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Figure Figure 1 Revenue operations & AI

The headcount counterfactual

Compare the response to the constraint. A headcount change is not a diagnosis until the evidence says which output or service burden it changes.

A five-column decision worksheet comparing three responses to a sales capacity constraint: add capacity, reallocate capacity, and improve the work system. The columns identify the constraint, evidence needed, next test, and stop condition.RESPONSEAdd, reallocate, orimprove the worksystem.CONSTRAINT RELIEVEDCoverage, service load,information work,prospecting, orproductivity.EVIDENCE NEEDEDThe observed workload andoutput that make theconstraint visible.NEXT TESTThe smallest reversiblechange and itscomparison.STOP CONDITIONWhat would show thatthis response was notthe answer.Three rows are deliberate: add capacity, reallocate capacity, and improve the work system are competing counterfactuals. Ablank constraint means the headcount request is not yet a testable response.
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Reference & Evidence

Source: Author's decision worksheet grounded in Beswick and Cravens (1977), Darmon (2002), Horsky and Nelson (1996), and Piercy, Cravens, and Morgan (1999). Blank fields are reader inputs; no local capacity or performance is supplied.

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