Reduction potential and shadow price of China's agricultural pollutants are assessed.
A parameterized quadratic directional output distance function is used.
There is scope for further pollution abatement for China's agriculture.
The regional shadow prices and pollution costs of pollutants are heterogeneous.
Overall the pollution costs are about 6% of the agricultural gross output value.