Fossil fuel subsidy reforms can induce significant distributional shifts and price shocks.

There is significant regional variation of a reform's effects on poverty rates.

Compensation is key to protect livelihoods and win public support for reform.

Compensation schemes must be carefully tailored to account for regional variation.