How to assess · For hiring teams

How to Assess FP&A Skills When Hiring

The test formats that actually work for FP&A, what a strong answer looks like, sample questions and a scoring rubric you can use as-is.

The short answer

Assess FP&A with a task, not a conversation: variance analysis case, driver-based forecast, ai-scored assessment (e.g. cohesyve) or business partnering role-play. Score it against written criteria you fix before you see any submissions, and weight the criteria that the role actually depends on.

Builds forecasts from drivers, not from last year plus a percentage, and can defend each driver
Explains variances by cause — volume, price, mix, timing — and separates one-offs from trends
Partners with the business: understands operations well enough to challenge assumptions
Prioritises: knows which lines matter and does not analyse everything equally

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Financial planning and analysis sits between the numbers and the decisions, and the skill is translation in both directions: turning business plans into forecasts that hold together, and turning variances into explanations a leadership team can act on. Candidates can be strong modellers and weak at the analysis, or good communicators with unreliable numbers. This page covers how to assess FP&A for analyst, manager and business partner roles: forecasting and budgeting, variance analysis, business partnering, and the judgement to focus on what moves the business.

Why FP&A is worth testing

Weak FP&A produces forecasts that are always wrong in the same direction, variance reports that describe rather than explain, and a leadership team that stops reading them. Testing shows whether a candidate can build a defensible forecast, find the real driver behind a variance, and communicate it in a way that changes a decision — the three things the function exists to do.

What strong FP&A looks like

Builds forecasts from drivers, not from last year plus a percentage, and can defend each driver
Explains variances by cause — volume, price, mix, timing — and separates one-offs from trends
Partners with the business: understands operations well enough to challenge assumptions
Prioritises: knows which lines matter and does not analyse everything equally
Presents findings with a recommendation and a clear ask
Maintains models and processes that others can use and audit
Tracks forecast accuracy and improves it

Ways to assess FP&A

Variance analysis case

Provide actuals versus budget for a business unit with a revenue miss caused by mix and a cost overrun caused by timing. Ask for the analysis, the causes, and a one-page summary for the CFO. Sixty to ninety minutes.

Pros

Tests analysis and communication together.

Cons

Needs a crafted dataset.

Best for Analyst to manager level.

Driver-based forecast

Describe a business and its drivers and ask for a twelve-month forecast structure with the key assumptions and how they would be validated.

Pros

Tests forecasting logic.

Cons

Design-based.

Best for Any level.

AI-scored assessment (e.g. Cohesyve)

Generate a FP&A task from the job description — a variance case, a forecast design, a business-partnering scenario — with a rubric. Each candidate receives a different variant; the reasoning is scored alongside the work.

Pros

Asynchronous and consistent across a large pool; a different task per candidate removes shared answers; scores the explanation, which is where judgement shows.

Cons

Cannot run tools on the candidate's behalf; keep a human review for shortlisted finalists.

Best for Screening an applicant pool fairly before interview time is spent.

Business partnering role-play

Play a sales leader asking for a bigger budget and ask the candidate to challenge and respond.

Pros

Reveals partnering skill.

Cons

Interviewer-dependent.

Best for Business partner roles.

Cohesyve

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Cohesyve generates a unique FP&A task per candidate from your job description, with the scoring rubric attached. Questions are different for every applicant, so they cannot be shared or looked up.

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What to test

Forecasting

Whether forecasts are built from drivers.

Design a driver-based revenue forecastIdentify the three assumptions that matter mostExplain how forecast accuracy would be measured

Variance analysis

Whether they find causes.

Decompose a revenue variance into volume, price and mixSeparate timing from underlying trendPrioritise variances by materiality

Business partnering

Whether they can challenge and support.

Challenge a budget request constructivelyTranslate an operational change into financial impactExplain a finance constraint to a non-finance leader

Communication

Whether analysis becomes action.

Write a one-page variance summary with a recommendationPresent a forecast risk with optionsDesign a monthly pack for leadership

Sample FP&A questions

Revenue is 5% below budget. What do you look at first?

Entry

Look for Volume versus price versus mix, by segment; timing; separate one-offs.

What is a driver-based forecast, and why is it better than last year plus growth?

Entry

Look for Built from operational drivers; explains changes; supports scenarios.

A sales leader wants 20% more headcount. How do you respond?

Mid

Look for Ask for the plan and productivity assumptions, model the return, propose a phased or conditional approach.

Your forecast has been 10% optimistic three quarters running. What do you do?

Mid

Look for Investigate systematic bias in drivers, adjust the process, track accuracy, communicate.

Design the monthly reporting pack for a leadership team that does not read the current one.

Senior

Look for Starts from decisions, few metrics, variance with cause and action, one page first, detail behind.

Red flags

Forecasts by percentage on last year
Variance analysis that restates the numbers
Cannot explain the business behind the lines
Analyses everything equally
Reports without recommendations

Scoring rubric

Criterion	Weight	What strong looks like
Forecasting logic	25%	Driver-based, assumptions defensible.
Variance analysis	30%	Causes found and prioritised.
Business partnering	20%	Challenges constructively with business understanding.
Communication	25%	Clear, prioritised, with a recommendation.

Mistakes hiring teams make

Testing modelling mechanics only
Not including a variance case — the core of the job
Ignoring communication
Accepting analysis with no recommendation
Assuming accounting background equals FP&A skill

Roles that need FP&A

FP&A AnalystFP&A ManagerFinance Business PartnerFinancial AnalystCommercial Finance ManagerFinance Director

Common questions

Should FP&A candidates be tested on modelling?

Lightly. Modelling is a means; the analysis and communication are the job. A variance case tests both.

What is the best single FP&A question?

Ask what they look at first when revenue misses. Decomposition instinct separates analysts from reporters.

How long should an FP&A assessment take?

Sixty to ninety minutes for a variance case with a written summary.

How do I assess business partnering?

A short role-play with a budget request reveals whether they can challenge without alienating.

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