As the roman government became more efficient, it took on more functions. to pay for these services, rome

The answer to this question is increased taxes on farmers who lived outside of Italy
Larger government will always result in larger government spending (which will led into a higher amount of tax that must be paid). Since roman do not want its people to turn on them due to the increase in tax, Roman government decided to take it from the people outside their empire.