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Iterative Discovery & Analysis: 
Workflow & Capability Models 
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | 
Joe Lamantia 
Product Strategy(ist) 
Oracle | Endeca: Big Data Discovery 
November, 2014
Discovery & Analysis Workflow 
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | 2 
Acquire 
Ingest 
& Clean 
Store & 
Manage Featurize 
Wrangle 
Visual 
Analysis 
Interactive 
Queries 
Modeling Story-telling 
Build 
Monitor & Deploy 
Maintain 
Present 
Disseminate 
Insight cycle Modeling cycle 
Adapted from ‘Data Analysis Just One Component of the Data Science Workflow’ 
http://radar.oreilly.com/2013/09/data-analysis-just-one-component-of-the-data-science-workflow.html
Discovery & Analysis Workflow 
Insights 
Features 
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | 3 
Acquire 
Ingest 
& Clean 
Store & 
Manage Featurize 
Wrangle 
Visual 
Analysis 
Interactive 
Queries 
Modeling Story-telling 
Build 
Monitor & Deploy 
Maintain 
Present 
Disseminate 
Insight cycle Modeling cycle 
Adapted from ‘Data Analysis Just One Component of the Data Science Workflow’ 
http://radar.oreilly.com/2013/09/data-analysis-just-one-component-of-the-data-science-workflow.html
Discovery & Analysis Capabilities 
Discovery Modeling 
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | 4 
Explore 
Data quality 
Wrangle 
Analyze 
Augment 
Sensemaking 
Transformation 
Features 
Goals 
Realize insights 
Generate Models 
Goals 
Understand data 
Make data useful 
Cumulative incremental progress
Discovery & Analysis Capabilities 
Perspective Perspective 
Focus Feedback 
cycle 
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | 5 
Mode 
Mode 
Mode 
Mode 
Mode Type 
Mode Type 
Focus 
Goals 
outcomes 
Goals 
outcomes 
Desired direction of flow
Core & Enhancing Capabilities 
Modeling 
Features 
Core { 
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | 6 
Discovery 
Explore 
Data quality 
Wrangle 
Analyze 
Augment 
Publish & 
operationalize 
outcomes 
Acquire & 
manage data 
Enhancing{ Workflow, provenance, versioning, accelerators, collaboration…

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Iterative Discovery and Analysis: Workflow / Activity and Capability Model

  • 1. Iterative Discovery & Analysis: Workflow & Capability Models Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Joe Lamantia Product Strategy(ist) Oracle | Endeca: Big Data Discovery November, 2014
  • 2. Discovery & Analysis Workflow Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | 2 Acquire Ingest & Clean Store & Manage Featurize Wrangle Visual Analysis Interactive Queries Modeling Story-telling Build Monitor & Deploy Maintain Present Disseminate Insight cycle Modeling cycle Adapted from ‘Data Analysis Just One Component of the Data Science Workflow’ http://radar.oreilly.com/2013/09/data-analysis-just-one-component-of-the-data-science-workflow.html
  • 3. Discovery & Analysis Workflow Insights Features Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | 3 Acquire Ingest & Clean Store & Manage Featurize Wrangle Visual Analysis Interactive Queries Modeling Story-telling Build Monitor & Deploy Maintain Present Disseminate Insight cycle Modeling cycle Adapted from ‘Data Analysis Just One Component of the Data Science Workflow’ http://radar.oreilly.com/2013/09/data-analysis-just-one-component-of-the-data-science-workflow.html
  • 4. Discovery & Analysis Capabilities Discovery Modeling Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | 4 Explore Data quality Wrangle Analyze Augment Sensemaking Transformation Features Goals Realize insights Generate Models Goals Understand data Make data useful Cumulative incremental progress
  • 5. Discovery & Analysis Capabilities Perspective Perspective Focus Feedback cycle Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | 5 Mode Mode Mode Mode Mode Type Mode Type Focus Goals outcomes Goals outcomes Desired direction of flow
  • 6. Core & Enhancing Capabilities Modeling Features Core { Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | 6 Discovery Explore Data quality Wrangle Analyze Augment Publish & operationalize outcomes Acquire & manage data Enhancing{ Workflow, provenance, versioning, accelerators, collaboration…

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