Financial Analyst (FP&A Analyst)
A financial analyst builds financial models, calculates unit economics and budgets, tracks plan vs actual variances, and helps leadership make decisions about money.
What a Financial Analyst does
A financial analyst makes sure leadership has accurate figures on revenue, costs, and the profitability of the business and its divisions. They collect data from accounting and operational systems, reconcile it, build models, and explain why results differ from the plan. In high-risk verticals this role is especially important: margins depend on payment provider fees, chargebacks, reserves, FX differences, and regulatory requirements, and without regular financial analysis these items can easily get out of control.
The analyst usually works in the finance department or a FP&A (Financial Planning & Analysis) team and reports to the CFO or the head of FP&A. They work closely with product owners, marketing, the operations team, and accounting. The analyst does not maintain primary bookkeeping, which is done by accountants, but relies on their data and helps the business understand which decisions to make based on it.
In fintech and payments, the analyst often maintains models for processing, acquiring, and payouts, while in general corporate functions they are responsible for budgeting, investment decisions, and management reporting. In every case their main job is to turn a set of spreadsheets into an answer to the question of 'what to do next'.
Responsibilities
- Maintains the company's financial models and those of individual divisions: P&L, cash flow, and revenue and cost forecasts over a horizon from several months to a year
- Calculates unit economics by product, acquisition channel, and market: LTV, CAC, payback, transaction margin
- Prepares the monthly plan vs actual report, analyzes variances, and prepares explanations for leadership
- Takes part in budgeting: collects requests from departments, checks the justification of expenses, and consolidates them into the overall budget
- Analyzes payment flows: acquiring and processing fees, reserves, payout delays, chargebacks, and refunds
- Assesses the financial impact of new products, pricing, markets, and partnership agreements before launch
- Monitors data reconciliation between financial, operational, and billing systems and identifies discrepancies
- Prepares management reporting and presentations for the board of directors, investors, or the company head
Skills
- Building financial models from scratch and checking them for formula errors and flawed assumptions
- Understanding accounting logic and the relationship between the P&L, balance sheet, and cash flow
- Unit economics and the ability to break down margin by channel, product, and market
- Working with large volumes of transactional data and system exports
- Scenario planning: base, optimistic, and pessimistic cases with clear assumptions
- Presenting conclusions clearly in writing and in presentations to a non-financial audience
- Understanding payment schemes, provider settlements, and reserves
- Attention to detail and a habit of verifying data before using it
Tools
- Excel and Google Sheets, including pivot tables and complex formulas
- SQL for database extracts and reconciling data between systems
- BI tools (Power BI, Tableau, Looker) for management reporting dashboards
- The company's ERP and accounting systems, as well as billing and payment systems for primary data
- Budgeting and planning systems (both specialized and built into the ERP)
- Python or R for automating calculations and processing large exports (at a level that allows checking the logic)
How performance is measured
- Forecast accuracy: deviation of actual revenue and margin from forecast within an agreed threshold
- Time to prepare the monthly plan vs actual report after period close
- Share of variances for which the analyst provided a clear explanation before leadership asked
- Timeliness and quality of model updates when conditions change (pricing, exchange rates, fees)
- Number of discrepancies between systems identified and resolved before the final report
- Contribution to decisions: share of management decisions on budget and pricing that rely on the analysis provided
By vertical
FinTech
In fintech the analyst works with the commission model, transaction reserves, chargebacks, FX differences, and the costs of processing and KYC. It is important to understand how a change in provider pricing or the decline rate in payments will affect margin, and to be able to break down revenue by payment method and geography.
Corporate functions
In general corporate functions the analyst more often works on departmental budgets, investment requests, staff and contractor costs, and management reporting. There are fewer specific payment calculations here, but more focus on budget discipline and the justification of expenses.
Levels
Specialist
The specialist independently collects data, maintains some of the models, and prepares reports under the supervision of a manager. Their responsibility is the accuracy of calculations and timeliness. They do not make budget or strategy decisions themselves, but their analysis influences them.
How to get there
People usually move into financial analysis from an economics or finance education, from auditing, treasury, or accounting, where they already have experience with reporting and cash flows. Entry often happens through a junior financial analyst, budgeting assistant, or analyst trainee role, where the main work is data collection, reconciliations, and report preparation. Experience with numbers matters, even if it was gained in a related area such as sales, operational analytics, or billing.
To enter high-risk verticals, it helps to learn the payment infrastructure: how acquiring and processing work, provider settlements, reserves, chargebacks, and refunds. It is useful to study the basic principles of unit economics and to practice building a simple P&L model for a real or training business. Practical Excel and SQL skills usually matter more than formal certificates.
To grow, you usually need to learn not only how to calculate but also how to explain: to draw conclusions that marketing, product, and leadership understand, and to propose solutions rather than just record variances. Further along, roles open where the analyst is responsible for entire business areas, manages a budget, and takes part in strategic planning.
Next steps: Senior Financial Analyst, Head of FP&A, Finance Business Partner, Budget Manager, Chief Financial Officer (CFO)
FAQ
How is a financial analyst different from an accountant?
An accountant records business transactions according to established rules and is responsible for reporting to regulators and tax authorities. A financial analyst uses this data to understand why the business achieved a particular result, and builds forecasts and models to support decisions. Accounting answers the question 'what happened', while analysis answers 'what will happen and what to do'.
Does a financial analyst need to know programming?
For most positions, confident use of Excel and SQL is enough. Python or R are useful when data volumes are large and calculations need to be automated, but they are not a mandatory requirement to start. What matters more is the ability to verify the logic of calculations and explain the result.
How does a financial analyst work in the payments business?
They track provider fees, reserves, chargebacks, refunds, and payout timing, because these items directly affect margin. They often reconcile data from payment systems with bank statements and internal accounting. They also assess how changes in pricing or decline rates will affect profit.
What determines a financial analyst's income?
Income depends on experience, depth of understanding of the business, the complexity of the models the specialist works with, as well as company size and vertical. An analyst responsible for payment margin or investment decisions usually earns more than someone who only maintains regular reporting. Exact terms depend on the market and the specific employer.
What is the career path for a financial analyst?
Typically the path goes from specialist to senior analyst, then to head of FP&A or a finance business partner who supports a specific division. Further options include head of budgeting and chief financial officer. The choice depends on whether you are more interested in influencing business decisions or managing the finance function.
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