Dell EMC IT Big Data Analytics Journey
Nagesh Madhwal Client Solutions Director, Consulting, Southeast Asia, Dell EMC Agenda
1 Dell EMC IT Big Data Journey
2 Building the Data Lake 3 Marketing Science Lab Use Case 4 Technical Benefits
5 Lessons Learned
6 Q&A
3 Dell - Internal Use - Confidential Dell EMC IT Big Data Journey A Journey Of Maturity
1 AGGREGATE 2 LIBERATE 3 INNOVATE/ITERATE HARNESS
Consolidation BA-as-a-Service Flexible / Scalable Analytics -based decision making
Master Data Data Scientist Services Mission Critical Leveraging data to predict future models Common BI Tools Collaborative Analytic Tools Real Time Capable Transforming operations by BI Governance Unified Analytical Platform Collaborative Delivery applying analytics
FOUNDATION ANALYTICS ENABLEMENT DATA LAKE ANALYTICS ENTERPRISE
2010 2011 2012 2013 2014 2015 2016
4 Dell - Internal Use - Confidential Building The Data Lake
PROCESS MONITOR THE MEASURE BUSINESS IMPROVE THE EXECUTION BUSINESS PERFORMANCE BUSINESS
APPS
ERP
INNOVATE CRM ITERATE REFINE Master Data Workspace Analytics
Machine BU App Data
EMBED INTO BUSINESS APPS “MAKE THEM SMARTER” GOVERNANCE
5 Dell - Internal Use - Confidential Powered by Intel® Xeon® Processors Dell EMC IT Data Lake Architecture
ANALYTICS TOOLBOX APPLICATIONS E C N A N R E V O G A T A D
APPLICATIONS COLLIBRA
BATCH -
DATA PLATFORM MICRO EXECUTION CASSANDRA POSTGRESQL MEMORY DB GEMFIRE
PROCESS SPRING XD PIVOTAL HD GREENPLUM DB
ATTIVIO
BATCH
APACHE RANGER APACHE INGESTION
Social Media Sensor Network Web Supplier Market ERP CRM PLM
UNSTRUCTURED STRUCTURED
TIME - HDFS ON ISILON
REAL HADDOOP ON SCALEIO BIG DATA FOUNDATIONS | BIG DATA SYSTEMS
6 Dell - Internal Use - Confidential Big Data Analytics
Security Services • Predict failure • Proactive and predictive • User behavior analysis services
IT Sales • Predict failure of BDL • Service contracts exchange servers renewals ~100M
Manufacturing Marketing • Proactively identify disk • Cross sell products ~10M drives • Blending data target • Better yield rates marketing & Segmentation to drive incremental revenue Security Grow Increase & Compliance Revenue Efficiency
7 Dell - Internal Use - Confidential Agenda
1 Dell EMC IT Big Data Journey
2 Building the Data Lake 3 Marketing Science Lab Use Case 4 Technical Benefits
5 Lessons Learned
6 Q&A
8 Dell - Internal Use - Confidential Thought Leadership
“…the best data may reside outside the organization’s Leadership’s Big Data marketing vision. database. Combining this data with your CRM and making sense of it requires robust algorithms. However, the benefits are tremendous—you’ll get better understanding of your customer profiles to create more targeted solutions and messaging.” (2014)
“To get a 360 degree view of your customer, you must find a way to pull all of this information into your grid and merge it with the data you do own” (2015)
“The marketing science lab had the goal to build a team of data analytics guys that could deliver insight en masse to the marketing The EMC Marketing Science Lab team to make it more productive. funnels CRM data into EMC’s Less communications, but more data lake solution for predictive targeted, in a way that we think modeling … by marrying our will be more attractive to that internal data with external target audience.” (2013) unstructured data … we are able to find individuals” (2015)
9 Dell - Internal Use - Confidential Marketing Science Lab Waterfall of Capabilities
SKILLS Applied Programming Statistics TOP METHODOLOGIES Clustering/ Next Likely Purchase Propensity-To-Buy Text Analytics Classification Association Rules BIG DATA ANALYTICS
Response Purchase Rules Segmentation Journeys Full ROI Marketing Mix Lead Score
10 Dell - Internal Use - Confidential Marketing Science Lab Portfolio Big Data use cases = the power of EMC Federation technology.
Math Behind Parker Information the Morcambe Antarctica Generation Missile Expedition and Website EMC Data Lab Dell EMC Business Partnering with Sales Data Lake (present) and IT for Greenplum Master Analytics Business Data Lake Campaign Record (2013) Marketing Science Lab Powered By Intel Greenplum Las Vegas Human Face of Big Data Workbench + Open Source Tools (2012)
F1 Truck Jump & Viral Marketing
11 Dell - Internal Use - Confidential Dell EMC’S Business Data Lake Blending more data than ever before for targeting and segmentation!
Media Sources • TechTarget • Bombora Social Data Competitive • Sysomos • Aberdeen (Harte Hanks) • Sprinklr CITDB • WordPress • Fairfax • Disqus • Fortune 500 • Twitter • SFDC • HG Data
Marketing Response Enterprise • 3rd Party Events • Installed Base • Aprimo Marketing • Opportunities Contacts • Telemetric Data (SYR) • Adobe Analytics • Contracts (Omniture) • Professional Services • EBC Attendance • Product Training Data
12 Dell - Internal Use - Confidential Analytical Process Customer segmentation
A wide range of attributes (giving the rich customer profile shown below) were used to categorize ABM accounts into three distinct segments based on purchase readiness – Undecided, Motivated and Ready —using a statistical technique called cluster analysis.
1. 2. 3. 4. 5. Dell EMC Business Data Develop Target Statistical Analysis for Tableau and Aprimo Deploy Lake Work with IMC lead to develop Segmentation Integration Roll-Out to Field Marketing through Wide range of data for blending target using product, competitive, Statistics were combined with Develop and deploy Tableau Playbooks, etc. using EMC business data lake: social and marketing history business rules to group accounts. Workbooks to give 360-degree Marketing-empowered sales-led dimensions selected in partnership Accounts and prospects targeted view into accounts, prospects and engagements. with marketing leads for defining marketing contacts. Enterprise Mfg. & Bookings targets. using machine learning techniques Marketing-led digital engagements. (k-means clustering) to group (or Sales & Marketing History classify) contacts and companies Social Media based on similar characteristics. Competitive External Media Usage
13 Dell - Internal Use - Confidential Use Case: Marketing Science Lab Blending data target marketing & segmentation to drive incremental revenue
Marketing Response
Installed Base
Social Media
Media Sources
DATA EMC VISIONARY TECHNOLOGY TRANSACTIONAL INGESTION DATA LAKE CXO PERSONA ADOPTION PREDICT SEGMENTATION P2B PLAYS
The Dell EMC Marketing Science Lab was created to deliver incredibly deep, 360 degree views of customer behaviors, needs, sentiments, and drive unprecedented marketing effectiveness for Dell EMC.
14 Dell - Internal Use - Confidential Agenda
1 Dell EMC IT Big Data Journey
2 Building the Data Lake 3 Marketing Science Lab Use Case 4 Technical Benefits
5 Lessons Learned
6 Q&A
15 Dell - Internal Use - Confidential Technical Benefits
FASTER ANALYTICS SIMPLIFIED DATA Data Lake enables faster data PROVISIONING GOVERNANCE analytics & modelling Reduced number of tables/ Provides one version report required of the truth
FASTER DATA SHARE TOOL AGNOSTIC INTEGRATION Business logic in the DB not the tool WORKSPACE provides increased flexibility Marketing Automation Data into BDL Ability to share data analysis reduced from 7-10 days to <24 hours with others
16 Dell - Internal Use - Confidential Lessons Learned The right people, aligned in the right way, working with the right technology
DEDICATED TEAM ESTABLISH INDIVIDUAL / TEAM PARTNERSHIP TO LEAD THE EFFORT
DETERMINE WHICH GAIN EXECUTIVE COMMUNICATE, IT’S A FUNCTIONS & SPONSORSHIP EDUCATE, DRIVE JOURNEY TECHNOLOGIES TO ADOPTION INVOLVE
17 Dell - Internal Use - Confidential Key Takeaways
IT’s A DARWINIAN INTEGRATION IT’s A TEAM SPORT EVOLUTION MATTERS
TREAT DATA LIKE COLLECT DEMOCRATIZE YOUR PRODUCT EVERYTHING YOUR DATA
USER EXPERIENCE YOUR DATA PERFECTION IS IS KING DIFFERENTIATES YOU NOT REQUIRED
18 Dell - Internal Use - Confidential Dell EMC Global Services Big Data Approach Accelerate a strategic business initiative with big data analytics
ASSESS PROVE DEPLOY
Identify and prioritize an analytics Demonstrate how the analytics use Implement the analytics use case use case that offers an optimal case would deliver analytic lift if into production to create an combination of business benefits and put into production and prove the operational Big Data solution to a implementation feasibility. potential ROI. business problem.
Big Data Big Data BUSINESS Big Data Vision Workshop Proof of Applied Analytics Big Data Module Value Implementation (BDM) • Software Installation • BDL (analytics) Big Data Big Data TECHNOLOGY Big Data Vision Workshop Proof of Technology Implementation Technology Implementation
Assess the current state against the goals for adding new capabilities. Prove that the technology delivers Implement the technologies and Assess technology gaps, and develop the required technical capabilities processes into production to enable a future state architecture with within the customer environment. the required Big Data capabilities. implementation roadmap. ASSESS PROVE DEPLOY
19 Dell - Internal Use - Confidential © Copyright 2015 EMC Corporation. All rights reserved. Steps in the Journey
Vision Identify impactful Workshop big data analytics business use cases
Proof-of- Deploy analytics sandbox to Value (POV) quantify the business case
Analytics Develop actionable analytics roadmap; Operationalization guide process / technology evolution toward capture of promised value
Repeat process for qualified business cases…
20 Dell - Internal Use - Confidential Identify where and how to start / leverage Big Data Analytics 1 2 3 4 5 Align business Identify Review Prioritize key Recommend and IT goals strategic current use cases by the appropriate around big opportunities environment assessing analytics data for big data and identify feasibility and engagement analytics data sources ROI and big data deployment Workshop roadmap Objectives
21 Dell - Internal Use - Confidential Key Steps Capture Creator Segment Hi F A E Research and select strategic business initiative C (objectives, success metrics, timeframe) B D
Leverage group dynamics with Business and IT stakeholders to extract big data use cases Value Business
Identify and secure key data sets (typically 5-6GB) Lo Feasibility Hi Perform data science work to determine which Engagement: Identify the optimal times, places and offerings with which to data sources provide the most value A engage Creators in order to influence their product and project buying decisions
Communication: Leverage marketing and social media to influence and measure B Creators and their “spheres of influence”, advocacy and net promoter scores Envisioning exercise to help convey the “realm Product/Project: Identify, influence and predict buying and project planning of the possible” with big data analytics C decisions, and understand the effectiveness of marketing and merchandizing in reaching them at decision time
Financial: Identify the drivers of decisions and measuring the effectiveness of Prioritize big data use cases, feasibility and ROI D influencing those drivers
Identify/Targeting: Provide a predictive environment for identifying the Creator’s Review, recommend, and plan a course of E lifecycle action for implementation Loyalty: Create and monitor a customer loyalty index that can guide customer F acquisition, growth and retention marketing campaigns
22 Dell - Internal Use - Confidential