Talk to people in your field

You can often get surprisingly good data just by talking to people in your field. 

Most people don’t love being asked, “What do you earn?” but will happily share if you ask, “What would you expect a job like X at a company like Y to pay?” You can also try talking to recruiters and see if any professional organizations in your field keep salary data (many do).

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