nycdsa ml conference slides march 2015
TRANSCRIPT
Growing Demand for Data Scientists
• The value of the big data industry is expected to grow to $114 billion by 2018 (ABI Research)
• The United States alone faces a shortage of 140,000 to 190,000 people with analytical expertise and 1.5 million managers and analysts with the skills to understand and make decisions based on the analysis of big data (McKinsey)
• Data Scientist: The Sexiest Job of the 21st Century (Harvard Business Review)
Statistics
Communication /Presentation Skills
MachineLearning
Programming
Growing Demand for Data ScientistsInsufficient Supply of Data Scientists
DomainKnowledge
Some Reasons• Relatively new industry• University educates via “majors” within departments, while the data scientists needs skills across many disciplines
• Speedy Inflow of trained data scientists
• Smart creative thinkers who have math backgrounds and analytical training
• Experienced managers with data science expertise who can hit the ground running
• Domain specialists who understand data science
Industry Needs
• Talented MA and PHD graduates in various STEM fields
• Shortage of jobs for STEM majors –people doing two and three post-docs
• Tech professionals who have natural interest in data science or who see data science as a way to advance their careers
• Data analysts / statisticians who want to “modernize” their skills
The Gap Between What Industry Needs and What the Market Has to Offer Synergy Between What Employers Need and Market Conditions
Available in the Market
Benefits for Data Science Employers• Intensive program gets scientists and mathematicians up to speed quickly
• Prior skills can be leveraged in the workplace• Opportunity to work closely with bootcamp curriculum developers to assure programs and projects meet their needs
Benefits for Bootcamp Students• Provides opportunities to STEM professionals who are in an otherwise tight job market
• Allows them to focus on only the areas of study where they are weak
• Less expensive and more timely than another degreed program
DData Science Bootcamps: Realizing Potential of Synergies
NYC DATA SCIENCE ACADEMY
• 12-Week Immersive Program• Combination of didactic training and project work• Focus on use of R, Python, Hadoop• Works with employers to design project work that employers need and value
• Accepts talented STEM majors – mostly MA and PhD level – with domain expertise in a wide number of areas
• Accepts experienced managers who can lead data science teams