Interactions and Predictions DERIVED

24 Relationships & Social MDM John Q. Jones 1 John Quincy Jones Jonathan Quincy Jones Purchase History Claims Product Reviews RFM Calculation Fraud Detection Product Sentiment Governance Visualization Prediction Location Product Customer Single Person View ASSERTED Account Complaints Payment Customer Churn 2 Family & Business Relationship Transactional Data Social Data View of Person Relationships OBSERVED 3 Customer Segmentation Churn Prediction Sentiment Analysis Fraud Management Complete View of Person Interactions and Predictions DERIVED Social MDM

25 MDM Relationships Add Value 17

26 Common Graphs in MDM Organizational Hierarchy Social Network Product Hierarchy

27 Relate Business Entities in MDM Vertex/Node Party, Product, Claims, Complaints etc. BE s Edges Relationship (Accident, Bad Service etc.) Relationship

28 MDM Graph Database Asserted Data Customer BE Party BE Sales Person BE Product BE Observed Data Observed Data MDM GRAPH Transaction Data Relationship Social Data Derived Data Prediction

29 Big Data MDM Use Cases

30 Use Cases Financial Services Fraud Detection Risk & Portfolio Analysis Investment Recommendations Retail & Telco Proactive Customer Engagement Location Based Services Media & Entertainment Online & In-Game Behavior Customer X/Up-Sell Manufacturing Connected Vehicle Predictive Maintenance Healthcare & Pharma Predicting Patient Outcomes Total Cost of Care Drug Discovery Public Sector Health Insurance Exchanges Public Safety Tax Optimization Fraud Detection

31 Large Insurance Company Customer Intelligence Example Input Files 718 Million Records 7Use Cases 10 Nodes Hadoop Cloudera Informatica Datameer Business need Challenge Solution and results 360 degree view of consumers for marketing, planning, and analytics Discover and mine relationships Create highly targeted and individualized marketing programs Rich data environment across organizational business units, comprised of many source systems across various platforms Providing a consistent enterprise view of data across business units Seven use cases with increasing complexity Provides single platform to house customer and prospect data from disparate sources Provides for rapid intake of new data sources (structured and unstructured) Eliminates data intake and append bottleneck Empowers Analysts to explore all data elements Increases processing power for statistical analysis

32 Fraud & Intelligence System Use Case Unrelated Events? MDM can be leveraged to build linear scalable Fraud Management system that provides link analysis, data clustering and also offers very best search and match against large data volume

33 Fraud & Intelligence System Use Case Unrelated Events? Or Fraud MDM can be leveraged to build linear scalable Fraud Management system that provides link analysis, data clustering and also offers very best search and match against large data volume

34 Questions? 25

Bringing Strategy to Life Using an Intelligent Data Platform to Become Data Ready. Informatica Government Summit April 23, 2015

Bringing Strategy to Life Using an Intelligent Data Platform to Become Data Ready. Informatica Government Summit April 23, 2015 Bringing Strategy to Life Using an Intelligent Platform to Become Ready Informatica Government Summit April 23, 2015 Informatica Solutions Overview Power the -Ready Enterprise Government Imperatives Improve

More information

Ganzheitliches Datenmanagement

Ganzheitliches Datenmanagement Ganzheitliches Datenmanagement für Hadoop Michael Kohs, Senior Sales Consultant @mikchaos The Problem with Big Data Projects in 2016 Relational, Mainframe Documents and Emails Data Modeler Data Scientist

More information

VIEWPOINT. High Performance Analytics. Industry Context and Trends

VIEWPOINT. High Performance Analytics. Industry Context and Trends VIEWPOINT High Performance Analytics Industry Context and Trends In the digital age of social media and connected devices, enterprises have a plethora of data that they can mine, to discover hidden correlations

More information

Understanding Your Customer Journey by Extending Adobe Analytics with Big Data

Understanding Your Customer Journey by Extending Adobe Analytics with Big Data SOLUTION BRIEF Understanding Your Customer Journey by Extending Adobe Analytics with Big Data Business Challenge Today s digital marketing teams are overwhelmed by the volume and variety of customer interaction

More information

Apigee Insights Increase marketing effectiveness and customer satisfaction with API-driven adaptive apps

Apigee Insights Increase marketing effectiveness and customer satisfaction with API-driven adaptive apps White provides GRASP-powered big data predictive analytics that increases marketing effectiveness and customer satisfaction with API-driven adaptive apps that anticipate, learn, and adapt to deliver contextual,

More information

How Master Data Management powers big data decision making.

How Master Data Management powers big data decision making. decision ready. How Master Data Management powers big data decision making. Building an enterprise architecture that s decision ready. Bringing discipline to big data. The trouble with insight is it doesn

More information

HOW TO MAKE SENSE OF BIG DATA TO BETTER DRIVE BUSINESS PROCESSES, IMPROVE DECISION-MAKING, AND SUCCESSFULLY COMPETE IN TODAY S MARKETS.

HOW TO MAKE SENSE OF BIG DATA TO BETTER DRIVE BUSINESS PROCESSES, IMPROVE DECISION-MAKING, AND SUCCESSFULLY COMPETE IN TODAY S MARKETS. HOW TO MAKE SENSE OF BIG DATA TO BETTER DRIVE BUSINESS PROCESSES, IMPROVE DECISION-MAKING, AND SUCCESSFULLY COMPETE IN TODAY S MARKETS. ALTILIA turns Big Data into Smart Data and enables businesses to

More information

IBM Big Data in Government

IBM Big Data in Government IBM Big in Government Turning big data into smarter decisions Deepak Mohapatra Sr. Consultant Government IBM Software Group dmohapatra@us.ibm.com The Big Paradigm Shift 2 Big Creates A Challenge And an

More information

SAP Predictive Analytics: An Overview and Roadmap. Charles Gadalla, SAP @cgadalla SESSION CODE: 603

SAP Predictive Analytics: An Overview and Roadmap. Charles Gadalla, SAP @cgadalla SESSION CODE: 603 SAP Predictive Analytics: An Overview and Roadmap Charles Gadalla, SAP @cgadalla SESSION CODE: 603 Advanced Analytics SAP Vision Embed Smart Agile Analytics into Decision Processes to Deliver Business

More information

Big Data Are You Ready? Jorge Plascencia Solution Architect Manager

Big Data Are You Ready? Jorge Plascencia Solution Architect Manager Big Data Are You Ready? Jorge Plascencia Solution Architect Manager Big Data: The Datafication Of Everything Thoughts Devices Processes Thoughts Things Processes Run the Business Organize data to do something

More information

BEYOND BI: Big Data Analytic Use Cases

BEYOND BI: Big Data Analytic Use Cases BEYOND BI: Big Data Analytic Use Cases Big Data Analytics Use Cases This white paper discusses the types and characteristics of big data analytics use cases, how they differ from traditional business intelligence

More information

Real World Application and Usage of IBM Advanced Analytics Technology

Real World Application and Usage of IBM Advanced Analytics Technology Real World Application and Usage of IBM Advanced Analytics Technology Anthony J. Young Pre-Sales Architect for IBM Advanced Analytics February 21, 2014 Welcome Anthony J. Young Lives in Austin, TX Focused

More information

The Future of Data Management with Hadoop and the Enterprise Data Hub

The Future of Data Management with Hadoop and the Enterprise Data Hub The Future of Data Management with Hadoop and the Enterprise Data Hub Amr Awadallah Cofounder & CTO, Cloudera, Inc. Twitter: @awadallah 1 2 Cloudera Snapshot Founded 2008, by former employees of Employees

More information

Extend your analytic capabilities with SAP Predictive Analysis

Extend your analytic capabilities with SAP Predictive Analysis September 9 11, 2013 Anaheim, California Extend your analytic capabilities with SAP Predictive Analysis Charles Gadalla Learning Points Advanced analytics strategy at SAP Simplifying predictive analytics

More information

The Future of Data Management

The Future of Data Management The Future of Data Management with Hadoop and the Enterprise Data Hub Amr Awadallah (@awadallah) Cofounder and CTO Cloudera Snapshot Founded 2008, by former employees of Employees Today ~ 800 World Class

More information

CONNECTING DATA WITH BUSINESS

CONNECTING DATA WITH BUSINESS CONNECTING DATA WITH BUSINESS Big Data and Data Science consulting Business Value through Data Knowledge Synergic Partners is a specialized Big Data, Data Science and Data Engineering consultancy firm

More information

Knowledgent White Paper Series. Developing an MDM Strategy WHITE PAPER. Key Components for Success

Knowledgent White Paper Series. Developing an MDM Strategy WHITE PAPER. Key Components for Success Developing an MDM Strategy Key Components for Success WHITE PAPER Table of Contents Introduction... 2 Process Considerations... 3 Architecture Considerations... 5 Conclusion... 9 About Knowledgent... 10

More information

Big Data for Investment Research Management

Big Data for Investment Research Management IDT Partners www.idtpartners.com Big Data for Investment Research Management Discover how IDT Partners helps Financial Services, Market Research, and Investment Management firms turn big data into actionable

More information

Big Data overview. Livio Ventura. SICS Software week, Sept 23-25 Cloud and Big Data Day

Big Data overview. Livio Ventura. SICS Software week, Sept 23-25 Cloud and Big Data Day Big Data overview SICS Software week, Sept 23-25 Cloud and Big Data Day Livio Ventura Big Data European Industry Leader for Telco, Energy and Utilities and Digital Media Agenda some data on Data Big Data

More information

Big Data and New Paradigms in Information Management. Vladimir Videnovic Institute for Information Management

Big Data and New Paradigms in Information Management. Vladimir Videnovic Institute for Information Management Big Data and New Paradigms in Information Management Vladimir Videnovic Institute for Information Management 2 "I am certainly not an advocate for frequent and untried changes laws and institutions must

More information

Big Data and Analytics in Government

Big Data and Analytics in Government Big Data and Analytics in Government Nov 29, 2012 Mark Johnson Director, Engineered Systems Program 2 Agenda What Big Data Is Government Big Data Use Cases Building a Complete Information Solution Conclusion

More information

Integrating a Big Data Platform into Government:

Integrating a Big Data Platform into Government: Integrating a Big Data Platform into Government: Drive Better Decisions for Policy and Program Outcomes John Haddad, Senior Director Product Marketing, Informatica Digital Government Institute s Government

More information

SAS Fraud Framework for Banking

SAS Fraud Framework for Banking SAS Fraud Framework for Banking Including Social Network Analysis John C. Brocklebank, Ph.D. Vice President, SAS Solutions OnDemand Advanced Analytics Lab SAS Fraud Framework for Banking Agenda Introduction

More information

5 Keys to Unlocking the Big Data Analytics Puzzle. Anurag Tandon Director, Product Marketing March 26, 2014

5 Keys to Unlocking the Big Data Analytics Puzzle. Anurag Tandon Director, Product Marketing March 26, 2014 5 Keys to Unlocking the Big Data Analytics Puzzle Anurag Tandon Director, Product Marketing March 26, 2014 1 A Little About Us A global footprint. A proven innovator. A leader in enterprise analytics for

More information

This Symposium brought to you by www.ttcus.com

This Symposium brought to you by www.ttcus.com This Symposium brought to you by www.ttcus.com Linkedin/Group: Technology Training Corporation @Techtrain Technology Training Corporation www.ttcus.com Big Data Analytics as a Service (BDAaaS) Big Data

More information

Using SAP Master Data Technologies to Enable Key Business Capabilities in Johnson & Johnson Consumer

Using SAP Master Data Technologies to Enable Key Business Capabilities in Johnson & Johnson Consumer Using SAP Master Data Technologies to Enable Key Business Capabilities in Johnson & Johnson Consumer Terry Bouziotis: Director, IT Enterprise Master Data Management JJHCS Bob Delp: Sr. MDM Program Manager

More information

DATAMEER WHITE PAPER. Beyond BI. Big Data Analytic Use Cases

DATAMEER WHITE PAPER. Beyond BI. Big Data Analytic Use Cases DATAMEER WHITE PAPER Beyond BI Big Data Analytic Use Cases This white paper discusses the types and characteristics of big data analytics use cases, how they differ from traditional business intelligence

More information

Predictive Analytics: Turn Information into Insights

Predictive Analytics: Turn Information into Insights Predictive Analytics: Turn Information into Insights Pallav Nuwal Business Manager; Predictive Analytics, India-South Asia pallav.nuwal@in.ibm.com +91.9820330224 Agenda IBM Predictive Analytics portfolio

More information

Big Data and Your Data Warehouse Philip Russom

Big Data and Your Data Warehouse Philip Russom Big Data and Your Data Warehouse Philip Russom TDWI Research Director for Data Management April 5, 2012 Sponsor Speakers Philip Russom Research Director, Data Management, TDWI Peter Jeffcock Director,

More information

PREDICTIVE ANALYTICS DEMYSTIFIED

PREDICTIVE ANALYTICS DEMYSTIFIED PREDICTIVE ANALYTICS DEMYSTIFIED 12.12.2014 Agenda Introduction Who we are! What is Predictive Analytics? Who needs Predictive Analytics? How to build Predictive Models? Demonstration: IBM SPSS Success

More information

Bruhati Technologies. About us. ISO 9001:2008 certified. Technology fit for Business

Bruhati Technologies. About us. ISO 9001:2008 certified. Technology fit for Business Bruhati Technologies ISO 9001:2008 certified Technology fit for Business About us 1 Strong, agile and adaptive Leadership Geared up technologies for and fast moving long lasting With sound understanding

More information

2015 Analyst and Advisor Summit. Advanced Data Analytics Dr. Rod Fontecilla Vice President, Application Services, Chief Data Scientist

2015 Analyst and Advisor Summit. Advanced Data Analytics Dr. Rod Fontecilla Vice President, Application Services, Chief Data Scientist 2015 Analyst and Advisor Summit Advanced Data Analytics Dr. Rod Fontecilla Vice President, Application Services, Chief Data Scientist Agenda Key Facts Offerings and Capabilities Case Studies When to Engage

More information

Reinventing Business Intelligence through Big Data

Reinventing Business Intelligence through Big Data Reinventing Business Intelligence through Big Data Dr. Flavio Villanustre VP, Technology and lead of the Open Source HPCC Systems initiative LexisNexis Risk Solutions Reed Elsevier LEXISNEXIS From RISK

More information

MDM and Data Warehousing Complement Each Other

MDM and Data Warehousing Complement Each Other Master Management MDM and Warehousing Complement Each Other Greater business value from both 2011 IBM Corporation Executive Summary Master Management (MDM) and Warehousing (DW) complement each other There

More information

MDM for the Enterprise: Complementing and extending your Active Data Warehousing strategy. Satish Krishnaswamy VP MDM Solutions - Teradata

MDM for the Enterprise: Complementing and extending your Active Data Warehousing strategy. Satish Krishnaswamy VP MDM Solutions - Teradata MDM for the Enterprise: Complementing and extending your Active Data Warehousing strategy Satish Krishnaswamy VP MDM Solutions - Teradata 2 Agenda MDM and its importance Linking to the Active Data Warehousing

More information

Big Data Big Deal for Public Sector Organizations

Big Data Big Deal for Public Sector Organizations Big Data Big Deal for Public Sector Organizations Hoàng Xuân Hiếu Director, FAB & Government Business Indochina & Myanmar 1 Copyright 2013, Oracle and/or its affiliates. All rights reserved. The following

More information

The New Landscape of Business Intelligence & Analytics New Opportunities, Roles and Outcomes. Summit 2015 Orlando London Frankfurt Madrid Mexico City

The New Landscape of Business Intelligence & Analytics New Opportunities, Roles and Outcomes. Summit 2015 Orlando London Frankfurt Madrid Mexico City The New Landscape of Business Intelligence & Analytics New Opportunities, Roles and Outcomes Michael Corcoran Sr. Vice President & CMO Dr. Rado Kotorov Vice President, Market Strategy Summit 2015 Orlando

More information

Oracle Big Data Discovery Unlock Potential in Big Data Reservoir

Oracle Big Data Discovery Unlock Potential in Big Data Reservoir Oracle Big Data Discovery Unlock Potential in Big Data Reservoir Gokula Mishra Premjith Balakrishnan Business Analytics Product Group September 29, 2014 Copyright 2014, Oracle and/or its affiliates. All

More information

The Future of Business Analytics is Now! 2013 IBM Corporation

The Future of Business Analytics is Now! 2013 IBM Corporation The Future of Business Analytics is Now! 1 The pressures on organizations are at a point where analytics has evolved from a business initiative to a BUSINESS IMPERATIVE More organization are using analytics

More information

Submitted to: Service Definition Document for BI / MI Data Services

Submitted to: Service Definition Document for BI / MI Data Services Submitted to: Service Definition Document for BI / MI Data Services Table of Contents 1. Introduction... 3 2. Data Quality Management... 4 3. Master Data Management... 4 3.1 MDM Implementation Methodology...

More information

The Big Data Paradigm Shift. Insight Through Automation

The Big Data Paradigm Shift. Insight Through Automation The Big Data Paradigm Shift Insight Through Automation Agenda The Problem Emcien s Solution: Algorithms solve data related business problems How Does the Technology Work? Case Studies 2013 Emcien, Inc.

More information

More Data in Less Time

More Data in Less Time More Data in Less Time Leveraging Cloudera CDH as an Operational Data Store Daniel Tydecks, Systems Engineering DACH & CE Goals of an Operational Data Store Load Data Sources Traditional Architecture Operational

More information

III JORNADAS DE DATA MINING

III JORNADAS DE DATA MINING III JORNADAS DE DATA MINING EN EL MARCO DE LA MAESTRÍA EN DATA MINING DE LA UNIVERSIDAD AUSTRAL PRESENTACIÓN TECNOLÓGICA IBM Alan Schcolnik, Cognos Technical Sales Team Leader, IBM Software Group. IAE

More information

Chukwa, Hadoop subproject, 37, 131 Cloud enabled big data, 4 Codd s 12 rules, 1 Column-oriented databases, 18, 52 Compression pattern, 83 84

Chukwa, Hadoop subproject, 37, 131 Cloud enabled big data, 4 Codd s 12 rules, 1 Column-oriented databases, 18, 52 Compression pattern, 83 84 Index A Amazon Web Services (AWS), 50, 58 Analytics engine, 21 22 Apache Kafka, 38, 131 Apache S4, 38, 131 Apache Sqoop, 37, 131 Appliance pattern, 104 105 Application architecture, big data analytics

More information

Big Data Analytics Platform @ Nokia

Big Data Analytics Platform @ Nokia Big Data Analytics Platform @ Nokia 1 Selecting the Right Tool for the Right Workload Yekesa Kosuru Nokia Location & Commerce Strata + Hadoop World NY - Oct 25, 2012 Agenda Big Data Analytics Platform

More information

Three Open Blueprints For Big Data Success

Three Open Blueprints For Big Data Success White Paper: Three Open Blueprints For Big Data Success Featuring Pentaho s Open Data Integration Platform Inside: Leverage open framework and open source Kickstart your efforts with repeatable blueprints

More information

Master Data Management What is it? Why do I Care? What are the Solutions?

Master Data Management What is it? Why do I Care? What are the Solutions? Master Data Management What is it? Why do I Care? What are the Solutions? Marty Pittman Architect IBM Software Group 2011 IBM Corporation Agenda MDM Introduction and Industry Trends IBM's MDM Vision IBM

More information

Oracle Big Data Building A Big Data Management System

Oracle Big Data Building A Big Data Management System Oracle Big Building A Big Management System Copyright 2015, Oracle and/or its affiliates. All rights reserved. Effi Psychogiou ECEMEA Big Product Director May, 2015 Safe Harbor Statement The following

More information

IBM AND NEXT GENERATION ARCHITECTURE FOR BIG DATA & ANALYTICS!

IBM AND NEXT GENERATION ARCHITECTURE FOR BIG DATA & ANALYTICS! The Bloor Group IBM AND NEXT GENERATION ARCHITECTURE FOR BIG DATA & ANALYTICS VENDOR PROFILE The IBM Big Data Landscape IBM can legitimately claim to have been involved in Big Data and to have a much broader

More information

Safe Harbor Statement

Safe Harbor Statement Safe Harbor Statement The following is intended to outline our general product direction. It is intended for information purposes only, and may not be incorporated into any contract. It is not a commitment

More information

Big Data Analytics. An Introduction. Oliver Fuchsberger University of Paderborn 2014

Big Data Analytics. An Introduction. Oliver Fuchsberger University of Paderborn 2014 Big Data Analytics An Introduction Oliver Fuchsberger University of Paderborn 2014 Table of Contents I. Introduction & Motivation What is Big Data Analytics? Why is it so important? II. Techniques & Solutions

More information

Addressing Open Source Big Data, Hadoop, and MapReduce limitations

Addressing Open Source Big Data, Hadoop, and MapReduce limitations Addressing Open Source Big Data, Hadoop, and MapReduce limitations 1 Agenda What is Big Data / Hadoop? Limitations of the existing hadoop distributions Going enterprise with Hadoop 2 How Big are Data?

More information

Customer Case Studies on MDM Driving Real Business Value

Customer Case Studies on MDM Driving Real Business Value Customer Case Studies on MDM Driving Real Business Value Dan Gage Oracle Master Data Management Master Data has Domain Specific Requirements CDI (Customer, Supplier, Vendor) PIM (Product, Service) Financial

More information

Predictive Customer Intelligence

Predictive Customer Intelligence Sogeti 2015 Damiaan Zwietering zwietering@nl.ibm.com Predictive Customer Intelligence Customer expectations are driving companies towards being customer centric Find me Using visualization and analytics

More information

The Future of Big Data SAS Automotive Roundtable Los Angeles, CA 5 March 2015 Mike Olson Chief Strategy Officer, Cofounder @mikeolson

The Future of Big Data SAS Automotive Roundtable Los Angeles, CA 5 March 2015 Mike Olson Chief Strategy Officer, Cofounder @mikeolson The Future of Big Data SAS Automotive Roundtable Los Angeles, CA 5 March 2015 Mike Olson Chief Strategy Officer, Cofounder @mikeolson 1 A New Platform for Pervasive Analytics Multiple big data opportunities

More information

Cisco Data Preparation

Cisco Data Preparation Data Sheet Cisco Data Preparation Unleash your business analysts to develop the insights that drive better business outcomes, sooner, from all your data. As self-service business intelligence (BI) and

More information

Master Your Data and Your Business Using Informatica MDM. Ravi Shankar Sr. Director, MDM Product Marketing

Master Your Data and Your Business Using Informatica MDM. Ravi Shankar Sr. Director, MDM Product Marketing Master Your and Your Business Using Informatica MDM Ravi Shankar Sr. Director, MDM Product Marketing 1 Driven Enterprise Timely Trusted Relevant 2 Agenda Critical Business Imperatives Addressed by MDM

More information

Twitter: #VRBTL and @ventanaresearch. 1 2013 Ventana Research

Twitter: #VRBTL and @ventanaresearch. 1 2013 Ventana Research Twitter: #VRBTL and @ventanaresearch 1 2013 Ventana Research Busting up BI and Building a Big Data Analytics Foundation Tony Cosentino VP and Research Director #VRBTL and @tonycosentinovr 2 2013 Ventana

More information

JOURNAL OF OBJECT TECHNOLOGY

JOURNAL OF OBJECT TECHNOLOGY JOURNAL OF OBJECT TECHNOLOGY Online at www.jot.fm. Published by ETH Zurich, Chair of Software Engineering JOT, 2008 Vol. 7, No. 8, November-December 2008 What s Your Information Agenda? Mahesh H. Dodani,

More information

Big Data and Semantic Web in Manufacturing. Nitesh Khilwani, PhD Chief Engineer, Samsung Research Institute Noida, India

Big Data and Semantic Web in Manufacturing. Nitesh Khilwani, PhD Chief Engineer, Samsung Research Institute Noida, India Big Data and Semantic Web in Manufacturing Nitesh Khilwani, PhD Chief Engineer, Samsung Research Institute Noida, India Outline Big data in Manufacturing Big data Analytics Semantic web technologies Case

More information

SQL Server Master Data Services A Point of View

SQL Server Master Data Services A Point of View SQL Server Master Data Services A Point of View SUBRAHMANYA V SENIOR CONSULTANT SUBRAHMANYA.VENKATAGIRI@WIPRO.COM Abstract Is Microsoft s Master Data Services an answer for low cost MDM solution? Will

More information

Driving Better Marketing Results with Big Data and Analytics David Corrigan, IBM, Director of Product Marketing

Driving Better Marketing Results with Big Data and Analytics David Corrigan, IBM, Director of Product Marketing Driving Better Marketing Results with Big Data and Analytics David Corrigan, IBM, Director of Product Marketing Optimizing Marketing with Big Data and Analytics Leverage Social Media Datacentric Marketing

More information

Big Data & QlikView. Democratizing Big Data Analytics. David Freriks Principal Solution Architect

Big Data & QlikView. Democratizing Big Data Analytics. David Freriks Principal Solution Architect Big Data & QlikView Democratizing Big Data Analytics David Freriks Principal Solution Architect TDWI Vancouver Agenda What really is Big Data? How do we separate hype from reality? How does that relate

More information

WHITE PAPER. Talend Infosense Solution Brief Master Data Management for Health Care Reference Data

WHITE PAPER. Talend Infosense Solution Brief Master Data Management for Health Care Reference Data WHITE PAPER Talend Infosense Solution Brief Master Data Management for Health Care Reference Data Table of contents BUSINESS ISSUE: SOCIAL COLLABORATION AND DATA STEWARDSHIP... 5 BUSINESS ISSUE: FEEDBACK

More information

Business Intelligence mit SAP: Strategie, Neuerungen, Nutzen. Andreas Forster / Solution Advisor June 2013

Business Intelligence mit SAP: Strategie, Neuerungen, Nutzen. Andreas Forster / Solution Advisor June 2013 Business Intelligence mit SAP: Strategie, Neuerungen, Nutzen Andreas Forster / Solution Advisor June 2013 Agenda SAP Business Intelligence Vision SAP BusinessObjects Suite SAP BusinessObjects BI and SAP

More information

Considerations for Data Management

Considerations for Data Management Considerations for Data Management Handle unstructured data growth, in-flight /streaming (perishable) & data at rest parse, standardize and match/household to create holistic views Data governance Reference

More information

Are You Ready for Big Data?

Are You Ready for Big Data? Are You Ready for Big Data? Jim Gallo National Director, Business Analytics April 10, 2013 Agenda What is Big Data? How do you leverage Big Data in your company? How do you prepare for a Big Data initiative?

More information

EVERYTHING THAT MATTERS IN ADVANCED ANALYTICS

EVERYTHING THAT MATTERS IN ADVANCED ANALYTICS EVERYTHING THAT MATTERS IN ADVANCED ANALYTICS Marcia Kaufman, Principal Analyst, Hurwitz & Associates Dan Kirsch, Senior Analyst, Hurwitz & Associates Steve Stover, Sr. Director, Product Management, Predixion

More information

Tax Fraud in Increasing

Tax Fraud in Increasing Preventing Fraud with Through Analytics Satya Bhamidipati Data Scientist Business Analytics Product Group Copyright 2014 Oracle and/or its affiliates. All rights reserved. 2 Tax Fraud in Increasing 27%

More information

www.pwc.com Implementation of Big Data and Analytics Projects with Big Data Discovery and BICS March 2015

www.pwc.com Implementation of Big Data and Analytics Projects with Big Data Discovery and BICS March 2015 www.pwc.com Implementation of Big Data and Analytics Projects with Big Data Discovery and BICS Agenda Big Data Discovery Oracle Business Intelligence Cloud Services (BICS) Use Cases How to start and our

More information

Interactive data analytics drive insights

Interactive data analytics drive insights Big data Interactive data analytics drive insights Daniel Davis/Invodo/S&P. Screen images courtesy of Landmark Software and Services By Armando Acosta and Joey Jablonski The Apache Hadoop Big data has

More information

Cloudera Enterprise Data Hub in Telecom:

Cloudera Enterprise Data Hub in Telecom: Cloudera Enterprise Data Hub in Telecom: Three Customer Case Studies Version: 103 Table of Contents Introduction 3 Cloudera Enterprise Data Hub for Telcos 4 Cloudera Enterprise Data Hub in Telecom: Customer

More information

Are You Big Data Ready?

Are You Big Data Ready? ACS 2015 Annual Canberra Conference Are You Big Data Ready? Vladimir Videnovic Business Solutions Director Oracle Big Data and Analytics Introduction Introduction What is Big Data? If you can't explain

More information

Compunnel. Business Intelligence, Master Data Management & Compliance (Healthcare) Largest Health Insurance Company in New Jersey.

Compunnel. Business Intelligence, Master Data Management & Compliance (Healthcare) Largest Health Insurance Company in New Jersey. Compunnel Business Intelligence, Master Data Management & Compliance (Healthcare) Largest Health Insurance Company in New Jersey Business Intelligence, Master Data Management & Compliance (Healthcare)

More information

Utility Analytics, Challenges & Solutions. Session Three September 24, 2014

Utility Analytics, Challenges & Solutions. Session Three September 24, 2014 The Place Analytics Leaders Turn to for Answers Member.UtilityAnalytics.com Utility Analytics, Challenges & Solutions Session Three September 24, 2014 The Place Analytics Leaders Turn to for Answers Member.UtilityAnalytics.com

More information

Data Virtualization A Potential Antidote for Big Data Growing Pains

Data Virtualization A Potential Antidote for Big Data Growing Pains perspective Data Virtualization A Potential Antidote for Big Data Growing Pains Atul Shrivastava Abstract Enterprises are already facing challenges around data consolidation, heterogeneity, quality, and

More information

Real-Time Big Data Analytics + Internet of Things (IoT) = Value Creation

Real-Time Big Data Analytics + Internet of Things (IoT) = Value Creation Real-Time Big Data Analytics + Internet of Things (IoT) = Value Creation January 2015 Market Insights Report Executive Summary According to a recent customer survey by Vitria, executives across the consumer,

More information

Big Data and Healthcare Payers WHITE PAPER

Big Data and Healthcare Payers WHITE PAPER Knowledgent White Paper Series Big Data and Healthcare Payers WHITE PAPER Summary With the implementation of the Affordable Care Act, the transition to a more member-centric relationship model, and other

More information

The Business Analyst s Guide to Hadoop

The Business Analyst s Guide to Hadoop White Paper The Business Analyst s Guide to Hadoop Get Ready, Get Set, and Go: A Three-Step Guide to Implementing Hadoop-based Analytics By Alteryx and Hortonworks (T)here is considerable evidence that

More information

Business Intelligence. Advanced visualization. Reporting & dashboards. Mobile BI. Packaged BI

Business Intelligence. Advanced visualization. Reporting & dashboards. Mobile BI. Packaged BI Data & Analytics 1 Data & Analytics Solutions - Overview Information Management Business Intelligence Advanced Analytics Data governance Data modeling & architecture Master data management Enterprise data

More information

A New Era Of Analytic

A New Era Of Analytic Penang egovernment Seminar 2014 A New Era Of Analytic Megat Anuar Idris Head, Project Delivery, Business Analytics & Big Data Agenda Overview of Big Data Case Studies on Big Data Big Data Technology Readiness

More information

Redefining Role of Business Analyst in the paradigm of Big Data in Healthcare

Redefining Role of Business Analyst in the paradigm of Big Data in Healthcare 2014 BA Convention Redefining Role of Business Analyst in the paradigm of Big Data in Healthcare - Somnath Mukherjee, General Manager, HCL Technologies Ltd. 2014 BA Convention 2 Click Agenda to edit Master

More information

Demonstration of SAP Predictive Analysis 1.0, consumption from SAP BI clients and best practices

Demonstration of SAP Predictive Analysis 1.0, consumption from SAP BI clients and best practices September 10-13, 2012 Orlando, Florida Demonstration of SAP Predictive Analysis 1.0, consumption from SAP BI clients and best practices Vishwanath Belur, Product Manager, SAP Predictive Analysis Learning

More information

The New Landscape of Business Intelligence & Analytics New Opportunities, Roles and Outcomes

The New Landscape of Business Intelligence & Analytics New Opportunities, Roles and Outcomes The New Landscape of Business Intelligence & Analytics New Opportunities, Roles and Outcomes Michael Corcoran Sr. Vice President & CMO Dr. Rado Kotorov Vice President, Market Strategy Summit 2015 Orlando

More information

April 2016 JPoint Moscow, Russia. How to Apply Big Data Analytics and Machine Learning to Real Time Processing. Kai Wähner. kwaehner@tibco.

April 2016 JPoint Moscow, Russia. How to Apply Big Data Analytics and Machine Learning to Real Time Processing. Kai Wähner. kwaehner@tibco. April 2016 JPoint Moscow, Russia How to Apply Big Data Analytics and Machine Learning to Real Time Processing Kai Wähner kwaehner@tibco.com @KaiWaehner www.kai-waehner.de LinkedIn / Xing Please connect!

More information

An Introduction to Master Data Management (MDM)

An Introduction to Master Data Management (MDM) An Introduction to Master Data Management (MDM) Presented by: Robert Quinn, Sr. Solutions Architect FYI Business Solutions Agenda Introduction MDM Definition MDM Terms Best Practices Data Challenges MDM

More information

Databricks. A Primer

Databricks. A Primer Databricks A Primer Who is Databricks? Databricks vision is to empower anyone to easily build and deploy advanced analytics solutions. The company was founded by the team who created Apache Spark, a powerful

More information

BIG DATA & ANALYTICS. Transforming the business and driving revenue through big data and analytics

BIG DATA & ANALYTICS. Transforming the business and driving revenue through big data and analytics BIG DATA & ANALYTICS Transforming the business and driving revenue through big data and analytics Collection, storage and extraction of business value from data generated from a variety of sources are

More information

An Integrated Big Data & Analytics Infrastructure June 14, 2012 Robert Stackowiak, VP Oracle ESG Data Systems Architecture

An Integrated Big Data & Analytics Infrastructure June 14, 2012 Robert Stackowiak, VP Oracle ESG Data Systems Architecture An Integrated Big Data & Analytics Infrastructure June 14, 2012 Robert Stackowiak, VP ESG Data Systems Architecture Big Data & Analytics as a Service Components Unstructured Data / Sparse Data of Value

More information

Transforming Data Into Business Value. Dr. Rado Kotorov Chief Innovation Officer & VP November 30th, 2015

Transforming Data Into Business Value. Dr. Rado Kotorov Chief Innovation Officer & VP November 30th, 2015 Transforming Data Into Business Value Dr. Rado Kotorov Chief Innovation Officer & VP November 30th, 2015 1 Information Builders at a Glance Dedicated Software and Services Business Intelligence & Analytics

More information

Session 805 -End-to-End SAP Lumira: Desktop to On-Premise, Cloud, and Mobile

Session 805 -End-to-End SAP Lumira: Desktop to On-Premise, Cloud, and Mobile September 9 11, 2013 Anaheim, California Session 805 -End-to-End SAP Lumira: Desktop to On-Premise, Cloud, and Mobile Ashish C. Morzaria, SAP Disclaimer This presentation outlines our general product direction

More information

Apache Hadoop in the Enterprise. Dr. Amr Awadallah, CTO/Founder @awadallah, aaa@cloudera.com

Apache Hadoop in the Enterprise. Dr. Amr Awadallah, CTO/Founder @awadallah, aaa@cloudera.com Apache Hadoop in the Enterprise Dr. Amr Awadallah, CTO/Founder @awadallah, aaa@cloudera.com Cloudera The Leader in Big Data Management Powered by Apache Hadoop The Leading Open Source Distribution of Apache

More information

Big Data for Investment Research Management

Big Data for Investment Research Management IDT Partners www.idtpartners.com Big Data for Investment Research Management Discover how IDT Partners helps Financial Services, Market Research, and Investment firms turn big data into actionable research

More information

SAP HANA Vora : Gain Contextual Awareness for a Smarter Digital Enterprise

SAP HANA Vora : Gain Contextual Awareness for a Smarter Digital Enterprise Frequently Asked Questions SAP HANA Vora SAP HANA Vora : Gain Contextual Awareness for a Smarter Digital Enterprise SAP HANA Vora software enables digital businesses to innovate and compete through in-the-moment

More information

Microsoft Big Data. Solution Brief

Microsoft Big Data. Solution Brief Microsoft Big Data Solution Brief Contents Introduction... 2 The Microsoft Big Data Solution... 3 Key Benefits... 3 Immersive Insight, Wherever You Are... 3 Connecting with the World s Data... 3 Any Data,

More information

Cisco IT Hadoop Journey

Cisco IT Hadoop Journey Cisco IT Hadoop Journey Srini Desikan, Program Manager IT 2015 MapR Technologies 1 Agenda Hadoop Platform Timeline Key Decisions / Lessons Learnt Data Lake Hadoop s place in IT Data Platforms Use Cases

More information

Integrating Hadoop. Into Business Intelligence & Data Warehousing. Philip Russom TDWI Research Director for Data Management, April 9 2013

Integrating Hadoop. Into Business Intelligence & Data Warehousing. Philip Russom TDWI Research Director for Data Management, April 9 2013 Integrating Hadoop Into Business Intelligence & Data Warehousing Philip Russom TDWI Research Director for Data Management, April 9 2013 TDWI would like to thank the following companies for sponsoring the

More information

Predictive Analytics at the Speed of Business

Predictive Analytics at the Speed of Business Predictive Analytics at the Speed of Business How decision management and a real-time infrastructure get predictive analytics where and when you need them 2012 Decision Management Solutions 1 Your presenters

More information

Databricks. A Primer

Databricks. A Primer Databricks A Primer Who is Databricks? Databricks was founded by the team behind Apache Spark, the most active open source project in the big data ecosystem today. Our mission at Databricks is to dramatically

More information