Certifications aren’t inherently useless. Some are necessary. Others can be helpful when paired with real work. But on their own, they rarely change hiring outcomes.

When reviewing job growth and salary information, it’s important to remember that actual numbers can vary due to many different factors—like years of experience in the role, industry of employment, ...