Will Overlaid Text On Photo Ads Matter? - Will adding text to photos get lower CPC?

The assumption is it's a best practice to always add text onto your Instagram and Facebook photo ads. But is this really true or just myth? Spending $1000 the Social Media Lab answers this question with DATA!