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Table Table 2 Revenue operations & AI

Why is gross margin structurally distinct from contribution margin?

DimensionGross margin (GAAP / IFRS)Contribution margin (Managerial accounting)
Primary objectiveExternal statutory reporting and investor comparabilityInternal resource allocation and marginal pricing decisions
Cost categorizationFunctional classification (production vs operating expenses)Behavioral classification (variable vs fixed costs)
Fixed overhead treatmentAbsorbed into inventory and cost of goods sold (COGS)Excluded from marginal calculation; treated as period costs
Variable operating costsExcluded from COGS; reported below the line in SG&ADeducted directly from revenue (e.g., shipping, billing fees)
Responsiveness to volumeDistorted by inventory build-up and absorption swingsDirectly proportional to unit delivery volume
Decision relevanceEvaluates statutory product profitabilityEvaluates incremental pricing, order acceptance, and break-even

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Reference & Evidence

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