This is a question I found on /r/datasets. Does OpenData have any answers to add?
I'm looking for a large collection or resumes and preferably knowing whether they are employed or not. Does such a dataset exist?
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....linkedin..pretty sure its one of their main reasons for being. you can play with their api and access users resumes.
i'm not sure if they offer full access or what, but you could just suck down as many as possible per setting, saving them...
not sure, but elance probably has one as well;
if there's not an open source one, find a huge slab of web data recently crawled, you could use commoncrawl's data for exactly this purpose; then just crawl looking for hresume microformats data...you'll find a ton, although the most recent numbers have shown a dramatic shift in schema.org users, and i'm sure that's where you'll want to search more and more in the future. i can't remember 100%, but there were still 300 or 400% more micformatted resumes on the web, than schema...the report was very recent. here's linkedin's developer api, and a link to commoncrawl, and crawling for hresume: https://developer.linkedin.com/search/node/resume
i actually found this trying to find a good explanation for parsing microformats. i think this is easier to understand:
EDIT 2: here's details of web commons crawler release:
The HTML for each CV is relatively easy to scrape, with human readable tags that describe the CV section:
<div class="work_company" > ... <p class="work_description">
Check out libraries like python's BeautifulSoup for scraping tools and techniques.
I doubt that it exists and, if it does, whether it should: after all CVs are personal data.
Perhaps you can contact the authors of this study:
They might be willing to share their dataset of fictitious resumes.