Take the exposure as known and positive. The Poisson distribution log-likelihood, up to a parameter-independent constant, is . Its first two derivatives are
Since , the Fisher information is
The Jeffreys prior is proportional to its square root. Removing the constant gives
This is an improper prior: its integral diverges at infinity.

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