Figure 2From “Pipeline coverage hides a conversion distribution”
The denominator sensitivity of sales velocity
Declare the cycle length beside the velocity ratio. A denominator change can move the ratio without proving that the sales process changed.
Figure 2The denominator sensitivity of sales velocity
Source: Author's transparent sensitivity model. Opportunities = 10, win probability = 0.20, and deal value = 100 units are held constant while declared cycle length varies. Derived outputs are illustrative, not company data or a benchmark.

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Revenue operations & AI
Pipeline coverage hides a conversion distribution
The same coverage multiple can contain different stage mixes and expected outcomes. State the probability model before trusting the total.
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