This came up in conversation recently and I realized I don't actually know the answer. Profile photos with good lighting and genuine smiles outperform everything else. That's just the reality.
Real talk — the female-to-male ratio on most platforms is still pretty skewed no matter what they advertise. Platforms that do phone verification are way cleaner than the ones that let anyone sign up with an email.