$1.$ One local bubble tea store wants to initiate a new promotional event. They want to know how the introduction of the new promotion campaign will impact sales, so they asked you to help design the experiment. $($Reasonings should be short and explicit.$)$

a$.$ What are the conditions for establishing a causal relationship in this case?