Lesson 4 of 7 · All lessons in this module
  1. What to forecast: forecast objects and principles
  2. Forecast approaches and the forecast horizon
  3. Forecasting revenue: top-down, bottom-up and non-recurring items
  4. Forecasting operating costs: COGS, SG&A and segment margins
  5. Working capital, capital investments and capital structure
  6. Integrated case: fixed assets class by class and a marketplace cost base
  7. Scenario analysis: risk factors, cost structure and sensitivityVideo lesson

Lesson 4 of 7 · 14 min

Forecasting operating costs: COGS, SG&A and segment margins

Operating cost forecasts are usually built on aggregated objects (cost of sales as a % of sales, SG&A split into variable and fixed parts, or segment margins), but they must stay coherent with the revenue forecast, including its product mix.

In short

  • Cost disclosures are less detailed than revenue disclosures, so analysts use aggregated objects: COGS, SG&A, or summary measures such as segment EBITDA or operating margins.
  • Coherence: if a low-margin product, segment or region grows faster, the overall margin should deteriorate, even if exact margins are unknown.
  • COGS is forecast as a % of sales (gross margin). Because it is large, a few basis points matter; break it into volume and price components when input costs are volatile.
  • Passing on an input cost increase in absolute amount keeps gross profit constant but lowers the gross margin %. Hedging and gradual price increases soften shocks.
  • SG&A: selling and distribution costs are largely variable (% of sales); general corporate costs are largely fixed (grow with wage inflation).

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