database management & modeling

What made customer(s) make a purchase?
Compare/contrast the a Last-Touch attribution model vs. a Multi Touch Attribution (MTA) solution.  Is an MTA approach a better method than last-touch attribution?  What makes it so (or not so)?  Why has the industry been slow to adopt MTA solutions?