Model with rank as the dependent variable?
Leaving aside any discussion of algorithms and statistics, you cannot predict a rank of an object without context. Are you supposed to rank it relative to your current rows, or in relationship to other new rows? For ranking algorithms based on features, you would usually want to assign an arbitrary score and then sort by it and assign ranks accordingly.