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Severity-adjusted error impact modeling

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Benjamin Chen, Duncan McKeen, Manik Mukherjee, Sara Bolouki

Error impact must account for asymmetry and reversibility

In credit recovery, false negatives incur near-full loss while false positives cost only minutes of analyst time. Error impact must be modeled as severity-adjusted, where severity reflects reversibility and downstream detection likelihood.

In An Agentic World Where Automation Gets Cheap, Which Work Is Worth Routing to a Human?

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Benjamin Chen, Duncan McKeen, Manik Mukherjee, Sara Bolouki·

In An Agentic World Where Automation Gets Cheap, Which Work Is Worth Routing to a Human?

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Impact(error) = s × C, where 0 < s ≤ 1
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In An Agentic World Where Automation Gets Cheap, Which Work Is Worth Routing to a Human?

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