How do we filter out jobs that require security clearances from LinkedIn searches? It gets very frustrating when I go through the job description, get excited, and then realize that I don't meet the most basic requirement.

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You could use Boolean searches to exclude specific terms, so you could try that. If the job description doesn't refer to security clearances that won't solve your problem. It may come down to using your best judgment to exclude jobs that would seem to require a security clearance.

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It's pretty obvious which roles are cleared or not

That is a totally non-helpful answer.

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You can just apply anyway. Some jobs will sponsor your clearance. I wouldn't spend a lot of time on it in case they don't, but you never know.

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