This question came up recently and I realized I didn't have a solid answer — hoping you do. Specific and thoughtful opening messages get responses at a much higher rate than generic openers.
Use a Google Voice number instead of your real number when getting to know someone new. Dating profiles with variety — casual shots, activity photos, portraits — perform significantly better.
Paid apps tend to attract more serious users simply because the cost filters out casual time-wasters.