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Forecasting interview questions

22 forecasting questions of the kind asked in corporate finance interviews. Each carries a model answer, the concepts a complete response must hit, and graded feedback on your own attempt.

1.Build a KPI Tree

Easy

Strategy teams ask this to see whether candidates can connect operating levers to financial outcomes.

Build a KPI tree for a subscription business that wants to grow revenue faster.

Commonly asked at Salesforce, ServiceNow, HubSpot~7 min
Model answer & graded attempt

2.Build a Learning Agenda Before Scaling

Easy

Strategy teams use this to test whether candidates can turn an uncertain growth idea into a disciplined experiment.

Management wants to spend $20m rolling out a new service nationally. You believe demand is uncertain. What learning agenda would you propose before approving the full spend?

Commonly asked at Amazon, Intuit, Uber~8 min
Model answer & graded attempt

3.Build a Three-Year Revenue and Margin Forecast

Easy

The opening exercise in most modelling tests. Speed and accuracy on the basics.

Build a three-year operating forecast from the assumptions provided. Revenue grows at the stated rate each year. EBITDA and D&A are percentages of that year's revenue. Compute EBIT, then tax the result at the stated rate…

Commonly asked at Goldman Sachs, Morgan Stanley, Jefferies~10 min
Model answer & graded attempt

4.Building a 13-Week Cash Flow

Easy

The core liquidity tool for any distressed-company engagement.

What makes a 13-week cash flow forecast useful in a restructuring?

Commonly asked at Houlihan Lokey, PJT Partners, Alvarez & Marsal~7 min
Model answer & graded attempt

5.Building a 13-Week Cash Forecast

Easy

A foundational treasury interview question because weekly liquidity is managed through a short-term forecast.

Walk me through how you would build a 13-week cash forecast for a company with seasonal sales. What makes it useful rather than merely accurate-looking?

Commonly asked at J.P. Morgan, Citi, Amazon~7 min
Model answer & graded attempt

6.Building a Driver-Based Revenue Plan

Easy

FP&A interviewers use this to distinguish a planning model from a growth-rate guess.

How would you build a driver-based revenue plan for a chain of 50 stores rather than forecasting total revenue as one growth percentage?

Commonly asked at Walmart, Target, Nike~7 min
Model answer & graded attempt

7.Run Rate Is Not a Forecast

Easy

A common planning-team question when an executive asks to annualise a strong or weak recent month.

Your CEO says, “April revenue was $12m, so we are on a $144m run rate.” How would you respond?

Commonly asked at Salesforce, Procter & Gamble, Cisco~7 min
Model answer & graded attempt

8.Running a Rolling Forecast

Easy

Asked to assess whether a candidate can design a useful forecasting process rather than simply update a template.

What is a rolling forecast, and how would you run a monthly forecasting cadence without creating a burdensome process for the business?

Commonly asked at Microsoft, Google, Salesforce~8 min
Model answer & graded attempt

9.Why a 13-Week Cash Flow Matters

Easy

The standard liquidity question in a turnaround or stressed-lending process.

Why do distressed investors focus on a 13-week cash-flow forecast, and what would you challenge in one?

Commonly asked at Apollo, Oaktree, AlixPartners~8 min
Model answer & graded attempt

10.Building a Cash Downside Scenario

Medium

FP&A cases often test whether a candidate can connect an operating miss to liquidity before it becomes urgent.

A company has $30m of cash and forecasts $3m of monthly burn. A downside case could increase burn to $5m after three months. How would you build and use the scenario?

Commonly asked at J.P. Morgan, Salesforce, Airbnb~10 min
Model answer & graded attempt

11.Building a Reliable Forecast

Medium

Central to FP&A interviews. They want process, not spreadsheet skills.

Compare top-down and bottom-up forecasting. How would you build a revenue forecast for a business with 40% recurring and 60% transactional revenue, and how do you handle the fact that forecasts are usually wrong?

Commonly asked at McKinsey, Amazon, Google~11 min
Model answer & graded attempt

12.How to Treat Management Guidance

Medium

The daily judgement call in a research analyst's modelling work.

A company guides to 8–10% revenue growth. Where do you put your estimate, and why?

Commonly asked at Jefferies, Wellington, Bernstein~10 min
Model answer & graded attempt

13.Restoring Forecasting Discipline

Medium

Tests how candidates improve management cadence without creating bureaucracy.

Management misses its forecast every quarter. What would you change?

Commonly asked at Apollo, KKR, Bain Capital~10 min
Model answer & graded attempt

14.Scenario Planning for Strategy

Medium

Used in corporate strategy roles where uncertainty is high and point forecasts are misleading.

How would you build scenarios for a three-year strategic plan?

Commonly asked at Microsoft, General Electric, Alphabet~10 min
Model answer & graded attempt

15.Testing a Growth Company's Forecast

Medium

A practical diligence case for assessing whether a management plan is fundable.

Management forecasts ARR to grow from $20m to $40m next year. How would you test whether the forecast is credible?

Commonly asked at Insight Partners, General Atlantic, Battery Ventures~10 min
Model answer & graded attempt

16.Testing a Sales Capacity Plan

Medium

A practical case for FP&A teams supporting sales-led businesses.

Sales leadership proposes hiring 20 account executives. Each costs $180,000 fully loaded, takes six months to ramp, and reaches $800,000 of annual quota at 75% attainment. How would you assess the plan?

Commonly asked at Microsoft, Salesforce, HubSpot~10 min
Model answer & graded attempt

17.The CFO Wants an Answer Before the 8:00am Call

Medium

An FP&A inbox simulation turning an overnight miss into an executive recommendation.

At 7:30am the CFO forwards preliminary monthly results: “Revenue is fine, EBITDA missed by $4m. I need the cause, full-year impact and action before the 8:00 call.” Work through the files and draft the reply.

Commonly asked at Microsoft, Amazon, General Electric~12 min
Model answer & graded attempt

18.Turn a Rent Roll Into a Monthly Reforecast

Medium

A recurring analyst task in an asset-management meeting after leasing, collections or expense assumptions move away from budget.

It is the end of April on a calendar-year office budget. A 15,000-square-foot tenant representing $450,000 of annual base rent gave notice and will vacate on 30 June; the approved budget assumed renewal through year-end.…

Commonly asked at Blackstone Real Estate, Brookfield, Hines~11 min
Model answer & graded attempt

19.Update the Forecast Without Rebuilding What Did Not Change

Medium

A rolling-forecast engine checking the linked outputs affected by new actuals and operating assumptions.

The first quarter closes and two operating drivers change. Update only the affected full-year outputs, then explain the revised outlook to the CFO.

Commonly asked at Microsoft, Amazon, PepsiCo~13 min
Model answer & graded attempt

20.Building the Metrics a SaaS Board Wants

Hard

FP&A at a software company is largely metric definition and defence.

You've joined a SaaS company as its first FP&A hire. The board wants a metrics pack. What goes in it, and what definitional traps do you avoid?

Commonly asked at Insight Partners, Salesforce, Bessemer~12 min
Model answer & graded attempt

21.Forecast Update: Revise Linked FP&A Outputs

Hard

An FP&A forecast update testing whether an analyst locks actuals, changes only affected drivers, and carries the revision through linked P&L and cash outputs.

You own the rolling forecast after Q1 close. Update the linked revenue, EBITDA and operating-cash outputs as new actuals and operating assumptions arrive, then write the CFO note that distinguishes a real outlook change…

Commonly asked at Microsoft, Amazon, PepsiCo~18 min
Model answer & graded attempt

22.Running a Treasury Liquidity Stress Test

Hard

Senior treasury interviews use this to test whether the candidate can turn a macro shock into concrete financing actions.

How would you stress test a company's liquidity, and what actions would you take if the downside case shows a shortfall in nine months?

Commonly asked at J.P. Morgan, Citi, General Electric~14 min
Model answer & graded attempt

Practise these under interview conditions.

Write your answer, get it graded on technical accuracy, completeness and communication, and see exactly which mechanic you missed.

Firm names indicate where a question type is commonly reported in interviews. They are not sourced from, endorsed by, or affiliated with the firms named.

Forecasting interview questions · Prepalyst