Table 2From “What is customer lifetime value?”
Which common miscalculations undermine customer lifetime value models in practice?
Table 2Which common miscalculations undermine customer lifetime value models in practice?
| Miscalculation | Why it fails | Corrective protocol |
|---|---|---|
| Using revenue instead of contribution margin | Service, infrastructure, and delivery expenses are ignored | Define a strict contribution boundary deducting all variable servicing costs |
| Assuming permanent constant retention | Hazard rates shift across customer tenure; early cohorts drop faster | Estimate empirical survival curves by customer vintage and onboarding cohort |
| Omitting cost of capital discounting | Cash flows 5 years out are treated as risk-free and liquid | Apply the corporate weighted average cost of capital (WACC) to periodic cash flows |
| Confusing contractual and noncontractual churn | Infrequent buyers are labeled as active or dead without statistical models | Deploy BG/NBD or Pareto/NBD models for noncontractual purchase streams |
| Blending distinct customer segments | High-churn SMB accounts and stable enterprise accounts average out | Calculate CLV separately across distinct contract tiers and acquisition channels |
| Over-projecting expansion rates | Net expansion from surviving top accounts masks underlying logo attrition | Model survival and expansion as separate, interacting cohort functions |
Swipe or scroll horizontally if the table is wider than your screen.
Source: Table from this essay. Sources and interpretation are given in the article.

From the essay
Growth that compounds
What is customer lifetime value?
Customer lifetime value is a discounted forecast of net contribution margin over a defined horizon, not an observed customer attribute.
Read the essayThis exhibit belongs to an essay: the numbers live here, the argument lives there.
Cite or embed
Related exhibits

Figure 1Figure
The customer lifetime value boundary card
What is customer lifetime value?

Table 1Table
Which cost-to-serve boundaries belong inside the lifetime contribution margin?
What is customer lifetime value?

Figure 1Figure
Average customer lifetime value by RFM tercile at CDNOW
What is RFM analysis?
Contact
Bring the question you're working on.
Research, a guest lecture, or a commercial question.