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https://github.com/imartinezl/data-science-roles

Study on data science roles
https://github.com/imartinezl/data-science-roles

analysis competences data-science data-scientist nlp profiles roles skills

Last synced: 4 months ago
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Study on data science roles

Awesome Lists containing this project

README 

          
# data-science-roles






## Setup for scraping



virtualenv venv --python=python3



source venv/bin/activate



pip install beautifulsoup4 matplotlib numpy pandas



## Datasets



- [Data Scientist Job Market in the U.S.](https://www.kaggle.com/sl6149/data-scientist-job-market-in-the-us)

- [US jobs on Monster.com Kaggle](https://www.kaggle.com/PromptCloudHQ/us-jobs-on-monstercom)

- [Google Job Skills](https://www.kaggle.com/niyamatalmass/google-job-skills)	

- [Online Job Postings](https://www.kaggle.com/madhab/jobposts)

- [Indeed  - Data Scientist/Analyst/Engineer](https://www.kaggle.com/elroyggj/indeed--data-scientistanalystengineer)

- [Repo for the Ideal Data Science Profiles Project](https://github.com/georgeliu1998/ideal_profiles)

- [Stack Overflow Annual Developer Survey	Stack Overflow](https://insights.stackoverflow.com/survey)

- [The Most Valued Data Science Skills](http://www.rpubs.com/eyeden/373561)

- [Data Science Jobs on East Coast - indeed.com](https://www.kaggle.com/gk5894/data-science-jobs-on-east-coast-indeedcom)

- [Australian job listings data from Seek job board](https://www.kaggle.com/PromptCloudHQ/australian-job-listings-data-from-seek-job-board)

- [50000 job board records from Reed UK](https://www.kaggle.com/jobspikr/50000-job-board-record-from-reed-uk)

- [Data Science Jobs around the world](https://www.kaggle.com/jonatancr/data-science-jobs-around-the-world)

- [U.S. Technology Jobs on Dice.com](https://www.kaggle.com/PromptCloudHQ/us-technology-jobs-on-dicecom)

- [Is there any job out there? Kaggle vs Glassdoor](https://www.kaggle.com/andresionek/is-there-any-job-out-there-kaggle-vs-glassdoor#How-does-company-size-impact-salaries?)

- [Jobs on Naukri.com](https://www.kaggle.com/PromptCloudHQ/jobs-on-naukricom)

- [WUZZUF Job Posts (2014-2016)](https://www.kaggle.com/WUZZUF/wuzzuf-job-posts)

- [AMAZON Job Skills](https://www.kaggle.com/atahmasb/amazon-job-skills)

- [Repo for the Ideal Data Science Profiles Project ](https://github.com/georgeliu1998/ideal_profiles) by George Liu (2018) 



## Articles



- [The ambiguity of data science team roles and the need for a data science workforce framework](https://ieeexplore.ieee.org/abstract/document/8258190) 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?](https://towardsdatascience.com/what-does-an-ideal-data-scientists-profile-look-like-7d7bd78ff7ab) by George Liu (2018)

- [Navigating the Data Science Careers Landscape](https://hackernoon.com/navigating-the-data-science-career-landscape-db746a61ac62) by George Liu (2018)

- [Why Data Science Teams Need Generalists, Not Specialists](https://hbr.org/2019/03/why-data-science-teams-need-generalists-not-specialists?referral=03759&cm_vc=rr_item_page.bottom) by Eric Colson (2019) - need for a generalist role in data science projects 

- [EMC Data Analytics Lifecycle](https://onlinelibrary.wiley.com/doi/pdf/10.1002/9781119183686.ch2) by EMC (2015) - framework for data science projects

- [Data Science Roles and the Types of Data Science Programs](https://aisel.aisnet.org/cais/vol43/iss1/33/) by Jeffrey Saltz (2018) - what a data science degree is and what a data science program’s learning objectives are

- [Microsoft TDSP](https://docs.microsoft.com/en-us/azure/machine-learning/team-data-science-process/) 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](https://www.dominodatalab.com/wp-content/uploads/domino-managing-ds.pdf) by Domino Lab (2017) - lessons from the field on managing data science projects and portfolios

- [Development Workflows for Data Scientists](https://resources.github.com/downloads/development-workflows-data-scientists.pdf) 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](https://cordis.europa.eu/project/rcn/198292/results/en) by Universidad de Ámsterdam (2017) - establish the new profession of ' Data Scientist': required skills, competences framework/profile

- [Kaggle ML & DS Survey](https://www.kaggle.com/kaggle/kaggle-survey-2018) by Kaggle (2018) - survey on overall data science state

- [Data Science Roles: A Classification Problem](https://towardsdatascience.com/data-science-roles-a-classification-problem-ebe6fae10169) by Nicole Scott (2019) - 

- [What Data Scientists Really Do, According to 35 Data Scientists](https://hbr.org/2018/08/what-data-scientists-really-do-according-to-35-data-scientists?referral=03759&cm_vc=rr_item_page.bottom) by Hugo Bowne-Anderson (2018) - 

- [One Data Science Job Doesn’t Fit All](https://www.linkedin.com/pulse/one-data-science-job-doesnt-fit-all-elena-grewal/) by Elena Grewal, Ph.D (2018) - 

- [Beyond Interactive: Notebook Innovation at Netflix](https://medium.com/netflix-techblog/notebook-innovation-591ee3221233) by Netflix (2018) - 

- [Data Engineer, Data Analyst, Data Scientist — What’s the Difference?](https://www.dataquest.io/blog/data-analyst-data-scientist-data-engineer/) by DataQuest (2019)

- [Data Analyst vs. Data Scientist](https://www.springboard.com/blog/data-analyst-vs-data-scientist/) by Springboard (2018)

- [Data Engineer vs. Data Scientist](https://www.springboard.com/blog/data-engineer-vs-data-scientist/) by Springboard (2019)