make the perfect data curriculum · training recommendations •conferences/groups • smart travel...
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MAKE THE PERFECT DATA CURRICULUM –THE GOLDEN RECIPE TO OWN DATA TALENTEduardo ErazoData ScientistAmazon.com – World Wide Operations
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A LITTLE ABOUT MYSELF• World Wide Operations @ Amazon.com
Previously-
• Global Assessments & Technology Optimization @ Amazon.com
• Dashboards and analytics for Amtrak
• Performed Marketing Analytics for Marriott
• Built the GPOS for Marriott
• Built dashboards for Ritz-Carlton
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LET’S LEVEL SET• What is…
Data science
Data engineering
Business Intelligence
Analytics
Machine Learning
Big Data
Deep learning
ETL
Artificial intelligence
Data architecture
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KNOW YOUR TALENT’S TALENTS• Data Science is usually
performed by a team of people
• Each person has a specialty and expertise
• Everyone will have a different set of professional needs
Data Engineering
•ETL•Architecture
Analytics •Scrubbing•Regression
Visualization •Dashboard•Reporting
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Data Science
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Data Science
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Computer Science
Statistics & Math Visualization
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Computer Science
Statistics & Math Visualization
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Computer Science
Statistics & Math Visualization
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Computer Science
Statistics & Math Visualization
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Computer Science
Statistics & Math Visualization
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FINDING TALENT
• Know your needs
• Know your technology
• Make a budget
• Look in the right place
• Make sure it’s a fit• For you and for them!
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RETAINING TALENT:“GROWTH”
• Be self-aware about limitations• Might not even be to your fault!
• Encourage extracurriculars• Even if “extra” really means “intra”
• Be open to new tech and methods
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RETAINING TALENT:“LEADING”
• Put it upon yourself to learn the “tech side”• Data is a stream, not isolated ponds
• BE A HUMAN BEING!
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RETAINING TALENT:“LEADING”
• Put it upon yourself to learn the “tech side”• Data is a stream, not isolated ponds
• BE A HUMAN BEING!
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TRAINING RECOMMENDATIONS
• Conferences/Groups• Smart Travel Data Summit (obvi!)• KDD, Predictive Analytics World, EDW, SIOP, Strata, • Meetups, local groups, book clubs, university lectures
• Agile Certifications• Scrummaster and Product Owner for leadership• Developer courses for tech talent
• MOOCs• Coursera- Data Scientist’s Toolbox• CodeAcademy
• Academic• University Certificates• Continued Education
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FINAL THOUGHTS, QUESTIONS, COMMENTS
Eduardo Erazo
Connect with me!
linkedin.com/in/eerazo/[email protected]@gmail.com