Engineering patterns for implementing data science models on big data platforms
Implementing Data Science
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Transcript of Implementing Data Science
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Implementing Data Science Into Your Organization.
PRESENTED BY
Nate Watson, President Contemporary Analysis11429 Davenport St. Omaha, NE 68154
IOT SUMMIT--KANSAS CITY
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Implementing Data Science Into Your Organization
Contemporary Analysis canworksmart.com
Predictive analyticsPredictive analytics uses data science to find patterns in the business data you’re already collecting — then explores those patterns to figure out what will likely happen next.
Learn more: canworksmart.com
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Implementing Data Science Into Your Organization
Contemporary Analysis canworksmart.com
INNOVATIONTRIGGER
PEAK OF INFLATEDEXPECTATIONS
TROUGH OF DISILLUSIONMENT
SLOPE OF ENLIGHTENMENT
PLATEAU OFPRODUCTIVITY
An industry ripe for adoption:Gartner’s 2013 Hype Cycle for Emerging Technologies.
Quantum Computing
Wearable User Interfaces
Virtual Reality
Biometric Authentication
Predictive Analytics
T I M E
EX
PE
CTA
TIO
NS
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Implementing Data Science Into Your Organization
Contemporary Analysis canworksmart.com
• Catholic Health Systems • West Corporation• Bruning for Governor
• Physician's Mutual• Signal 88 • Lindsay Corporation
• Mutual First Federal Credit Union • Continuum Worldwide• Farm Credit Services of America
Our past clients.
• Metropolitan Community College• University of Nebraska• Georgia Regional Transit Authority
• Werner Enterprises• Greater Omaha Chamber• Yamaha
#394 OF FORTUNE 500 #243 OF FORTUNE 500
BCBS NEBRASKA
TOP 10 ONLINE UNIVERSITY
#150 OF FORTUNE 500
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Implementing Data Science Into Your Organization
Contemporary Analysis canworksmart.com
#1 of 8
You Need A Data Scientist.
1. Data scientists are not business analysts. While there are some who have a degree in data science, most have degrees in Economics, Mathematics, Poly-Sci, or other Science degrees that use and measure data.
Contemporary Analysis canworksmart.com
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Implementing Data Science Into Your Organization
Contemporary Analysis canworksmart.com
#1 of 8
You Need A Data Scientist.
2. Internally motivated--plays well outside of the box or where there is no box.
3. They are tenacious and love to be engrossed in a problem.
4. Takes a little piece of knowledge and runs.
Contemporary Analysis canworksmart.com
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Implementing Data Science Into Your Organization
Contemporary Analysis canworksmart.com
#1 of 8
You Need A Data Scientist.
5. Since the data does not usually exist, they need to be good at and love research.
i.e. They love a good scavenger hunt!
6. They care about the problem.
7. Usage of their work is paramount.
Contemporary Analysis canworksmart.com
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Implementing Data Science Into Your Organization
Contemporary Analysis canworksmart.com
#2 of 8
Managing a Data Scientist is tricky1. You have to temper what they say.
2. X-years experience does not equal mastery.
3. They are not to be managed Agile-ly.
4. Do not move them from projects nor put them on menial projects--they will leave.
Contemporary Analysis canworksmart.com
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Implementing Data Science Into Your Organization
Contemporary Analysis canworksmart.com
#2 of 8
Managing a Data Scientist is tricky
5. Their solutions are cross vertical therefore you can’t put them into one vertical.
Contemporary Analysis canworksmart.com
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Implementing Data Science Into Your Organization
Contemporary Analysis canworksmart.com
#3 of 8
Implementing Data Science into an organization is also tricky:
Proactivity is sometimes harder than status quo
Contemporary Analysis canworksmart.com
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Implementing Data Science Into Your Organization
Contemporary Analysis canworksmart.com
#4 of 8
Implementing Data Science into an organization is also tricky:
Shining a light into places that has never had a light shone can be bad for your health.
Contemporary Analysis canworksmart.com
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Implementing Data Science Into Your Organization
Contemporary Analysis canworksmart.com
#5 of 8
Implementing Data Science into an organization is also tricky:
Data Science is Hard--You cannot be afraid or show fear.
Contemporary Analysis canworksmart.com
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Implementing Data Science Into Your Organization
Contemporary Analysis canworksmart.com
#6 of 8
Implementing Data Science into an organization is also tricky:
The value of the first model is the implementation of the first model.
Contemporary Analysis canworksmart.com
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Implementing Data Science Into Your Organization
Contemporary Analysis canworksmart.com
#7 of 8
Implementing Data Science into an organization is also tricky:
The usage of data will breed better data.
Contemporary Analysis canworksmart.com
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Implementing Data Science Into Your Organization
Contemporary Analysis canworksmart.com
#8 of 8
Implementing Data Science into an organization is also tricky:
The Value of Less Wrong--knowledge not truth
Contemporary Analysis canworksmart.com
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Implementing Data Science Into Your Organization
Contemporary Analysis canworksmart.com
1. Find a Data Scientist
2. Managing your Data Scientist is Tricky
3. Proactivity is sometimes harder than status quo
4. Shining a light into places can be bad for your health.
5. Data Science is Hard.
6. The value of the first model is the implementation of the first model.
7. The usage of data will breed better data.
8. The Value of Less Wrong--knowledge not truth
Contemporary Analysis canworksmart.com
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Implementing Data Science Into Your Organization
Contemporary Analysis canworksmart.com
Questions & Learn more.
QUESTIONS OR COMMENTS? Nate WatsonPresidentContemporary Analysis11429 Davenport St.Omaha, NE 68154
(402-516-8087)
Contemporary Analysis canworksmart.com