Just my own experience but I have never gotten a job with a cold application on a job board. Always been via a recruiter or even better an inside contact.
I've tried working with 3rd-party recruiters, and always found them to be a waste of time, because the companies they worked with weren't good and didn't pay very well.
I think my secret is working in a specific niche, but I could be wrong.
I became curious long after the fact if a job description for my last job that was written for me was ever posted.