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There are many reliable sites to obtain salary data by state if you have selected a specific state. However finding a range of all states is trickier. One good place to begin is the U.S. Department of Labor's Career OneStop.
Advice from Chapel Hill professor Ted Mouw, including " Generally, the last thing a candidate should do is simply apply from the LinkedIn site to a particular opportunity; that should always be a last resort after exhausting all possible side door avenues of approach. "