"Sal Cinquemani from "Slant Magazine" called it a "bittersweet reminder of the ephemerality of our innocence and imagination [...] this non-U.S. single is a testament to the magic of Madonna’s collaboration with composer/producer Patrick Leonard".A number of reviewers have compared "Dear Jessie" to the work of The Beatles.