Suppose we have a pair of information channels, $kappa_{1},kappa_{2}$, with a common input. The Blackwell order is a partial order over channels that compares $kappa_{1}$ and $kappa_{2}$ by the maximal expected utility an agent can obtain when decisions are based on the channel outputs. Equivalently, $kappa_{1}$ is said to be Blackwell-inferior to $kappa_{2}$ if and only if $kappa_{1}$ can be constructed by garbling the output of $kappa_{2}$. A related partial order stipulates that $kappa_{2}$ is more capable than $kappa_{1}$ if the mutual information between the input and output is larger for $kappa_{2}$ than for $kappa_{1}$ for any distribution over inputs. A Blackwell-inferior channel is necessarily less capable. However, examples are known where $kappa_{1}$ is less capable than $kappa_{2}$ but not Blackwell-inferior. We show that this may even happen when $kappa_{1}$ is constructed by coarse-graining the inputs of $kappa_{2}$. Such a coarse-graining is a special kind of pre-garbling of the channel inputs. This example directly establishes that the expected value of the shared utility function for the coarse-grained channel is larger than it is for the non-coarse-grained channel. This contradicts the intuition that coarse-graining can only destroy information and lead to inferior channels. We also discuss our results in the context of information decompositions.
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