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Female auditors make 13.7 percent more than men, with an average reported salary of $61,114, according to salary data site GlassDoor.com. Women in finance jobs tend to have more competitive pay, likely because they negotiate, said Allyson Willoughby, the site's general counsel and senior vice president of people.

Don Bayley | E+ | Getty Images