To evaluate the expertise of those you aim to hire as Scala developers, consider a combination of technical tests, real-world problem-solving scenarios, and deep-dive interviews. Reviewing their past projects and seeking feedback from previous employers can also be insightful. Remember, when you hire a Scala developer, not only should you assess their technical prowess but also their problem-solving ability and teamwork skills.