The mainstream academic consensus is that Jews generally fared better under Islamic rule than in medieval Christian Europe. Scholars also agree that jizya was paid in lieu of zakat (which Muslims paid) and military service.
Of course, this raises the question: if Jews fared better under Muslim rule than under Christianity, why would they leave their alleged homeland and go to Europe, only to want to go back a thousand years later?