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© 2017 IBM Corporation
Where are the data professionals?
Keynote for the 2nd EDISON Champions Conference in Madrid Spain
S...
© 2017 IBM Corporation2
Fastest Growing Data Job in the US in 2016
Audience Responses
Correct Answer: 54%
© 2017 IBM Corporation3
© 2017 IBM Corporation4
1 AI and Advanced Machine Learning
2 Intelligent Apps
3 Intelligent Things
4 Virtual and Augmented...
© 2017 IBM Corporation5
© 2017 IBM Corporation6
Tremendous growth of sensors generating data
McKinsey - The Internet of Things: Sizing up the oppo...
© 2017 IBM Corporation7
Sensors in the iPhone 6
 front & rear Cameras
 multi-touch touchscreen
display
 triple micropho...
© 2017 IBM Corporation8
Putting Sensors to work in your city
IBM Center for Applied Insights
© 2017 IBM Corporation9
Data & Work
© 2017 IBM Corporation10
Talent: New cognitive & analytics professions are emerging
Data Scientist
Data Policy Professiona...
© 2017 IBM Corporation11
The Citizen Analyst
The data driven economy places data in the hands of
every professional.
© 2017 IBM Corporation12
© 2017 IBM Corporation13
© 2017 IBM Corporation14
Data Science
& Analytics
(DSA)
Jobs
Framework
© 2017 IBM Corporation15
Defining the DSA Jobs Landscape
Inconsistent nomenclature
prevents stakeholders from
answering k...
© 2017 IBM Corporation16
DSA in New York: By the Numbers
231,562
DSA JOBS
Number of jobs in
the New York area
in a 12 mont...
© 2017 IBM Corporation17
Framework Category Postings
Projected
5 Year
Growth
Estimated
Postings in
5 Years
Average
Time to...
© 2017 IBM Corporation18
Analytical Scores required are HIGHER in NYC than nationally
Occupation
Analytical Score
(Nationa...
© 2017 IBM Corporation19
NYC Analytical Scores for a broad range of occupations
Occupation NYC Analytical Score
Auditor 55...
© 2017 IBM Corporation20
© 2017 IBM Corporation21
Data Science is a diverse field
Human Data Scientist
Primary focus is advising the business
 Mak...
© 2017 IBM Corporation22
The Data Engineer
https://www.linkedin.com/job/data-engineer-jobsThe Data Engineer builds the -
m...
© 2017 IBM Corporation23
Engineering ?
 Data Engineer a trending job title. 62 open
positions in Madrid (LinkedIn March 1...
© 2017 IBM Corporation24
What is the best path to creating an engineering DISCIPLINE?
Data Systems Engineer
 Systems
 So...
© 2017 IBM Corporation25
Data
What data could solve this problem?
 What existing business data is relevant?
 What can I...
© 2017 IBM Corporation26
The Chief Data Officer
Chief Data Officers understand how to use data to create strategic
opportu...
© 2017 IBM Corporation27
© 2017 IBM Corporation28
Growing Demand for Data Policy Skills
Data is a core business asset!
• Curated
• Consistent
• Hig...
© 2017 IBM Corporation29
Data literacy
Understanding how to use & program computers is not enough in a
data driven world. ...
© 2017 IBM Corporation30
© 2017 IBM Corporation31
In the Cognitive Era everyone must be data literate
Define problems
Wrangle Data
Self-Manage Data...
© 2017 IBM Corporation32
© 2017 IBM Corporation33
© 2017 IBM Corporation34
When you think about what a doctor does every day:
they gather evidence about a patient
they form...
© 2017 IBM Corporation35
• A female patient was initially diagnosed with
leukemia
• She underwent standard treatment for
l...
© 2017 IBM Corporation36
Provides evidence-based suggestions to
support oncologists’ decisions by:
Combining patient data ...
© 2017 IBM Corporation37
© 2017 IBM Corporation38
Reimagining Ethics Education
… moving beyond traditional compliance and ethics courses:
Building ...
© 2017 IBM Corporation39
© 2017 IBM Corporation40
References
Dropbox:
bit.ly/edison-papers
Slideshare:
http://bit.ly/WoW2016presentations
© 2017 IBM Corporation41
http://bit.ly/dataskillsgap
@brandsteve
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Keynote at 2nd EDISON Champions Conference in Madrid Spain on March 15th 2017

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Where are the data professionals

  1. 1. © 2017 IBM Corporation Where are the data professionals? Keynote for the 2nd EDISON Champions Conference in Madrid Spain Steven Miller March 15th 2017
  2. 2. © 2017 IBM Corporation2 Fastest Growing Data Job in the US in 2016 Audience Responses Correct Answer: 54%
  3. 3. © 2017 IBM Corporation3
  4. 4. © 2017 IBM Corporation4 1 AI and Advanced Machine Learning 2 Intelligent Apps 3 Intelligent Things 4 Virtual and Augmented Reality 5 Digital Twin 6 Blockchain and Distributed Ledgers 7 Conversational System 8 Mesh App & Service Architecture 9 Digital Technology Platforms 10 Adaptive Security Architecture Gartner’s Top 10 Trends Shaping the future – 2017 http://www.gartner.com/newsroom/id/3482617
  5. 5. © 2017 IBM Corporation5
  6. 6. © 2017 IBM Corporation6 Tremendous growth of sensors generating data McKinsey - The Internet of Things: Sizing up the opportunity
  7. 7. © 2017 IBM Corporation7 Sensors in the iPhone 6  front & rear Cameras  multi-touch touchscreen display  triple microphone  GPS  Apple M8 motion coprocessor  3-axis gyroscope  3-axis accelerometer  digital compass  iBeacon  proximity sensor  ambient light sensor  touch ID fingerprint reader  barometer  connect any sensor w/Bluetooth or headphone jack
  8. 8. © 2017 IBM Corporation8 Putting Sensors to work in your city IBM Center for Applied Insights
  9. 9. © 2017 IBM Corporation9 Data & Work
  10. 10. © 2017 IBM Corporation10 Talent: New cognitive & analytics professions are emerging Data Scientist Data Policy Professional Chief Data Officer Data Engineer Machine Learning Developer Cyber-Physical Systems Engineer
  11. 11. © 2017 IBM Corporation11 The Citizen Analyst The data driven economy places data in the hands of every professional.
  12. 12. © 2017 IBM Corporation12
  13. 13. © 2017 IBM Corporation13
  14. 14. © 2017 IBM Corporation14 Data Science & Analytics (DSA) Jobs Framework
  15. 15. © 2017 IBM Corporation15 Defining the DSA Jobs Landscape Inconsistent nomenclature prevents stakeholders from answering key questions. Over 300 core analytical skills were identified, which were used to score occupations based on their level of analytical rigor. Occupation NYC Analytical Score (Q3 2015 – Q2 2016) Data Scientist 100 Data Engineer 97 Biostatistician 96 Data Architect 91 Statistician 90 Top Analytical Occupations in New York
  16. 16. © 2017 IBM Corporation16 DSA in New York: By the Numbers 231,562 DSA JOBS Number of jobs in the New York area in a 12 month period (2015-2016) 40,462 NEW POSTINGS Number of additional DSA job postings projected in New York in 5 years 45 DAYS Average time to fill a DSA role in New York $97,300 PER ANNUM Average annual salary of a DSA job in New York 83% PERCENT Proportion of jobs in New York requesting experienced workers (3 or more years of experience)
  17. 17. © 2017 IBM Corporation17 Framework Category Postings Projected 5 Year Growth Estimated Postings in 5 Years Average Time to Fill (days) Average Advertised Salary % Postings requiring MA or higher % Requesting Experienced Workers (3 years or more) All 231,562 17% 272,024 45 $97,300 9% 83% Data-Driven Decision Makers 82,618 17% 96,963 47 $105,672 7% 91%* Functional Analysts 72,472 18% 85,430 41 $83,265 8% 71% Data Systems Developers 51,093 17% 59,837 49 $98,957 5% 87% Data Analysts 11,987 16% 13,860 44 $90,007 8% 76% Data Scientists & Advanced Analysts 7,170 24% 8,890 45 $117,432 46% 79% Analytics Managers 6,222 13% 7,045 44 $126,840 17% 94%* Quantifying the NYC DSA Job Market
  18. 18. © 2017 IBM Corporation18 Analytical Scores required are HIGHER in NYC than nationally Occupation Analytical Score (National) Analytical Score (New York) Social Science Researcher 74 82 Survey Researcher 71 79 Clinical Data 70 78 Fraud Examiner / Analyst 60 74 Quality Control Systems Managers 50 60 Supply Chain / Logistics Manager 48 56 Human Resources Manager 44 52 Talent Acquisition / Recruiting 43 55 Chief Executive Officer 42 52 Operations Manager / Supervisor 34 48
  19. 19. © 2017 IBM Corporation19 NYC Analytical Scores for a broad range of occupations Occupation NYC Analytical Score Auditor 55 Accountant 54 Social Media Strategist 51 Recruiter 44 Business Development / Sales Manager 44 Bookkeeper 40 Graphic Designer 40 Audio / Visual Technician 33 Sales Representative 33 Legal Secretary 25
  20. 20. © 2017 IBM Corporation20
  21. 21. © 2017 IBM Corporation21 Data Science is a diverse field Human Data Scientist Primary focus is advising the business  Make sense of any dataset(s)  Apply any form of analytics from descriptive to cognitive  Visualization experts  Data Storytellers Machine Data Scientist Primary focus is writing advanced algorithms for:  Advanced Robotics  Self driving cars  Recommendation engines  Virtual Assistants  IBM Watson
  22. 22. © 2017 IBM Corporation22 The Data Engineer https://www.linkedin.com/job/data-engineer-jobsThe Data Engineer builds the - modern data systems needed by data scientists & developers. - Complex - Scale, often extreme scale - Near-real time performance - Diverse data sources & types - Secure
  23. 23. © 2017 IBM Corporation23 Engineering ?  Data Engineer a trending job title. 62 open positions in Madrid (LinkedIn March 14th)  Data Engineers are responsible for building COMPLEX SYSTEMS.  But… does the average person hired into one of theses have training in SYSTEMS Engineering?  Likely NOT. (Graphic removed pending permission to publish)
  24. 24. © 2017 IBM Corporation24 What is the best path to creating an engineering DISCIPLINE? Data Systems Engineer  Systems  Software  Sensors & Things  Data  Database  Algorithms  Mission Critical Cyber Physical Systems Engineer  Systems, not technologies  Empowering, not determining  Future by Design Design  Values as a feature, not a bug (Source: 4th Industrial Revolution Workshop Proceedings)
  25. 25. © 2017 IBM Corporation25 Data What data could solve this problem?  What existing business data is relevant?  What can I attach a sensor to?  Is there available government open data?  Can data be acquired from other sources? Analyze What models & methods can I apply to solve this problem?  Descriptive  Predictive  Prescriptive  Cognitive / Machine Learning  Visualization / Story telling Operations How to apply to our business? • Create / amend business processes? • Create new businesses? Close existing ones? • Enter new markets? … Design Thinking Communication T-shaped Skills The Data Driven Decision Maker
  26. 26. © 2017 IBM Corporation26 The Chief Data Officer Chief Data Officers understand how to use data to create strategic opportunities; responsible for organizational data strategy & governance
  27. 27. © 2017 IBM Corporation27
  28. 28. © 2017 IBM Corporation28 Growing Demand for Data Policy Skills Data is a core business asset! • Curated • Consistent • High Quality • Protected • Available • Complies • Preserved • Managed Lifecycle
  29. 29. © 2017 IBM Corporation29 Data literacy Understanding how to use & program computers is not enough in a data driven world. Every profession. Every career is impacted by data, by analytics, by cognitive. Everyone must become data literate.
  30. 30. © 2017 IBM Corporation30
  31. 31. © 2017 IBM Corporation31 In the Cognitive Era everyone must be data literate Define problems Wrangle Data Self-Manage Data Choose Methods and Tools Analyze Data Communicate findings Engage in Lifelong Learning
  32. 32. © 2017 IBM Corporation32
  33. 33. © 2017 IBM Corporation33
  34. 34. © 2017 IBM Corporation34 When you think about what a doctor does every day: they gather evidence about a patient they form a set of hypotheses (possible diagnoses) they make a diagnosis and recommend a treatment Can we improve their degree of confidence in the diagnosis and chosen treatment with Cognitive?
  35. 35. © 2017 IBM Corporation35 • A female patient was initially diagnosed with leukemia • She underwent standard treatment for leukemia BUT… What if the diagnosis was WRONG?
  36. 36. © 2017 IBM Corporation36 Provides evidence-based suggestions to support oncologists’ decisions by: Combining patient data with massive volumes of medical literature, including journal articles, physicians’ notes, and NCCN guidelines and best practices Ongoing learning from new oncology techniques, treatments, and evidence IBM Watson for Oncology
  37. 37. © 2017 IBM Corporation37
  38. 38. © 2017 IBM Corporation38 Reimagining Ethics Education … moving beyond traditional compliance and ethics courses: Building Foundations for Trust & Integrity project recommendations include focusing on:  Values & Ethical dilemmas Levering  Interactive materials, group-based work and action-learning initiatives https://www.weforum.org/agenda/2017/03/why-we-have-to-reimagine-education-to-fight- corruption
  39. 39. © 2017 IBM Corporation39
  40. 40. © 2017 IBM Corporation40 References Dropbox: bit.ly/edison-papers Slideshare: http://bit.ly/WoW2016presentations
  41. 41. © 2017 IBM Corporation41 http://bit.ly/dataskillsgap @brandsteve

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