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Big Data and Your Career
Beyond the Classroom
Marina Kerbel, Principal Information
Architect at Deluxe Corporation
November 12, 2013
Big Data Job Boom?
What is Big Data?
Data that is obtained, processed,
and analyzed using emerging
technologies that can get any
data in any format from any place
and interpret it to get value.
‘hear what someone is whispering
backstage while you're attending a
booming outdoor concert.’ *
* Source: TechRepublic 'Big Data basic concepts and benefits explained
Big Data – Hype vs. Reality
Hype Reality
1. What makes the data
‘Big Data’?
• Very large data
sets
• New technologies that help to
obtain and process diverse, complex
and dispersed data.
2. Who is using Big
Data?
• Internet giants
like Google
• Companies of all sizes and from all
industries
3. Why do companies
use Big Data?
• Better decision
making
• Business - Customer Experience,
Operational Efficiency
• IT - Agility, Lower Cost
4. What data is being
used?
• Social and mobile
data • Core transactional data
5. How do architecture
& technology
change?
• Hadoop
revolution
• Incremental adds of Hadoop and
other new technologies
6. What skills are in-
demand?
• Data Scientists
with Ph.D. in
Statistics
• Big Data Architects, Software
Engineers, or Business Analysts with
a mix of old and new skills
What makes the data ‘Big Data’?
Source: IBM ‘Big Data: Making the World go Round’
Big Data
Platform
helps reliably store,
access and analyze
any data regardless
of how fast it is
moving, what type
it is, or where it
resides. It's today's
emerging
technology that
will help make
sense of the Big
Data Explosion.
Who is using Big Data?
• Gartner 2013 Big Data Survey Reveals That 64
Percent of Organizations Have Invested or Plan to
Invest in Big Data in 2013
• …The industries with the most planned investments
over the next two years are transportation, with 50%
planning to invest in big data technology, followed by
healthcare at 41% and insurance companies at 40%.
• However, every vertical industry again shows big
data investment and planned investment…..
Source: Gartner ‘Press Release - Gartner Survey Reveals That 64 Percent of
Organizations Have Invested or Plan to Invest in Big Data in 2013’
Who is using Big Data?
Source: Forrester ‘Forrsights Strategy Spotlight: Business Intelligence And Big Data, Q4
2012’
Why do companies use Big Data?
Source: 2012 IBM and Said Business School study 'Analytics: the real world use of big
data'
Why do companies use Big Data?
Source: Forrester Blogs - Brian Hopkins' Blog
I've found, in my direct interactions with firms,
that leaders know the real value of big data is
lower cost and greater agility. When I
interviewed 11 firms with production-class big
data implementations, all of them told me the
same thing — they got into big data when they
couldn't figure out how to accomplish what their
business wanted in an affordable way with their
existing technology.
What data is being used?
Source: Forrester ‘Forrsights Strategy Spotlight: Business Intelligence And Big Data, Q4
2012’
How do architecture & technology change?SourcesData
Systems
Applications
Traditional RDBMS Repositories
(Oracle, DB2, SQLServer)
Traditional Sources
(Transactional data - CRM, ERP,
custom applications)
New Sources
(Interaction data - Social Media, Web
Logs , Emails, Video, Images, Sensors)
Analytics
OLTP EDW
Custom
Applications
Packaged
Applications
Hadoop:
MapReduce &
HDFS
NoSQL
(HBase, MongoDB)
InMemory
(SAP Hana)
Use Case 1 - Implement Bill Payment service where
customers can enter variable biller data in any order
Who was
using Big
Data?
Sales & Operations
(Order Capture &
Management)
Why Big Data
was used?
Customer
Experience,
Operational
Efficiency, Agility
What data
was used?
Transactional data
from corporate
custom build
application
How did
architecture &
technology
change?
MongoDB added
on front-end to
allow capturing
data incrementally
and in variable
format
What skills
were in-
demand
Programming,
Databases, Data
Modeling
Use Case 2 - Enable personalized campaigns that
leverage prospect data from diverse sources
Who was
using Big
Data?
Marketing
(Personalized
Campaign)
Why Big Data
was used?
Agility, Lower
Integration Cost
What data
was used?
Proprietary Prospect
data + Third party
data + Social Network
data
How did
architecture
& technology
change?
IBM BigInsighs and
Amazon Web
Services used to
integrate and analyze
data from diverse,
frequently changing
sources
What skills
were in-
demand
Integration, Cloud,
Analytics, BI,
Visualization
Use Case 3 - Leverage data from dropped website
visits to entice customers to complete orders
Who was using
Big Data?
Sales (User
Experience)
Why Big Data
was used?
Customer
Experience,
Performance
What data was
used?
Transactional data
from corporate
packaged
application +
Weblog data from
public facing site
How did
architecture &
technology
change?
SAP Hana and
Amazon Web
Services used to
integrate data real-
time
What skills
were in-
demand
Integration, Cloud,
Data Modeling
What skills are in-demand?
Software
Engineers
Data
Scientists
Business
Analysts
Technical Business
Capture, Integrate
Discover,
Explore
Analyze, Present
Programming
Databases
Data Modeling
Cloud
Integration
Math
Statistics
Curiosity
Data
Story Analytics, BI
Visualization
Business
Acumen
Big Data Architects
What skills are in-demand?
Source: Talent Neuron 'Understanding Big Data Skills Taxonomy'
What skills are in-demand?
Source: Data Science
Central ‘Top Big Data
Skills in Demand’ posted
by Fari Payandeh
Immediate Needs
What skills are in-demand?
Long-Term Skills
• As Big Data matures, too much focus on a specific
product might be counterproductive
• The skills needed today and tomorrow:
– Foundational data competencies (Data Modeling,
Databases, Programming)
– Knowing when to use traditional standards and when to
break them
– Some knowledge of math, statistics, analytics
– Business acumen and ability to see the big picture
– Ability to quickly learn various new approaches and
technologies
How to Acquire Skills - Examples
– Foundational data competencies – C.S. classes
– Knowing when to use traditional standards and when to
break them – published vendor documentation
– Some knowledge of math, statistics, analytics – elective
classes
– Business acumen and ability to see the big picture – MBA
classes, webinars and publications with business use
cases from major vendors, on-the-job experience
– Ability to quickly learn various new approaches and
technologies – many free education sites and downloads
such as http://bigdatauniversity.com/
What skills are in-demand?
Big Data – Hype vs. Reality
Hype Reality
1. What makes the data
‘Big Data’?
• Very large data
sets
• New technologies that help to
obtain and process diverse, complex
and dispersed data.
2. Who is using Big
Data?
• Internet giants
like Google
• Companies of all sizes and from all
industries
3. Why do companies
use Big Data?
• Better decision
making
• Business - Customer Experience,
Operational Efficiency
• IT - Agility, Lower Cost
4. What data is being
used?
• Social and mobile
data • Core transactional data
5. How do architecture
& technology
change?
• Hadoop
revolution
• Incremental adds of Hadoop and
other new technologies
6. What skills are in-
demand?
• Data Scientists
with Ph.D. in
Statistics
• Big Data Architects, Software
Engineers, or Business Analysts with
a mix of old and new skills
Questions
References and Resources
• TechRepublic 'Big Data basic concepts and benefits explained'
• Gartner ‘Information 2020: Evolving Beyond Big Data’ (Free Webinar)
• Gartner ‘Press Release - Gartner Survey Reveals That 64 Percent of
Organizations Have Invested or Plan to Invest in Big Data in 2013’
• IBM ‘Big Data: Making the World go Round’
• IBM ‘Analytics: The real-world use of big data’
• Forrester ‘Forrsights Strategy Spotlight: Business Intelligence And Big
Data, Q4 2012’
• Forrester Blog: Brian Hopkins
• Talent Neuron 'Understanding Big Data Skills Taxonomy'
• Data Science Central ‘Top Big Data Skills in Demand’
• Big Data University
• MongoDB Introduction
• MongoDB Data Modeling

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Big data and your career final

  • 1. Big Data and Your Career Beyond the Classroom Marina Kerbel, Principal Information Architect at Deluxe Corporation November 12, 2013
  • 2. Big Data Job Boom?
  • 3. What is Big Data? Data that is obtained, processed, and analyzed using emerging technologies that can get any data in any format from any place and interpret it to get value. ‘hear what someone is whispering backstage while you're attending a booming outdoor concert.’ * * Source: TechRepublic 'Big Data basic concepts and benefits explained
  • 4. Big Data – Hype vs. Reality Hype Reality 1. What makes the data ‘Big Data’? • Very large data sets • New technologies that help to obtain and process diverse, complex and dispersed data. 2. Who is using Big Data? • Internet giants like Google • Companies of all sizes and from all industries 3. Why do companies use Big Data? • Better decision making • Business - Customer Experience, Operational Efficiency • IT - Agility, Lower Cost 4. What data is being used? • Social and mobile data • Core transactional data 5. How do architecture & technology change? • Hadoop revolution • Incremental adds of Hadoop and other new technologies 6. What skills are in- demand? • Data Scientists with Ph.D. in Statistics • Big Data Architects, Software Engineers, or Business Analysts with a mix of old and new skills
  • 5. What makes the data ‘Big Data’? Source: IBM ‘Big Data: Making the World go Round’ Big Data Platform helps reliably store, access and analyze any data regardless of how fast it is moving, what type it is, or where it resides. It's today's emerging technology that will help make sense of the Big Data Explosion.
  • 6. Who is using Big Data? • Gartner 2013 Big Data Survey Reveals That 64 Percent of Organizations Have Invested or Plan to Invest in Big Data in 2013 • …The industries with the most planned investments over the next two years are transportation, with 50% planning to invest in big data technology, followed by healthcare at 41% and insurance companies at 40%. • However, every vertical industry again shows big data investment and planned investment….. Source: Gartner ‘Press Release - Gartner Survey Reveals That 64 Percent of Organizations Have Invested or Plan to Invest in Big Data in 2013’
  • 7. Who is using Big Data? Source: Forrester ‘Forrsights Strategy Spotlight: Business Intelligence And Big Data, Q4 2012’
  • 8. Why do companies use Big Data? Source: 2012 IBM and Said Business School study 'Analytics: the real world use of big data'
  • 9. Why do companies use Big Data? Source: Forrester Blogs - Brian Hopkins' Blog I've found, in my direct interactions with firms, that leaders know the real value of big data is lower cost and greater agility. When I interviewed 11 firms with production-class big data implementations, all of them told me the same thing — they got into big data when they couldn't figure out how to accomplish what their business wanted in an affordable way with their existing technology.
  • 10. What data is being used? Source: Forrester ‘Forrsights Strategy Spotlight: Business Intelligence And Big Data, Q4 2012’
  • 11. How do architecture & technology change?SourcesData Systems Applications Traditional RDBMS Repositories (Oracle, DB2, SQLServer) Traditional Sources (Transactional data - CRM, ERP, custom applications) New Sources (Interaction data - Social Media, Web Logs , Emails, Video, Images, Sensors) Analytics OLTP EDW Custom Applications Packaged Applications Hadoop: MapReduce & HDFS NoSQL (HBase, MongoDB) InMemory (SAP Hana)
  • 12. Use Case 1 - Implement Bill Payment service where customers can enter variable biller data in any order Who was using Big Data? Sales & Operations (Order Capture & Management) Why Big Data was used? Customer Experience, Operational Efficiency, Agility What data was used? Transactional data from corporate custom build application How did architecture & technology change? MongoDB added on front-end to allow capturing data incrementally and in variable format What skills were in- demand Programming, Databases, Data Modeling
  • 13. Use Case 2 - Enable personalized campaigns that leverage prospect data from diverse sources Who was using Big Data? Marketing (Personalized Campaign) Why Big Data was used? Agility, Lower Integration Cost What data was used? Proprietary Prospect data + Third party data + Social Network data How did architecture & technology change? IBM BigInsighs and Amazon Web Services used to integrate and analyze data from diverse, frequently changing sources What skills were in- demand Integration, Cloud, Analytics, BI, Visualization
  • 14. Use Case 3 - Leverage data from dropped website visits to entice customers to complete orders Who was using Big Data? Sales (User Experience) Why Big Data was used? Customer Experience, Performance What data was used? Transactional data from corporate packaged application + Weblog data from public facing site How did architecture & technology change? SAP Hana and Amazon Web Services used to integrate data real- time What skills were in- demand Integration, Cloud, Data Modeling
  • 15. What skills are in-demand? Software Engineers Data Scientists Business Analysts Technical Business Capture, Integrate Discover, Explore Analyze, Present Programming Databases Data Modeling Cloud Integration Math Statistics Curiosity Data Story Analytics, BI Visualization Business Acumen Big Data Architects
  • 16. What skills are in-demand? Source: Talent Neuron 'Understanding Big Data Skills Taxonomy'
  • 17. What skills are in-demand? Source: Data Science Central ‘Top Big Data Skills in Demand’ posted by Fari Payandeh Immediate Needs
  • 18. What skills are in-demand? Long-Term Skills • As Big Data matures, too much focus on a specific product might be counterproductive • The skills needed today and tomorrow: – Foundational data competencies (Data Modeling, Databases, Programming) – Knowing when to use traditional standards and when to break them – Some knowledge of math, statistics, analytics – Business acumen and ability to see the big picture – Ability to quickly learn various new approaches and technologies
  • 19. How to Acquire Skills - Examples – Foundational data competencies – C.S. classes – Knowing when to use traditional standards and when to break them – published vendor documentation – Some knowledge of math, statistics, analytics – elective classes – Business acumen and ability to see the big picture – MBA classes, webinars and publications with business use cases from major vendors, on-the-job experience – Ability to quickly learn various new approaches and technologies – many free education sites and downloads such as http://bigdatauniversity.com/ What skills are in-demand?
  • 20. Big Data – Hype vs. Reality Hype Reality 1. What makes the data ‘Big Data’? • Very large data sets • New technologies that help to obtain and process diverse, complex and dispersed data. 2. Who is using Big Data? • Internet giants like Google • Companies of all sizes and from all industries 3. Why do companies use Big Data? • Better decision making • Business - Customer Experience, Operational Efficiency • IT - Agility, Lower Cost 4. What data is being used? • Social and mobile data • Core transactional data 5. How do architecture & technology change? • Hadoop revolution • Incremental adds of Hadoop and other new technologies 6. What skills are in- demand? • Data Scientists with Ph.D. in Statistics • Big Data Architects, Software Engineers, or Business Analysts with a mix of old and new skills
  • 22. References and Resources • TechRepublic 'Big Data basic concepts and benefits explained' • Gartner ‘Information 2020: Evolving Beyond Big Data’ (Free Webinar) • Gartner ‘Press Release - Gartner Survey Reveals That 64 Percent of Organizations Have Invested or Plan to Invest in Big Data in 2013’ • IBM ‘Big Data: Making the World go Round’ • IBM ‘Analytics: The real-world use of big data’ • Forrester ‘Forrsights Strategy Spotlight: Business Intelligence And Big Data, Q4 2012’ • Forrester Blog: Brian Hopkins • Talent Neuron 'Understanding Big Data Skills Taxonomy' • Data Science Central ‘Top Big Data Skills in Demand’ • Big Data University • MongoDB Introduction • MongoDB Data Modeling

Editor's Notes

  1. Gartner predicts that there will be demand for 4.4 million big data jobs by 2015, with 1.9 million of those positions being created in the United States.