How to Answer “What are pro forma adjustments and why do we make them?” in Investment Banking Interviews
“What are pro forma adjustments and why do we make them?” is a common prompt in pro forma adjustments investment banking interviews because it sits right at the intersection of accounting, financial modeling, and valuation.
A strong analyst-level answer defines pro forma adjustments clearly, explains the purpose (comparability and normalisation), and gives a few concrete examples you’d actually build into a model (run-rate synergies, one-offs, new debt interest, D&A changes).
What Interviewers Test on Pro Forma Adjustments
Interviewers use this question to check whether you can separate reported financials from economically relevant financials. In banking work you constantly move between GAAP/IFRS numbers and the “as-if” view you need for valuation, credit metrics, and deal negotiation.
They’re also testing modelling judgement: what is a legitimate adjustment vs. a cosmetic one. You should show you understand the difference between (a) one-time, non-recurring items that distort run-rate earnings and (b) ongoing costs that should remain in the base.
Finally, it’s a communication test. Can you explain pro forma adjustments in plain language, then quickly translate that into mechanics (where it hits the P&L, cash flow, and balance sheet) and the impact on metrics like EBITDA, EBIT, net income, leverage, and valuation multiples?
Pro Forma Adjustments Explained: A Structured Answer Framework
- 1
Step 1: Define pro forma adjustments (and where they show up)
Start with a clean definition: pro forma adjustments are changes you make to historical or forecast financials to present an “as-if” view of the business—typically to reflect a transaction, normalise for unusual items, or align accounting policies.
Be explicit about the usual outputs in investment banking: you most often adjust EBITDA/EBIT for valuation and leverage, and you may also adjust net income/EPS for accretion/dilution. In models, adjustments can be (1) reclasses (presentation), (2) add-backs/knock-outs (earnings normalisation), or (3) new ongoing items that will exist post-deal (financing costs, incremental D&A).
A helpful sentence to include in financial modeling interview prep contexts: “Pro forma is not ‘made up’; it’s a documented bridge from reported numbers to a consistent, post-transaction run-rate.”
- 2
Step 2: Explain why we make them (the investment banking logic)
Give 3–4 reasons that map to real workstreams. First, comparability: investors and buyers need apples-to-apples periods and peers (e.g., consistent accounting, removing a one-time legal settlement). Second, normalised run-rate performance: valuation should reflect sustainable earnings/cash generation, not temporary noise.
Third, deal impact: in M&A and LBO contexts you need to show the combined company “as if” the transaction happened at the start of the period—capturing synergies, incremental costs, new financing, and purchase accounting effects.
Fourth, decision-making and covenants: lenders and internal investment committees focus on metrics like leverage and interest coverage that often use adjusted EBITDA; the point is to reflect recurring capacity to service debt, while being conservative about what truly recurs.
- 3
Step 3: List common pro forma adjustments in investment banking (with quick examples)
Anchor your answer with examples that interviewers recognise:
- Non-recurring items (normalisation): remove one-time restructuring charges, litigation settlements, asset sale gains/losses, disaster-related costs—only if truly non-recurring.
- Run-rate synergies (deal case): cost savings from headcount reduction or vendor consolidation, typically phased in and sometimes haircut for timing/one-off costs.
- Transaction costs: banker/legal/accounting fees are usually excluded from adjusted EBITDA, but you still model cash outflows and tax effects where relevant.
- Financing effects: incremental interest expense from new debt, commitment fees, debt issuance amortisation; this affects net income and cash flow.
- Purchase accounting: step-up in depreciation/amortisation from fair value adjustments and intangibles (impacts EBIT/NI), plus deferred tax effects.
- Accounting policy alignment: e.g., leases, revenue recognition timing, capitalisation policies—done to improve comparability in a combined model.
Tie it back to “pro forma adjustments explained”: each item should have a rationale, a source, and a clear place in the statements.
- 4
Step 4: State the rules of thumb and sanity checks (what makes an adjustment credible)
Interviewers like to hear restraint. Mention a few guardrails:
- Recurring vs. non-recurring: if it happens every year, it’s probably not an add-back.
- Double counting: don’t add back restructuring charges and also assume full run-rate synergies without modelling the one-time costs to get there.
- Cash vs. non-cash: an EBITDA add-back might still be a real cash cost (or vice versa); keep the cash flow statement honest.
- Tax and minority interests: if you adjust pre-tax earnings, be consistent when you translate to net income/EPS.
- Reconciliation: you should be able to bridge from reported to adjusted numbers in a simple schedule that someone can audit.
Close this step with the investment banking technical questions lens: “The goal is a defendable set of numbers that a buyer, lender, and IC can all follow.”
Model Answer for Investment Banking Technical Questions (Analyst)
Pro forma adjustments are changes we make to reported or historical financials to show an “as-if” view—either to normalise earnings for unusual items or to reflect the business on a post-transaction basis. We make them so the numbers are comparable and more representative of sustainable, run-rate performance.
In investment banking, the most common place this shows up is adjusted EBITDA and, depending on the analysis, pro forma EBIT or net income for accretion/dilution. For example, if a company had a one-time litigation settlement or a gain on an asset sale, you might remove that from EBITDA to avoid valuing the business on a distorted year. In an M&A model, you’d also build pro forma adjustments to reflect the deal: add expected run-rate synergies, include incremental interest expense from new debt, and incorporate purchase accounting impacts like stepped-up amortisation of intangibles.
The key is that pro forma isn’t arbitrary. Each adjustment should have a clear rationale, be supported by disclosure or deal assumptions, and be shown as a bridge from reported to adjusted results. I also sanity-check that we’re not adding back recurring costs, not double counting synergies versus restructuring costs, and that the cash flow statement still captures real cash outlays like transaction fees. The end product is a set of metrics that are defensible for valuation and credit ratios, and consistent with how the business will look going forward.
- Open with a definition + purpose before listing examples.
- Name the outputs bankers care about (adjusted EBITDA, pro forma EPS, leverage).
- Use 2–3 realistic adjustments (one-off, synergies, financing/purchase accounting).
- Add a credibility check: recurring vs non-recurring, cash vs non-cash, reconciliation bridge.
- Keep the tone neutral—pro forma is about consistency, not “making numbers look better.”
Common Errors in Pro Forma and Financial Modeling
- Treating pro forma adjustments as purely cosmetic add-backs rather than a documented reconciliation to an “as-if” scenario.
- Listing only one-offs and ignoring deal-related mechanics like incremental interest, purchase accounting D&A, or transaction costs.
- Claiming items are “non-recurring” when they happen regularly (e.g., frequent restructuring) and losing credibility.
- Forgetting where adjustments belong: EBITDA changes don’t automatically flow to cash unless you model working capital, capex, and taxes consistently.
- Double counting synergies while also excluding the costs required to achieve them (integration, severance, system migration).
- Speaking in abstractions without one concrete example and without stating which metric is being adjusted (EBITDA vs net income).
Follow-Ups You’ll Hear in Financial Modeling Interview Prep
What’s the difference between pro forma revenue and pro forma EBITDA adjustments?
Pro forma revenue changes are typically about “as-if” timing/ownership or accounting policy alignment, while pro forma EBITDA adjustments usually normalise operating profitability and reflect synergies or ongoing cost changes.
How do transaction fees get treated in a pro forma model?
They’re often excluded from adjusted EBITDA as non-recurring, but you still model the cash outflow (and any tax effect) so the financing and cash balance remain accurate.
Are pro forma adjustments the same as ‘adjusted EBITDA’ disclosures?
They overlap, but pro forma can include deal-specific “as-if” changes (financing, purchase accounting), whereas company-reported adjusted EBITDA is usually a management-defined normalisation of historical performance.
How do you decide whether a restructuring charge should be added back?
If it’s truly one-time and not part of a pattern, an add-back may be reasonable, but if restructuring is recurring you should be cautious and treat it as part of the run-rate cost base.
Where do purchase accounting adjustments typically hit the statements?
Commonly through higher D&A from fair value step-ups and amortisation of intangibles on the P&L, with related deferred tax impacts and potential working capital/fair value changes on the balance sheet.
How to Practise for Investment Banking Interview Prep
- Build a 30-second core: definition + why (comparability and run-rate) + where it’s used (EBITDA, EPS, leverage).
- Practise three “banker-standard” examples: one-off normalisation, synergies, and financing/purchase accounting.
- Rehearse a simple bridge: Reported EBITDA → add back non-recurring → subtract dis-synergies/incremental run-rate costs → Pro forma EBITDA.
- In mock sessions, force yourself to state which metric you’re adjusting and why that metric matters for valuation or credit.
- Use AceTheRound to practise explaining the mechanics out loud and get feedback on whether your adjustments sound defensible and internally consistent.
Ready to practice with AceTheRound?
Create an account to unlock AI mock interviews, feedback, and the full prep library.