From my experience it's always a good idea to choose a language that people would have to learn by themselves, i.e. none of the school languages (Java, C, C++, C#, Python, Javascript etc).
In that way you only attract people who do sit down and learn new languages by themselves in their spare time, which filters out people with less interest in programming at least.
In that way you only attract people who do sit down and learn new languages by themselves in their spare time, which filters out people with less interest in programming at least.