Marketing Dollar Efficiency

Let’s say that you’re the data scientist for the marketing/advertising division of your company. The marketing executive wants to test multiple new channels including:

• Youtube ads
• Google search ads
• Facebook ads
• Direct mail campaigns

Given these new marketing channels, how would you design an a/b test to utilize the marketing budget in the most efficient way possible?