virtualenv venv --python=python3
source venv/bin/activate
pip install beautifulsoup4 matplotlib numpy pandas
- Data Scientist Job Market in the U.S.
- US jobs on Monster.com Kaggle
- Google Job Skills
- Online Job Postings
- Indeed - Data Scientist/Analyst/Engineer
- Repo for the Ideal Data Science Profiles Project
- Stack Overflow Annual Developer Survey Stack Overflow
- The Most Valued Data Science Skills
- Data Science Jobs on East Coast - indeed.com
- Australian job listings data from Seek job board
- 50000 job board records from Reed UK
- Data Science Jobs around the world
- U.S. Technology Jobs on Dice.com
- Is there any job out there? Kaggle vs Glassdoor
- Jobs on Naukri.com
- WUZZUF Job Posts (2014-2016)
- AMAZON Job Skills
- Repo for the Ideal Data Science Profiles Project by George Liu (2018)
- The ambiguity of data science team roles and the need for a data science workforce framework by Jeffrey Saltz (2017) - data science roles from an industry perspective as well as from national standard big data committee efforts
- What Does an Ideal Data Scientist’s Profile Look Like? by George Liu (2018)
- Navigating the Data Science Careers Landscape by George Liu (2018)
- Why Data Science Teams Need Generalists, Not Specialists by Eric Colson (2019) - need for a generalist role in data science projects
- EMC Data Analytics Lifecycle by EMC (2015) - framework for data science projects
- Data Science Roles and the Types of Data Science Programs by Jeffrey Saltz (2018) - what a data science degree is and what a data science program’s learning objectives are
- Microsoft TDSP by Microsoft (2017) - an agile, iterative data science methodology to deliver predictive analytics solutions and intelligent applications efficiently and that helps improve team collaboration and learning
- Domino DS by Domino Lab (2017) - lessons from the field on managing data science projects and portfolios
- Development Workflows for Data Scientists by Ciara Byrne (2017) - what can data science learn from software development: best practices and workflows for data scientists
- EDISON: Education for Data Intensive Science to Open New science frontiers by Universidad de Ámsterdam (2017) - establish the new profession of ' Data Scientist': required skills, competences framework/profile
- Kaggle ML & DS Survey by Kaggle (2018) - survey on overall data science state
- Data Science Roles: A Classification Problem by Nicole Scott (2019) -
- What Data Scientists Really Do, According to 35 Data Scientists by Hugo Bowne-Anderson (2018) -
- One Data Science Job Doesn’t Fit All by Elena Grewal, Ph.D (2018) -
- Beyond Interactive: Notebook Innovation at Netflix by Netflix (2018) -
- Data Engineer, Data Analyst, Data Scientist — What’s the Difference? by DataQuest (2019)
- Data Analyst vs. Data Scientist by Springboard (2018)
- Data Engineer vs. Data Scientist by Springboard (2019)