Also, our marketing doesn't exist in a vacuum. Weather, competitors, a traffic jam down the street, variations in employee performance, etc all impact the performance as well.

It's not like we can just A/B test Facebook video ads vs Pandora Ads and pick the winner.

So, we shift our budget based on the available information.

And the average video view length is part of the information that we used to make decisions.