These findings are replicated across many dating sites, not just okcupid. Here's the stats for Hinge: https://qz.com/1051462/these-statistics-show-why-its-so-hard...

Examining messages is largely moot, because by the time two people have matched we've already filtered out a huge portion of potential partners.