I studied this 10+ years ago. But I just saw a very concise derivation from stack exchange

Let be a Poisson counter process, with parameter . Let there be another stochastic process . Then, by Taylor series expansion,

The second equality is due to the fact that , and since .

Therefore, we have

For example, if

then