finance riskbudgeting and forecastingfpamonth end closevariance analysis
Complete evaluation framework
What to assess and how to score it
Review the evidence signals before interviewing. Then use the anchored descriptions—not instinct alone—to choose the score that best matches each answer.
01
Evaluation factor
Technical command
35% weight
Check command of the close: journal entries, accruals, revenue recognition under ASC 606, three-statement models, rolling forecasts, and driver-based budgets in NetSuite, Sage Intacct, or Adaptive Planning.
Evidence to listen for
Commands the instruments, models, or reporting standards the role turns on
Can build the analysis rather than only interpret someone else's
Knows the assumptions inside a model and which ones actually drive the answer
Fluent in the frameworks and disclosure regimes that apply
Five-point scoring guide
1
Poor
Cannot explain the instruments or standards they claim to work with.
2
Needs Improvement
Interprets others' analysis but cannot build or defend it.
3
Satisfactory
Solid working command; thin on unfamiliar structures or standards.
4
Very Good
Builds the analysis and knows which assumptions actually move the answer.
5
Excellent
Names their close checklist, reconciles subledgers confidently, and explains a driver-based forecast model they built from scratch, not inherited.
02
Evaluation factor
Deals and deliverables that closed
25% weight
Ask what they personally delivered: monthly close in X days, board packs, annual budget cycles, audit support schedules, headcount plans, or an ERP migration they ran.
Evidence to listen for
Names transactions, filings, or reports they worked, with size, counterparties, and their own scope
Distinguishes their contribution from the deal team's
Knows what happened afterwards, including what underperformed
Can describe one that fell over and why
Five-point scoring guide
1
Poor
No completed work; describes process rather than outcomes.
2
Needs Improvement
Involved in transactions but cannot state their own scope.
3
Satisfactory
Real deliverables with adequate ownership; outcomes described loosely.
4
Very Good
Named transactions or filings with clear personal scope and honest post-mortems.
5
Excellent
Cites concrete artefacts: a five-day close they shortened, board decks they authored, or a clean audit with no material adjustments.
03
Evaluation factor
Risk judgement
25% weight
Probe how they handle variance they cannot explain, suspected revenue cut-off errors, aggressive pipeline assumptions from sales, or a budget owner overspending mid-quarter.
Evidence to listen for
Distinguishes a modelled risk from a real one
States confidence and what would change their view
Comfortable disagreeing with a number that suits everybody
Knows the limits of the data behind a projection, especially over long horizons
Five-point scoring guide
1
Poor
Treats model output as truth; no sense of data limits.
2
Needs Improvement
Reports numbers without qualifying them; avoids unwelcome conclusions.
3
Satisfactory
Reasonable judgement; qualifies findings when prompted.
4
Very Good
States confidence unprompted and will hold an unpopular position on evidence.
5
Excellent
Describes investigating a variance to root cause, flagging it early, and adjusting forecast assumptions rather than smoothing numbers over.
04
Evaluation factor
Explaining it to decision-makers
15% weight
Assess how they present numbers to founders, department heads, and investors: translating variance into decisions on hiring, spend, runway, and unit economics.
Evidence to listen for
Explains a technical position to an investment committee, board, or regulator so they can act on it
Writes to the standard the audience is held to
Handles challenge without either caving or digging in
Works across legal, operations, and external counterparties
Five-point scoring guide
1
Poor
Cannot communicate beyond technical peers.
2
Needs Improvement
Explanations lose the audience or oversimplify to the point of error.
3
Satisfactory
Adequate with familiar audiences; less effective under challenge.
4
Very Good
Explains clearly to committees and regulators and holds up under challenge.
5
Excellent
Turns a variance report into a clear recommendation, states assumptions plainly, and pushes back on budget owners without alienating them.
Put this rubric to work
Score every candidate against the same standard
Add these weighted factors to Hirevire and let AI evaluate recorded answers against your rubric.