Peer-reviewed journal articles have gone through a special review process (peer review, naturally). This means scholars of a discipline have read an article carefully and determined that it makes a worthwhile contribution and that it is the result of intensive research. Faculty prefer the use of peer-reviewed articles. Using peer reviewed sources is usually a guarantee that your sources are good ones.
Peer Review: U of Massachusetts Amherst Library
Peer Review: Washington State University Library