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We describe the privatization method used in reporting labor market insightsfrom LinkedIn's Economic Graph, including the differentially private algorithmsused 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 andindustry. We hope this data will help governments and citizens track labormarket trends during the COVID-19 pandemic while also protecting the privacy ofour members.

A Members First Approach to Enabling LinkedIn's Labor Market Insights at Scale