Marketers may choose among various approaches to attribute accurately the role of a particular digital ad in a purchase. Identify the approach that uses existing data on consumer interactions with each ad or search along the consumer's purchasing path to estimate the effect of each interaction.

a. Last interaction

b. First interaction

c. Linear

d. Model-based

e. Time decay