Commentators unanimously identify the "shepherds" as Israel's civil and religious leaders—kings, rulers, priests, and prophets. These leaders are held directly responsible for causing God's people to "go astray" through their poor guidance and false teachings. As John Calvin clarifies, while this doesn't completely absolve the people, the leaders bear a heavy burden for the nation's spiritual failure.