pragmatic steps to implement big data analytics

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Pragmatic Steps to Implement Big Data Analytics Alton Alexander @AltonDataSci

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Page 1: Pragmatic steps to implement big data analytics

Pragmatic Steps to Implement Big Data Analytics

Alton Alexander

@AltonDataSci

Page 2: Pragmatic steps to implement big data analytics

Thanks to our Sponsors!

Page 3: Pragmatic steps to implement big data analytics

About Alton

• Insights manager at MRM//McCANN

• B2B Marketing Analytics

http://venturebeat.com/2015/03/17/why-data-scientists-and-marketing-technologists-are-the-hottest-jobs-of-2015/

Page 4: Pragmatic steps to implement big data analytics

Agenda

• What to do before taking any steps

• The pragmatic steps to implementing big data analytics

• Case studies with audience participation

Page 5: Pragmatic steps to implement big data analytics

Tom Post says:

- Have an idea of the story before the interview

- Provide value

- Everything is about storytelling

Page 6: Pragmatic steps to implement big data analytics

https://doubleclix.wordpress.com/2014/12/07/business-users-shouldnt-touch-hadoop-even-with-a-99-foot-pole/

What is the end goal?

Page 7: Pragmatic steps to implement big data analytics

What is the end goal?

• Increased clarity: Infer the essentials from an onslaught of data

• Deliver actionable: Make a fundamental succinct inference that matters

• Add value: The numbers themselves aren’t the insight. Tell the story.

Page 8: Pragmatic steps to implement big data analytics

What universal skills will we need to achieve the end goal?

• Hacker Behavior

• GRIT: Persevere, Flourish, Succeed

• Self-Awareness

• An aversion to distractions

• A drive to work better

https://www.americanexpress.com/us/small-business/openforum/articles/5-traits-great-high-growth-hires

Page 9: Pragmatic steps to implement big data analytics

The Pragmatic Steps to Big Data Analytics

• Be a data scientist

Page 10: Pragmatic steps to implement big data analytics

The Pragmatic Steps to Big Data Analytics

With the end goal in mind:

• Collect

• Store

• Transform

• Model

• Predict

• Present results

Page 11: Pragmatic steps to implement big data analytics

http://horicky.blogspot.com/2013/08/six-steps-in-data-science.html

Page 12: Pragmatic steps to implement big data analytics

Becoming a Data Scientist –Curriculum via Metromap

http://nirvacana.com/thoughts/becoming-a-data-scientist/

Page 13: Pragmatic steps to implement big data analytics

Top 10 Steps to a Pragmatic Big Data Pipeline

https://doubleclix.wordpress.com/2011/11/10/top-10-steps-to-a-pragmatic-big-data-pipeline/

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http://www.computerworld.com/article/2899647/the-data-science-ecosystem.html

Page 15: Pragmatic steps to implement big data analytics

From Dan McKinley’s must read article http://mcfunley.com/choose-boring-technology

• Embrace boredom

• Optimize globally

• Choose new technology sometimes

• Just ship!

Page 16: Pragmatic steps to implement big data analytics

From Dan McKinley’s must read article http://mcfunley.com/choose-boring-technology

The way you might choose technology in a world where choices are cheap: "pick the right tool for the job."

The way you choose technology in the world where operations are a serious concern (i.e., "reality")

Page 17: Pragmatic steps to implement big data analytics

http://www.computerworld.com/article/2882819/learn-how-to-crunch-big-data-with-r.html

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Case Studies

• Discussion:

– Don’t feel intimidated

– Don’t try to impress

– Be realistic and sensible

Page 19: Pragmatic steps to implement big data analytics

What universal skills will we need to achieve the end goal?

• Hacker Behavior

• GRIT: Persevere, Flourish, Succeed

• Self-Awareness

• An aversion to distractions

• A drive to work better

https://www.americanexpress.com/us/small-business/openforum/articles/5-traits-great-high-growth-hires