So I decided to take a look at the unemployment rate by major metropolitan area for several of the US's big cities---New York City, Los Angeles, Las Vegas, Chicago, and Atlanta. It's important to note that since this is at the metro-level (rather than national or state level), the unemployment rates are 'lumpier' --- just as a result of statistical sampling techniques used for each geography.
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But in general you can see some trends, LA and Las Vegas have seen the steepest increase in unemployment rate during the last 2 years---followed by Atlanta & Chicago. And the diverse New York City economy seems to be holding in there a little bit better than its peers.
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