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FP&A

What Is FP&A? A Practical Guide to Financial Planning & Analysis

Financial planning and analysis discussion

FP&A has a branding problem.

Tell someone you work in Accounting and they have a general idea what you do.

Tell them you’re in Sales and they definitely have an idea what you do.

Tell someone you work in Financial Planning & Analysis and there is usually a small pause.

Then:

“So…finance?”

Yes.

Technically.

That clears everything up.

Even inside companies, I’m not convinced everyone knows what FP&A is supposed to do.

At one company, FP&A is essentially reporting.

At another, it’s budgeting.

Some teams are deeply embedded with Operations.

Others spend most of their lives in Excel and emerge once a month carrying a PowerPoint deck.

And somewhere right now an FP&A analyst is being asked why an expense was $37,000 over budget even though nobody invited Finance to the meeting where the expense was approved.

Welcome to FP&A.

So if you’re trying to understand what Financial Planning & Analysis actually does, I’ll give you the formal answer.

Then I’ll give you the answer I think matters.

What Is FP&A?

FP&A stands for Financial Planning & Analysis.

It is the part of Finance responsible for helping a company understand its financial performance, plan for the future and make better business decisions.

The core work typically includes:

  • budgeting
  • financial forecasting
  • financial modeling
  • variance analysis
  • management reporting
  • scenario analysis
  • performance analysis
  • strategic and operational decision support

That’s broadly consistent with how organizations such as CFI and IBM define the function. CFI describes FP&A teams as responsible for budgeting, forecasting and analysis supporting decisions by CFOs, CEOs and boards. IBM describes FP&A as the corporate finance function that analyzes financial information to support business planning and decision-making. Corporate Finance Institute

All true.

But I don’t think that list quite explains FP&A.

Here’s the way I think about it:

Accounting tells the company what happened.

FP&A helps the company figure out what happens next.

There’s obviously more overlap than that.

But if you’re new to FP&A, that’s a useful place to start.

FP&A Lives Somewhere Between the Numbers and the Business

This is what makes the job interesting.

You need to understand the financial statements.

You need to understand the business.

And then you spend much of your career discovering those two things aren’t communicating nearly as well as everyone assumes.

Sales says the pipeline looks strong.

Great.

What does strong mean for revenue?

Operations says capacity is tight.

Okay.

When does that affect margin?

HR says we’re hiring 40 people.

When?

At what cost?

Are they replacements or incremental?

Marketing says the campaign is performing well.

I’m happy for everyone.

What does that mean financially?

This is FP&A.

You take what is happening inside the business and translate it into financial consequences.

Then you take the financial consequences and translate them back into something the business can use.

The spreadsheet is somewhere in the middle.

It receives considerably more credit than it deserves.

What Does an FP&A Team Actually Do?

Let’s walk through it the way the work actually happens.

Because “budgeting, forecasting and analysis” is correct in roughly the same way that describing parenting as “providing care for children” is correct.

Technically accurate.

Missing a few details.

FP&A Builds the Budget

For a lot of companies, this is the most visible FP&A responsibility.

Finance works with leadership and department heads to build a financial plan for the upcoming year.

Revenue.

Headcount.

Compensation.

Marketing.

Technology.

Capital expenditures.

Operating expenses.

Cash.

Eventually everything gets assembled into something resembling a coherent financial plan.

I say eventually with affection.

A good budgeting process isn’t Finance deciding what everyone is allowed to spend.

It’s Finance translating the company’s strategy into resources.

If management says:

We’re going to grow 25%.

Fine.

What needs to be true?

Do we need more salespeople?

More production capacity?

More marketing?

More customer support?

More working capital?

More technology?

Can the company afford it?

That’s where FP&A comes in.

The budget should tell the financial story of what management intends to do.

Unfortunately, companies occasionally reverse the process.

They build the spreadsheet first.

Then everyone spends three months negotiating numbers.

Eventually the budget becomes the strategy because we’re tired.

I prefer strategy first.

FP&A Builds the Forecast

The budget says what we planned.

The forecast says what we currently think will happen.

Those are not the same thing.

This distinction matters more than you’d think.

Suppose the annual budget says revenue will be $100 million.

Three months into the year, customer demand softens.

Sales hiring is behind.

A major contract slips.

Your latest view says $92 million.

The forecast should say $92 million.

It should not spend the rest of the year trying to emotionally support the $100 million budget.

The number had a good run.

Let it go.

Forecasting is one of FP&A’s most important jobs because management needs an updated view of the business as reality changes. If you’re building the process itself, I’ve laid out the practical steps separately.

IBM identifies planning and forecasting as a core FP&A activity, using operating and financial information to project sales, cash flow, expenses, staffing and other future outcomes. IBM

But a forecast isn’t useful merely because Finance produces one every month.

Management needs to understand:

What changed?

Why did it change?

What happens next?

Do we need to do something?

That’s the useful part.

The forecast itself is just evidence.

FP&A Explains Why Actual Results Are Different

This is variance analysis.

Actual revenue was $48 million.

Forecast was $52 million.

Variance: negative $4 million.

Excel has completed its portion of the assignment.

Now FP&A has to do something harder.

Why?

Lower volume?

Pricing?

Customer churn?

Sales conversion?

Timing?

Product mix?

Capacity?

A one-time event?

A bad assumption?

Or did we simply forecast badly?

All possible.

IBM describes variance analysis as a way FP&A teams identify the causes of differences between actual and expected performance and help determine the appropriate response. IBM

The important word there is causes.

I don’t particularly care that revenue missed by $4 million.

I mean, I care.

I’m not a monster.

But management can’t do anything with:

Revenue unfavorable to forecast by $4 million.

That’s arithmetic.

FP&A should get underneath it.

Favorable Variances Count Too

This has become a small obsession of mine.

When something misses negatively, companies become extremely curious.

Find the driver.

Call Sales.

Check the model.

Schedule a meeting.

Possibly schedule a second meeting because the first meeting discovered another meeting was required.

When something beats forecast?

Nice job.

Next slide.

I don’t understand this.

If gross margin was expected to be 32% and came in at 36%, something happened that we didn’t expect.

Maybe pricing improved.

Maybe product mix changed.

Maybe productivity increased.

Maybe input costs dropped.

Maybe the forecast assumption was wrong.

Maybe we got lucky.

I want to know.

A favorable variance is still the business disagreeing with our expectations.

Sometimes the good news is the clue.

FP&A Builds Financial Models

This is the part everyone associates with Excel.

And yes, FP&A builds models.

Revenue models.

Headcount models.

Cash models.

Three-statement models.

Pricing models.

Investment models.

Scenario models.

Models for things management has not yet named but would like answered by 3:00.

Financial modeling is essentially a way to translate assumptions about the business into financial outcomes.

If we hire 20 people, what happens?

If pricing rises 5%, what happens?

If volume falls 10%, what happens?

If we open another location?

Acquire a company?

Lose a customer?

Delay hiring?

Enter a new market?

A model lets management test the financial consequences before doing something expensive.

This is why I don’t judge models by how impressive they look.

I’ve seen beautiful models.

Beautiful colors.

Beautiful formatting.

Beautiful formulas.

Tabs everywhere.

A small work of art.

Then you ask where the revenue assumption came from.

Silence.

Apparently 12% arrived independently.

I have trust issues with beautiful models for exactly this reason. If you’re reviewing one before relying on it, here’s how I review a financial model before I trust it.

The model is only as useful as the assumptions underneath it.

FP&A Runs Scenarios

Management would understandably like Finance to tell them what is going to happen.

Finance would also enjoy this ability.

Unfortunately, the future remains uncooperative.

So we build scenarios.

Base case.

Upside.

Downside.

Maybe several operating cases.

Scenario planning helps management understand what the business could look like under different assumptions and, more importantly, what management might do about it.

IBM includes scenario modeling among the core tools FP&A uses to evaluate alternative business actions and changing market conditions. IBM

The point isn’t to create as many scenarios as possible.

We have computers now.

They can create scenarios all day.

The executive team still has 45 minutes.

I care about the scenarios that change a decision.

If Scenario 14 and Scenario 15 result in exactly the same management action, I am emotionally prepared to lose one.

FP&A Helps Decide Where Money Goes

This is where FP&A starts getting closer to strategy.

Companies have limited resources.

Even very profitable companies.

You cannot hire everyone.

Fund everything.

Enter every market.

Build every product.

Acquire every company.

Well, you can try.

Finance will eventually meet you.

FP&A helps management evaluate the tradeoffs.

If we put another $5 million into Sales, what’s the expected return?

Should we add production capacity?

Can we afford the acquisition?

Do we hire now or wait?

Should we discontinue an unprofitable product?

What happens to cash if growth accelerates?

Which projects deserve capital?

These are financial questions.

They’re also business questions.

AFP describes FP&A’s overarching purpose as optimizing the use of capital and resources by supporting business decisions. AFP Dynamic

That’s closer to how I think about the job.

FP&A Should Understand Cash

I have a soft spot for cash.

Revenue gets more attention.

EBITDA gets invited to all the meetings.

Cash quietly determines whether everyone still has jobs.

FP&A should understand how operating decisions affect cash.

Customer collections.

Inventory.

Vendor payments.

Payroll.

Debt.

Capital expenditures.

Taxes.

Growth.

Working capital.

A company can be profitable on paper and still have a cash problem.

Growth itself can consume cash.

This becomes especially important in companies with tight liquidity, significant working capital requirements, debt obligations or rapid growth.

Sometimes the most sophisticated thing Finance can do is look at the bank account.

Very advanced.

FP&A Works With the Rest of the Company

This is the part I think separates average FP&A from really good FP&A.

You cannot do the job entirely from Finance.

You need Sales.

Operations.

Marketing.

HR.

Product.

Customer Success.

Supply Chain.

Whatever functions actually run your business.

Because they know things your financial statements don’t know yet.

Sales knows a large deal is slipping.

Operations knows production is struggling.

HR knows those hires won’t start next month.

Customer Success knows a major customer is unhappy.

The P&L finds out later.

FP&A should find out earlier.

That’s why business partnering matters.

Not because Finance needs another phrase for LinkedIn.

Because your forecast cannot contain information nobody told you.

FP&A Is Not Accounting

This question comes up constantly.

Accounting and FP&A are both part of Finance, but they generally approach the business from different directions.

Accounting is primarily responsible for accurately recording and reporting what has already happened.

FP&A is primarily responsible for using that information to understand performance and plan what might happen next.

IBM explicitly distinguishes Accounting’s historical and compliance orientation from FP&A’s forward-looking role, while CFI describes FP&A professionals as analyzing operational and financial information to anticipate future results and support corporate decisions. Corporate Finance Institute

I don’t like framing this as one being more strategic than the other.

Good Accounting is incredibly important.

FP&A can’t do much with unreliable actuals.

If the foundation is wrong, the forecast becomes a very sophisticated opinion.

I would rather Accounting and FP&A work closely together.

One protects the integrity of what happened.

The other asks what it means for what happens next.

Same business.

Different questions.

What Does an FP&A Analyst Do?

At the analyst level, the work often includes:

building and updating forecasts,

preparing management reports,

analyzing variances,

maintaining financial models,

collecting information from business teams,

tracking KPIs,

supporting budgeting,

and performing ad hoc analysis.

CFI describes FP&A analysts as gathering data, building models, analyzing financial activity and creating reports for department leaders, with more senior roles taking on greater responsibility for forecasting, scenario analysis and executive decision support. Corporate Finance Institute

But if you’re an analyst reading this, I want you to know something.

The technical work is important.

Learn Excel.

Learn modeling.

Understand Accounting.

Learn your systems.

Please understand the three financial statements.

I’m begging you.

But your career gets much more interesting when you stop seeing the spreadsheet as the work.

The spreadsheet is where you organize what you know.

Your value comes from understanding what it means.

What Makes Someone Good at FP&A?

Curiosity.

This would be near the top of my list.

The best Finance people I’ve worked with are difficult to satisfy with explanations.

Not difficult with people.

There’s a difference.

Revenue missed because volume was down.

Why?

Volume was down because customers ordered less.

Why?

Customers ordered less because demand softened.

Where?

Which customers?

When?

Why didn’t we see it earlier?

What does it mean for next month?

Eventually somebody wants you to stop asking questions.

You’re probably getting close.

You also need judgment.

Not every variance matters.

Not every analysis deserves another hour.

Not every model needs 14 tabs.

Sheet1 through Sheet14 is not a personality.

Good FP&A people learn where to spend their attention.

That’s harder to teach than Excel.

What Does an FP&A Manager or Director Do?

As you move up, the job changes.

You’re still responsible for the numbers.

But increasingly, you’re responsible for the system around the numbers.

The forecasting process.

The planning calendar.

The team.

The relationship with department leaders.

The quality of assumptions.

The communication with executives.

The connection between strategy and financial plans.

The speed with which Finance can answer questions.

CFI describes FP&A managers as leading analysts while working closely with executives on budgeting, forecasting, modeling and decision support; directors and VPs typically oversee the broader FP&A function and strategic financial planning. Corporate Finance Institute

This is where technical brilliance alone stops being enough.

You have to influence people who don’t report to you.

A delightful feature of Finance leadership.

What Does the CFO Want From FP&A?

Usually not another report.

The CFO can get reports.

What the CFO needs is help seeing around corners.

What’s changing?

Where are we exposed?

What assumptions are becoming less believable?

Where are we spending differently?

What’s happening to cash?

What happens if growth slows?

What happens if growth accelerates?

Where should management intervene?

Current 2026 FP&A research describes CFO expectations as increasingly moving beyond financial reporting toward dynamic forecasting, business agility and strategic partnership, while many Finance teams remain constrained by manual processes and legacy workflows. IBM

That evolution makes sense to me.

FP&A shouldn’t just describe the business.

It should help management navigate it.

What Doesn’t FP&A Do?

This depends heavily on the company.

And this is where job descriptions become entertaining.

At one company, FP&A owns pricing.

At another, Strategy does.

Some FP&A teams own cash forecasting.

Some Treasury teams do.

Some own board reporting.

Some don’t.

Some support M&A.

Some support Sales commissions.

Some somehow inherit systems administration because somebody once demonstrated technical competence.

Be careful with that.

Competence attracts work.

There is no universal FP&A org chart. The right FP&A team structure depends on what the business actually needs Finance to carry.

Company size, industry, ownership, complexity and the rest of the Finance organization all matter.

That’s why I care less about whether FP&A owns a particular task and more about whether someone is helping management understand the financial consequences of decisions.

If nobody is doing that, you’ve found the gap.

When Does a Company Need FP&A?

Usually before the company realizes it needs FP&A.

Early-stage companies can often manage planning through the CEO, CFO, Controller or another Finance leader.

Then complexity arrives.

More employees.

More departments.

More products.

More customers.

More investors.

More locations.

More uncertainty.

More questions.

Eventually somebody asks:

Can someone tell me what happens if we do this?

And the answer requires more than pulling last month’s financial statements.

That’s when FP&A starts becoming increasingly valuable. I’ve broken out the signs that a company has outgrown basic Finance separately.

In smaller organizations, the work may initially live with the CFO, Controller or even owner rather than a dedicated FP&A team. CFI similarly notes that smaller businesses may not have a separate FP&A position, while larger companies commonly develop dedicated teams. Corporate Finance Institute

You don’t need to wake up one morning and hire eight analysts.

Please don’t.

Start with the decisions the business needs help making.

Then build the FP&A function around those.

What Does Good FP&A Look Like?

Here’s my test.

Not:

How many reports does Finance produce?

How sophisticated is the model?

What software are they using?

How many dashboards exist?

I want to know what happens when something changes.

Revenue starts slipping.

Does Finance see it early?

Do they know why?

Can they estimate the financial impact?

Can they explain it clearly?

Can they tell management what assumptions changed?

Can they model the available choices?

Can they help leadership decide what to do next?

That’s FP&A.

Everything else supports that.

AI Is Going to Change FP&A

Obviously.

AI can already help with data preparation, forecasting, variance analysis, modeling, reporting and other repetitive analytical work. IBM’s current view of AI in FP&A focuses heavily on automating data work, improving forecasting and giving Finance more capacity for business partnering and strategic decision support. IBM

I’m excited about that.

I have no emotional attachment to manually updating a report.

If AI wants it, it can have it.

I’ll help pack.

What interests me is what happens afterward.

If machines get better at producing forecasts, reports and analysis, FP&A’s value shifts even more toward judgment.

Which assumptions matter?

What changed in the business?

Which scenario deserves attention?

What should management do?

Who needs to know?

What question aren’t we asking?

That’s not less Finance.

I think it’s more of the interesting part.

Although we should think carefully about how junior people learn when AI removes some of the work that taught previous generations how the business fits together.

I don’t have a tidy answer to that yet.

I’m suspicious of tidy answers anyway.

So What Does FP&A Actually Do?

If you’ve made it this far, you deserve something better than another definition.

FP&A helps a company understand three things:

Where are we?

Where are we going?

What should we do about it?

Accounting gives us reliable information about where we’ve been.

The business gives us information about what’s happening now.

FP&A connects those things to what might happen next.

Then management makes a decision.

At least that’s the idea.

Sometimes management asks for another scenario.

That’s fine too.

We’re used to it.

But if you’re trying to build a good FP&A function, develop your career in FP&A, or figure out what you should expect from your existing team, I wouldn’t start by asking how many reports Finance produces.

I’d ask a simpler question:

Does this team help us make better decisions?

If the answer is yes, you’re probably looking at good FP&A.

If the answer is no, I don’t care how beautiful the dashboard is.

And you already know how I feel about beautiful things with unsupported assumptions.

They make me nervous.

Where to Go Next

If you’re building the function itself, start with how to build an FP&A function. If the immediate problem is the forecast, use the FP&A forecasting process. And if you’re deciding whether the company has reached the point where it needs dedicated FP&A, read when a company needs FP&A.

1 Comment/by Sarah Schlott
Tags: AI in finance, Budgeting, CFO, Finance Business Partnering, Finance Leadership, Financial Forecasting, Financial Modeling, Financial Planning & Analysis, FP&A, Scenario planning, strategic finance, Variance Analysis
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https://sarahgschlott.com/wp-content/uploads/2026/09/pexels-yankrukov-7691694-modified-scaled.jpg 1707 2560 Sarah Schlott https://sarahgschlott.com/wp-content/uploads/2026/08/icon-10c-two-blob-light_clearspace-300x300.png Sarah Schlott2026-09-30 07:47:002026-10-02 09:02:48What Is FP&A? A Practical Guide to Financial Planning & Analysis
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1 reply
  1. Sarah Schlott
    Sarah Schlott says:
    October 2, 2026 at 12:31 pm

    The part of FP&A that’s hardest to explain is usually the part that matters most: turning operating changes into financial consequences. What does your organization expect FP&A to own?

    Reply

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