{"id":45939447,"url":"https://github.com/imartinezl/data-science-roles","last_synced_at":"2026-02-28T10:25:08.634Z","repository":{"id":37658215,"uuid":"213331547","full_name":"imartinezl/data-science-roles","owner":"imartinezl","description":"Study on data science roles","archived":false,"fork":false,"pushed_at":"2023-08-09T21:27:51.000Z","size":42648,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2024-06-11T17:15:43.217Z","etag":null,"topics":["analysis","competences","data-science","data-scientist","nlp","profiles","roles","skills"],"latest_commit_sha":null,"homepage":"","language":"HTML","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/imartinezl.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2019-10-07T08:29:54.000Z","updated_at":"2022-06-22T06:05:39.000Z","dependencies_parsed_at":"2022-09-07T22:00:50.286Z","dependency_job_id":null,"html_url":"https://github.com/imartinezl/data-science-roles","commit_stats":{"total_commits":57,"total_committers":2,"mean_commits":28.5,"dds":0.01754385964912286,"last_synced_commit":"ca66fde287ecb24b2a14fcd60608ff648af485e4"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/imartinezl/data-science-roles","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/imartinezl%2Fdata-science-roles","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/imartinezl%2Fdata-science-roles/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/imartinezl%2Fdata-science-roles/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/imartinezl%2Fdata-science-roles/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/imartinezl","download_url":"https://codeload.github.com/imartinezl/data-science-roles/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/imartinezl%2Fdata-science-roles/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29930344,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-02-28T09:58:13.507Z","status":"ssl_error","status_checked_at":"2026-02-28T09:57:57.047Z","response_time":90,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["analysis","competences","data-science","data-scientist","nlp","profiles","roles","skills"],"created_at":"2026-02-28T10:25:07.967Z","updated_at":"2026-02-28T10:25:08.626Z","avatar_url":"https://github.com/imartinezl.png","language":"HTML","funding_links":[],"categories":[],"sub_categories":[],"readme":"# data-science-roles\n\n\u003cimg src=\"figures/Data Science Roles and Skills.png\"/\u003e\n\n## Setup for scraping\n\nvirtualenv venv --python=python3\n\nsource venv/bin/activate\n\npip install beautifulsoup4 matplotlib numpy pandas\n\n## Datasets\n\n- [Data Scientist Job Market in the U.S.](https://www.kaggle.com/sl6149/data-scientist-job-market-in-the-us)\n- [US jobs on Monster.com Kaggle](https://www.kaggle.com/PromptCloudHQ/us-jobs-on-monstercom)\n- [Google Job Skills](https://www.kaggle.com/niyamatalmass/google-job-skills)\t\n- [Online Job Postings](https://www.kaggle.com/madhab/jobposts)\n- [Indeed  - Data Scientist/Analyst/Engineer](https://www.kaggle.com/elroyggj/indeed--data-scientistanalystengineer)\n- [Repo for the Ideal Data Science Profiles Project](https://github.com/georgeliu1998/ideal_profiles)\n- [Stack Overflow Annual Developer Survey\tStack Overflow](https://insights.stackoverflow.com/survey)\n- [The Most Valued Data Science Skills](http://www.rpubs.com/eyeden/373561)\n- [Data Science Jobs on East Coast - indeed.com](https://www.kaggle.com/gk5894/data-science-jobs-on-east-coast-indeedcom)\n- [Australian job listings data from Seek job board](https://www.kaggle.com/PromptCloudHQ/australian-job-listings-data-from-seek-job-board)\n- [50000 job board records from Reed UK](https://www.kaggle.com/jobspikr/50000-job-board-record-from-reed-uk)\n- [Data Science Jobs around the world](https://www.kaggle.com/jonatancr/data-science-jobs-around-the-world)\n- [U.S. Technology Jobs on Dice.com](https://www.kaggle.com/PromptCloudHQ/us-technology-jobs-on-dicecom)\n- [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?)\n- [Jobs on Naukri.com](https://www.kaggle.com/PromptCloudHQ/jobs-on-naukricom)\n- [WUZZUF Job Posts (2014-2016)](https://www.kaggle.com/WUZZUF/wuzzuf-job-posts)\n- [AMAZON Job Skills](https://www.kaggle.com/atahmasb/amazon-job-skills)\n- [Repo for the Ideal Data Science Profiles Project ](https://github.com/georgeliu1998/ideal_profiles) by George Liu (2018) \n\n## Articles\n\n- [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\n- [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)\n- [Navigating the Data Science Careers Landscape](https://hackernoon.com/navigating-the-data-science-career-landscape-db746a61ac62) by George Liu (2018)\n- [Why Data Science Teams Need Generalists, Not Specialists](https://hbr.org/2019/03/why-data-science-teams-need-generalists-not-specialists?referral=03759\u0026cm_vc=rr_item_page.bottom) by Eric Colson (2019) - need for a generalist role in data science projects \n- [EMC Data Analytics Lifecycle](https://onlinelibrary.wiley.com/doi/pdf/10.1002/9781119183686.ch2) by EMC (2015) - framework for data science projects\n- [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\n- [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\n- [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\n- [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\n- [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\n- [Kaggle ML \u0026 DS Survey](https://www.kaggle.com/kaggle/kaggle-survey-2018) by Kaggle (2018) - survey on overall data science state\n- [Data Science Roles: A Classification Problem](https://towardsdatascience.com/data-science-roles-a-classification-problem-ebe6fae10169) by Nicole Scott (2019) - \n- [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\u0026cm_vc=rr_item_page.bottom) by Hugo Bowne-Anderson (2018) - \n- [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) - \n- [Beyond Interactive: Notebook Innovation at Netflix](https://medium.com/netflix-techblog/notebook-innovation-591ee3221233) by Netflix (2018) - \n- [Data Engineer, Data Analyst, Data Scientist — What’s the Difference?](https://www.dataquest.io/blog/data-analyst-data-scientist-data-engineer/) by DataQuest (2019)\n- [Data Analyst vs. Data Scientist](https://www.springboard.com/blog/data-analyst-vs-data-scientist/) by Springboard (2018)\n- [Data Engineer vs. Data Scientist](https://www.springboard.com/blog/data-engineer-vs-data-scientist/) by Springboard (2019)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fimartinezl%2Fdata-science-roles","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fimartinezl%2Fdata-science-roles","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fimartinezl%2Fdata-science-roles/lists"}