Name the mechanism, not the symptom
Most weak commentary describes symptoms. Pipeline stagnated, deals took longer, discounting increased. Those are outcomes. ORM's Pete Furseth points at the underlying cause in most misses: something changed in the business or the market, and the plan was built on the older assumptions. A new competitor creates pricing pressure and average deal size falls. Rates rise, private equity slows deployment, buyers cut cost, and win rates drop. Uncertainty stretches the time from qualified to closed. A territory redesign leaves sellers distracted while coverage still looks fine on paper.
Each of those has a different fix, and each shows up as the same headline miss. Commentary that names which one occurred is the difference between a board conversation about correction and one about blame.
Attribute the gap in dollars
Decompose the variance until the pieces add back to the total. A typical decomposition separates volume from value: deals that never closed, deals that closed below their forecast value, and revenue expected from pipeline that was never created. Deal slippage deserves its own line, because slipped deals are a timing issue while lost deals are a demand or win rate issue. Treating them as one number hides which quarter the revenue is coming back in, if it comes back at all.
Write the seasonality in before someone asks
Quarters are not comparable by default. Pete Furseth notes that Q2 and Q4 typically run stronger than Q1 and Q3, and that the third month of a quarter outperforms the first two. Commentary that compares a Q1 result against Q4 without saying so invites a question you should have answered on the page.
Close with the action, not the apology
Every variance paragraph ends with what changes. A pricing-pressure miss changes discount approval. A slippage miss changes close-date discipline and stage criteria. A creation miss changes marketing spend or outbound capacity. Track whether the stated action moved the metric by the next meeting, and report forecast accuracy alongside it so the board can see whether the explanation held up.
Frequently Asked Questions
What makes variance commentary useful instead of decorative?
Quantified drivers. Saying the quarter came in light because of a tough market explains nothing. Stating the dollar size of the miss, then splitting it between the enterprise deals that moved to next quarter and the shortfall in average deal size against plan, gives directors something to test and something to decide on.
How much should you write?
One paragraph per material variance. Set a threshold in advance, by dollar amount or percentage, and write commentary for everything above it. Explaining every line trains readers to skip all of them, and a threshold set before the results are in stops teams from writing at length about favorable variances and briefly about unfavorable ones.
Should favorable variances get commentary too?
Yes, and for the same reason. A quarter that beat plan because two deals pulled forward from the following quarter is not the same result as one that beat plan on in-quarter creation, though both look identical on the variance line. Unexplained upside becomes next quarter's shortfall.
Who writes it?
The function that owns the driver, assembled by whoever owns the reporting package. Sales writes deal-level commentary, marketing writes pipeline creation commentary, and revenue operations reconciles them so the totals agree. Commentary written entirely by finance describes the arithmetic without the operating detail behind it.
Put these metrics to work
ORM builds custom revenue forecast models that turn concepts like revenue variance commentary into prescriptive action for your team.
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