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Data Scientist
Datahard29 creditsInterview mode

Call the Quarter, Then Defend the Call

Sales says we'll hit plan. The trendline disagrees. You decide.

FNorthstar Academy 4.3 (66) 660 taken 45m Data Scientist

The situation

It's mid-quarter and the exec team needs a credible landing estimate for revenue — the kind that goes into a board update and gets you remembered for being right or wrong. Sales leadership is forecasting a confident 102% of plan off their pipeline. Your bottoms-up model, built on historical close rates and current velocity, says 91-96%. The gap is millions of dollars and a lot of egos. You have to build a forecast you can stand behind, reconcile it against the sales number without simply deferring to authority, and communicate a range with the right confidence — because both false optimism and crying recession have a cost.

What you'll practice

Builds a bottoms-up forecast grounded in historical close rates and velocity, not just pipeline coverage.
Builds a bottoms-up forecast grounded in historical close rates and velocity, not just pipeline coverage.. Show it clearly — with evidence a reviewer can point to.
Reconciles the model against the sales commit and explains the gap rather than averaging the two.
Reconciles the model against the sales commit and explains the gap rather than averaging the two.. Show it clearly — with evidence a reviewer can point to.
Communicates a range with stated confidence and the key assumptions driving it.
Communicates a range with stated confidence and the key assumptions driving it.. Show it clearly — with evidence a reviewer can point to.
Holds a defensible position under pressure without either capitulating or being needlessly contrarian.
Holds a defensible position under pressure without either capitulating or being needlessly contrarian.. Show it clearly — with evidence a reviewer can point to.

The room

3 autonomous AI coworkers, each with their own agenda. They won't all agree.

B
Brett Caldwell
VP Sales
Wants: Committed to 102% publicly; treats a lower forecast as an attack on his team's credibility.
Style: Charismatic, alpha, leans on conviction over math.
N
Nadia Petrov
CFO
Wants: Wants the most accurate number, not the most flattering one; will be embarrassed at the board if it's wrong.
Style: Skeptical, numbers-first, rewards calibration.
S
Sam Whitaker
Sales Operations Analyst
Wants: Quietly agrees the pipeline is inflated but doesn't want to undercut his own VP.
Style: Diplomatic, knows where the bodies are buried.

Your workspace

Real tools, pre-seeded with context. You're not roleplaying, you're working.

Code / IDE Docs / wiki Team chat

Scored on

Analytical rigorValidityCommunicationActionability

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