A Members First Approach to Enabling LinkedIn's Labor Market Insights at Scale
Cryptography and Security
2020-10-28 v1
Abstract
We describe the privatization method used in reporting labor market insights from LinkedIn's Economic Graph, including the differentially private algorithms used to protect member's privacy. The reports show who are the top employers, as well as what are the top jobs and skills in a given country/region and industry. We hope this data will help governments and citizens track labor market trends during the COVID-19 pandemic while also protecting the privacy of our members.
Keywords
Cite
@article{arxiv.2010.13981,
title = {A Members First Approach to Enabling LinkedIn's Labor Market Insights at Scale},
author = {Ryan Rogers and Adrian Rivera Cardoso and Koray Mancuhan and Akash Kaura and Nikhil Gahlawat and Neha Jain and Paul Ko and Parvez Ahammad},
journal= {arXiv preprint arXiv:2010.13981},
year = {2020}
}