The data economy is driving an incredible rate of innovation. New job roles are emerging, existing job roles are evolving. While much of the hype has focused on the data scientist role it's just one of many.
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Big Data Careers
1. @ 2014 IBM Corporation
It’s all about the data
April 2014
How All Data is Changing Everything
Career Perspectives
2. @ 2014 IBM Corporation@ 2014 IBM Corporation
Internet of Things
Mobile
Social
Cloud
E-commerce
E-content
Trends Shaping the future
3. @ 2014 IBM Corporation@ 2014 IBM Corporation
Data makes everything possible…
4. @ 2014 IBM Corporation@ 2014 IBM Corporation
Monetization
Brokering
Differentiation
R. “Ray” Wang
http://blogs.hbr.org/2012/12/what-a-big-data-business-model/
Trends Shaping the future of Data
5. @ 2014 IBM Corporation@ 2014 IBM Corporation
http://hbr.org/2012/10/data-scientist-the-sexiest-job-of-the-21st-century
6. @ 2014 IBM Corporation@ 2014 IBM Corporation
http://www.cutter.com/bia/fulltext/reports/2013/02/index.html
http://ibmdatamag.com/2013/02/i-am-an-information-strategist
7. @ 2014 IBM Corporation@ 2014 IBM Corporation
Data Policy is fast growing too
http://jobs.walmart.com/us/united-states/legal,-compliance-and-
ethics/jobid4414643-senior-manager-business-analytics-%EF%B9%A0-strategy-ethics
8. @ 2014 IBM Corporation@ 2014 IBM Corporation
Data skills needed elsewhere too
Law & Government
– Data law
– Open Data
Business
– Business schools are aggressively tackling analytics, but building skills to address larger
implications of data is often a gap:
• MBA programs, business analytics programs, and information systems programs (which
often reside within business schools) typically have minimal curriculum spanning the larger
issues of data
Literacy for all (students & professionals)
– Data literacy
– Analytics literacy
Field specific competency
– Bio/health informatics is just the beginning
http://bit.ly/XZcji7
http://bit.ly/15A1PIE
9. @ 2014 IBM Corporation@ 2014 IBM Corporation
Data Scientists
Data Engineers
Chief Data Officers
Data Policy Roles
Big Data Architects
Visual Analysts
Big Data Developers
Business Analysts
Emerging & evolving Big Data job roles
10. @ 2014 IBM Corporation@ 2014 IBM Corporation
Today’s reality
– It’s early days – anyone who wants to call themselves a data scientist – can and does
– No consensus
• Is someone who applies ‘data science’ skill a data scientist?
• Or is a data scientist something more?
What is a data scientist?
11. @ 2014 IBM Corporation@ 2014 IBM Corporation
Data Scientists are curious: exploring, asking questions, doing “what if” analysis,
questioning existing assumptions and processes
Discipline incorporates skills across:
• Data Strategy, Governance, Ethics
• Analytics (descriptive, predictive, prescriptive, decisive)
• Data Visualization, Storytelling
• Computer Programming
• Data Mining
• Data Engineering
• Machine Learning
Example Programs:
Common titles:
• Data Scientist
• Decision Scientist
• Analytics Specialist
• Predictive Modeler
• Data Visualization Specialist
• Machine Learning Engineer
• Computational Scientist
Master of Science in AnalyticsData Science Certificate
12. @ 2014 IBM Corporation@ 2014 IBM Corporation
Data Engineers can select, engineer, and deploy the data layer for web-scale
and big data analytics solutions collaborating with full-stack developers, IT
architects, and data scientists.
Discipline incorporates skills across:
• Computer Programming
• Data Engineering
• Data Architecture
• Data Integration
• Data Modeling
• Data Quality
Example Programs:
Common titles:
• Data Engineer
• Data Integration Engineer
• Data Infrastructure Engineer
• Data Layer Developer
• Data Modeler
• Database Designer
• Integration Developer
MS in Computer
Information Systems
13. @ 2014 IBM Corporation@ 2014 IBM Corporation
Chief Data Officers understand how to use data to create strategic
opportunities; responsible for organizational data strategy & governance
Discipline incorporates skills across:
• Data Strategy
• Data Policy, Governance, Law, Ethics
• Enterprise & Cloud Data Architecture
• Data Engineering
• Data Warehousing
• Information Integration
• Data Science & Analytics
Example Programs:
Where will the CDO come from?
• Data Architect
• Data Engineer
• Data Warehouse / Business Intelligence
Architect
• Information Architect
• Information Strategist
• Director/VP Data Management
14. @ 2014 IBM Corporation@ 2014 IBM Corporation
Data Policy Pros strategically manage data across the enterprise, while ensuring
high levels of data quality, integrity, availability, security, and privacy.
Discipline incorporates skills across:
• Data Architecture
• Data Lifecycle / Data Supply Chain
• Data Privacy & Security
• Data Quality
• Master Data Management
• Understanding & compliance with
business rules; laws & regulations
Example Programs:
Common titles:
• Data Curator / Steward
• Data Governance Specialist / Lead
• Data Architect - Governance
• Data Privacy Manager
• Compliance Manager - Data
Management
• Master Data Management Architect
Master of Information
Management
MS in Information
Management
15. @ 2014 IBM Corporation@ 2014 IBM Corporation
Big Data Architects create enduring data blueprints to enable an organization to
take strategic advantage of all data, big or small. Ensures the data layer
architecture provides enterprise scale services.
Discipline incorporates skills across:
• Enterprise IT / Data Architecture
• Database Engineering / Performance
Optimization
• Data Governance
• Data Warehousing
• Information Integration
• Data Science & Analytics
Example Programs:
Common titles:
• Data Architect
• Data Warehouse Architect
• Business Intelligence Architect
• Data Engineer
• Information Architect
• Information Strategist
• Director/VP Data Management
Masters in Information
Technology & Management
MS in Information Systems
16. @ 2014 IBM Corporation@ 2014 IBM Corporation
Visual Analysts promote the effective use of interactive visual information
systems in dealing with complex and data-rich problems in organizations & society
Discipline incorporates skills across:
• Visual Information Systems
• Data Storytelling / Narrative
• Human Cognition
• Statistical Modeling
• Analytical Reasoning
• Data Management
• Information Privacy
Example Programs:
Common titles:
• Visualization Developer / Engineer
• Visualization Data / Information Specialist
• Visual Designer
• Director, Visual Analysis
• Visual Analytics Researcher
• Data / Digital Storyteller
Certificate in Visual Analytics
17. @ 2014 IBM Corporation@ 2014 IBM Corporation
Big Data Developers combine skills in software engineering, statistics & machine
learning, and complex systems architectures to manage data at extreme scale.
Discipline incorporates skills across:
• Computer Science
• Computational Analytics
• Machine Learning
• Database Engineering
• Systems Engineering & Architecture
Example Programs:
Common titles:
• NoSQL* software engineer / architect
• Machine Learning software engineer /
architect
• Algorithms engineer / designer
• BI / analytics developer / architect
MS in Computer Science
18. @ 2014 IBM Corporation@ 2014 IBM Corporation
Business Analysts combine deep analytics skills with strong communication skills
and strategic mind set to transform data into a competitive asset.
Discipline incorporates skills across:
• Data Driven Business Strategy
• Industry specific experience
• Critical & Analytical Methods
• Analytics Driven Decision Making
• Communicate Analytical Findings
• Understanding of legal & ethical
implications of data analysis
Example Programs:
Common titles:
• Business Analyst
• Data Analyst
• Market Analyst
• Financial Analyst
• Supply Chain Analyst
• Business Planning
• Business Strategist
Msc in Business AnalyticsMS in Business Analytics
MS in Marketing Analytics
19. @ 2014 IBM Corporation@ 2014 IBM Corporation
Big Data University
IBMdatamag
Academic Initiative
Faculty Grants
Big Data & Analytics EdCon 2013
Analytics Zone
Visualizations
Select IBM big data & analytics resources
20. @ 2014 IBM Corporation@ 2014 IBM Corporation
http://www.ibm.com/developerworks/bigdata/
21. @ 2014 IBM Corporation@ 2014 IBM Corporation
http://bigdatauniversity.com
22. @ 2014 IBM Corporation@ 2014 IBM Corporation
http://IBMdatamag.com
23. @ 2014 IBM Corporation@ 2014 IBM Corporation
http://ibm.com/ibm/university/academic/pub/page/academic_initiative
24. @ 2014 IBM Corporation@ 2014 IBM Corporation
IBM University Programs
Academic Awards for Information & Analytics Curriculum Development
2014 Program is now open. Seeking
proposals for new curricula addressing
areas of interest:
Internet of Everything, anything imaginable can be sensed,
measured, controlled, analyzed, …Open Data
Context aware computing
Analytics for everything imaginable
Data Journalism
Evidence-based decision making
Shift from Systems of Record to Systems of Engagement
Data Policy: Both literacy and deep talent with privacy,
security, and ethics skill
Web-scale systems to planet-scale systems
Natural Language being used in all forms of engagement
with systems that can understand, optimize and respond
2013 program
92 proposals from
– 75 universities in 23 countries
16 Winners from 8 countries
– Czechoslovakia, France, Mexico, Netherlands,
Russia, Turkey, United Kingdom, United States
http://www-03.ibm.com/press/us/en/pressrelease/41733.wss
Goal: Foster collaboration between faculty at leading universities worldwide and IBM to
develop talent and skilled resources through advanced curriculum development.
To learn more, contact your IBM
university liaison or Jeffrey Brody
brody@us.ibm.com
25. @ 2014 IBM Corporation@ 2014 IBM Corporation
Big Data & Analytics EdCon
http://edcon2013.ischool.syr.edu/
Talks from 2013 :
https://www.youtube.com/channel/UCdZVIx65ufDnYJSooTNuUeA
2014 call for papers & details will be announced soon
26. @ 2014 IBM Corporation@ 2014 IBM Corporation
https://www.analyticszone.com
27. @ 2014 IBM Corporation@ 2014 IBM Corporation
http://vottrave.ottawa.ibm.com/visualizations.html
28. @ 2014 IBM Corporation@ 2014 IBM Corporation
http://www-958.ibm.com/software/analytics/labs/manyeyes/
29. @ 2014 IBM Corporation@ 2014 IBM Corporation
@brandsteve
Notas del editor
http://www.viva-viva.cahttp://students.sfu.ca/calendar/interactive-arts-technology/visual-analytics-grad-cert.htmlNeed to verify if Middlesex is partnered with IBM in any way.