Variance Analysis

Prepare the comparison

Confirm entity, account hierarchy, period, currency, unit, actual/budget/forecast versions, sign convention, and materiality. Validate that compared datasets use consistent scope and mappings.

Calculate absolute variance = actual - comparison and percentage variance using a documented denominator. Treat zero or sign-changing denominators explicitly rather than presenting misleading percentages.

Decompose drivers

• Price/volume: volume effect = (actual volume - baseline volume) x baseline price; price effect = (actual price - baseline price) x actual volume.
• Mix/rate: quantify shifts among products, customers, channels, regions, grades, or contract types.
• Headcount: separate headcount, compensation rate, mix, hiring timing, attrition, bonus, and benefit effects.
• Spend: separate fixed, volume-driven, discretionary, contractual, one-time, foreign-exchange, and timing effects.

The starting value plus all signed drivers must equal the ending value. Show any residual as an unresolved item, not “other” without explanation.

Narrative

For each material variance state:

1. amount, percentage, favorable/unfavorable status, comparison, and period;
2. quantified primary and offsetting drivers;
3. the business cause and evidence;
4. whether the effect is timing, one-time, structural, or uncertain;
5. outlook, action, owner, and forecast implication.

Avoid circular statements such as “revenue increased because revenue was higher.” Distinguish proven cause from plausible hypothesis.

Waterfall and output

Limit a waterfall to a decision-useful set of drivers, verify it reconciles, and accompany it with a driver table. Rank follow-up by absolute impact, unexpected direction, recurrence, trend, controllability, and materiality. State all data limitations and required review.