The document is a draft data science capability framework created by Craig C. Milroy, Chief Data Architect. The framework outlines various data science capabilities across several areas including lab management, languages, applications, visualization, data management, data processing, and analytics. Specific techniques mentioned include R, Python, Scala, Java, notebooks, dashboards, data services, data preparation, machine learning, deep learning, and natural language processing among others.

1. @CraigMilroy © 01-2016
Chief Data Officer:
DRAFT: Data Science Capability Framework
Craig C. Milroy, Chief Data Architect

2. @CraigMilroy © 01-2016@CraigMilroy © 01-2016
Data Science Capability Framework
Lab Management
Languages Application Visualization
Data
Management
Data
Processing
Analytics

3. @CraigMilroy © 01-2016@CraigMilroy © 01-2016
Data Science Capability Framework
Lab Management
Languages Application Visualization Data
Management
Data
Processing
Analytics
R
Python
Scala
Java
Notebook
Dashboards
Data Services
Data IDE
Plots
Interactive
Graph
Locational
Visual Programing
Exploration
Metadata
Quality
Governance
Provisioning
Storage
Data Products
Map Reduce
Spark
SQL
NoSQL
Data Prep
Stats
Machine Learning
Deep Learning
Streaming
Simulation
Natural Language
Video/Image/Audio
Graph/Network
Source Code, Model, Knowledge, Security, Cloud, Platform, Operations, Collaboration

4. @CraigMilroy © 01-2016@CraigMilroy © 01-2016
Banking, Big Data, Business
Analytics, Business Architecture,
Business Capability, Business
Intelligence, Business Leadership
Business Process, Business
Transformation, Chief Data
Architect, Cloud, Customer
Centricity, Customer Relationship
Management , Data Architecture ,
Data Assessments, Data
Exploration, Data Governance,
Data Integration, Data Process
Modeling, Data Quality, Data
Strategy, Data Streams, Data
Visualization, Data Warehouse,
Design, Financial Services,
Enterprise Architecture, FSLDM,
Hadoop, Information Lifecycle
Management, Investment, Master
Data Management, Metadata
Management, Mobile, Next
Generation Data Platform, Open
Data, Open Source, Reference Data
Management, Roadmap, Risk
Management, Startup, Technology
Stack, Thought Leadership
craigmilroy
ca.linkedin.com/in/craigcmilroy