No, a resume should not be double spaced. Double-spacing your resume creates too much white space, which makes your resume look empty. Not only that, but it makes it difficult for employers to skim your experience.
The bullet points of your resume should always be single spaced. However, you should use double spacing directly underneath your resume header and each section heading to add visual breaks on the page, like so:
