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Table Table 1 Revenue operations & AI

Why is variable sales pay a risk-sharing contract when rep effort is hard to observe?

VariableQuestionError if it is hidden
Effort observabilityCan the relevant effort be verified by the principal?Hidden effort is treated as measured effort.
Effort-output uncertaintyHow predictable is the link from effort to output?A noisy outcome is treated as a clean signal.
Agent riskHow costly is outcome risk to the person doing the work?Risk transfer is treated as free.
Incentive loadingHow strongly does pay vary with the outcome?More variation is assumed to create more effort.
Wider controlWhat field management, information, or coaching exists?Compensation is asked to do every management job.

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Reference & Evidence

Source: Table from this essay. Sources and interpretation are given in the article.