These things are often counter intuitive. We should subsidize pollution and at the same time tax it. This allows us to strategically put an accounting framework in place that will allow us to later turn the knob to increase the taxes.

You first have to give the corporate world a gift before you take it away. Similarly to how the corporate world treats consumers.