According to research by Northwestern, purchases are most influenced by reviews with an average rating of 4.2 to 4.5 stars out of 5 — making this the ideal average star rating for purchase probability. “Consumers perceive ratings closer to a perfect 5 stars as too good to be true,” the report suggests.