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Careers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi Insight Data Science PIEP Workshop October 8, 2015

Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

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Page 1: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

Careers in Data Science

Transitioning from Academia to IndustryZach Gazak, Wafa Soofi

Insight Data Science

PIEP Workshop October 8, 2015

Page 2: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!
Page 3: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!
Page 4: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

Data Is Growing Exponentially

Page 5: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

SOURCE: IDC; US Bureau of Labor Statistics; McKinsey Global Institute analysis, 2011

Page 6: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!
Page 7: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

Source: McKinsey Global Institute analysis, 2011

Page 8: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

“The best data scientists tend to be ‘hard scientists,’ rather than computer science majors.”

- DJ Patil

Page 9: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

WHAT IS DATA SCIENCE?

Drew Conway

Page 10: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

THE GAP

1. Tools 2. Context 3. Pace 4. Priorities

Page 11: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

BRIDGING THE GAP

Page 12: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

!

!

Build a data project.!

!

Show off your:

Initiative

Technical Ability

Product Sense

EVIDENCE OF INTEREST

Page 13: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

!

!

Do some informational interviews.!

!

Ask questions like:

What is your data science stack/toolset?

Do you work on production-level tools?

How big is the data science team at your company?

GATHER INTEL

Page 14: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

!

!

Stay informed.!

!

Check out:

Meetup groups (or start your own)

Hacker News

Data Science Weekly

LinkedIn

CONNECT

Page 15: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

!

Build a data project

!

!

Do some informational interviews

!

!

LinkedIn, Twitter, meetups

!

EVIDENCE OF INTEREST

!

GATHER INTEL

!

CONNECT

Page 16: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

400+ Insight Fellows

working as Data

Scientists and Data

Engineers

Page 17: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

Insight Fellows are Data Scientists and Data Engineers at:

Page 18: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

insightdatascience.com

Upcoming Sessions:

SILICON VALLEY

NEW YORK

SEATTLE, LA, DC, CHICAGO, & Other Cities

January 2016, June 2016

Page 19: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!
Page 20: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

Product Analytics

Predictive Modeling (e.g. Risk, Sales)

Data Products

AREAS OF FOCUS

Page 21: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

MANY QUESTIONS IN DATA SCIENCE

Khan Academy: Millions of math problems are attempted online per day. When is someone proficient? What is the

best problem order?

The New York Times and The Wall Street Journal: What is the right payment model for journalism?

LinkedIn: Does this LinkedIn account correspond to a real person?

Page 22: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

MANY QUESTIONS IN DATA SCIENCE

Netflix: What new shows should we make?

Memorial Sloan Kettering Cancer Center: Who is a good candidate for clinical trials?

Everywhere: What are some efficient ways in which the data can be stored, streamed, or accessed?

Page 23: Careers in Data Science - University of California, Berkeley - Oct. 2015.pdfCareers in Data Science Transitioning from Academia to Industry Zach Gazak, Wafa Soofi! Insight Data Science!

DATA PROJECTS•lendinglounge.rodeo

•reviewskimmer.com

•hammerpricer.com

•beautifulcity.me

•routearoundcrime.com