Were agricultural societies more, or less, complex in culture from non-agrarian societies?

“Human civilization has followed predictable patterns of development once the transition from gather-hunting to domestication of plants and animals, i.e. agriculture was made.” Support or reject this hypothesis. You might consider the following questions: were agricultural societies different hierarchically from non-agrarian ones? Were agricultural societies more, or less, complex in culture from non-agrarian societies? Were there greater opportunities/resources for network development in agrarian societies than non-agrarian ones? Provide evidence for your position with specific examples and quotes from primary and secondary sources.