Investment Banking interview preparation
Every question below is either traced to a named firm from a public candidate report, or tagged at desk level when we could not trace it. Answers are written the way you would actually say them out loud — answer first, then the mechanism, then the limitation.
100 questions, mapped to the firms that asked them
- Questions
- 100
- Traced to a firm
- 100
- Firms
- 46
- Updated
- September 2026
010I am showing you a set of financials where one number is wrong. Find the error.JefferiesInvestment Banking · New York · 2025
Say this
I would check whether the balance sheet balances first, then whether the cash flow statement ties to the change in cash, then whether the income statement subtotals add. One of those three checks will catch almost any planted error.
Then walk it
- First test: do assets equal liabilities plus equity? If not, the error is a balance sheet line or a missing retained earnings flow.
- Second test: does ending cash on the cash flow statement match the balance sheet cash? A break here points to a missing working capital or financing line.
- Third test: does net income on the cash flow statement match net income on the income statement? People plant errors right there.
- Then sanity-check the ratios. A gross margin that moved 800 basis points with no explanation, or D&A larger than gross PP&E, is usually the plant.
- I would say my checks out loud as I run them, so you can see the process even if I have not found it yet.
Where candidates lose it
Going silent and hunting line by line. This question tests whether you have a systematic tie-out routine, not whether you have sharp eyes. Narrate the three checks; the process is the answer.
Expect next
- You found it. What would you do next if this were a live client model?
- Which single ratio tells you most about earnings quality?
- How would you audit a model you inherited from a departing analyst?
Reported by candidates at Jefferies (Investment Banking, New York, 2025). Source: Wall Street Oasis.
012Do a DuPont analysis for a hospital business.Credit SuisseInvestment Banking · Mumbai · 2020
Say this
DuPont splits return on equity into net margin, asset turnover and leverage. For a hospital the story is almost always thin margins, heavy assets and therefore low turnover, with leverage doing a lot of the work on ROE.
Then walk it
- ROE equals net margin times asset turnover times the equity multiplier. Three levers, and each one tells a different operating story.
- Net margin for a hospital is driven by payer mix and case mix. Private-pay and high-acuity surgical work carry far better margin than government-scheme volume.
- Asset turnover is structurally low, because you have bought land, a building and imaging equipment. The operating metric behind it is occupancy and average revenue per occupied bed.
- That heavy asset base is why leverage matters so much. Hospitals fund expansion with debt, so the equity multiplier is doing real work in the ROE.
- The banker's conclusion: a hospital chain improves ROE mainly by filling existing beds and shifting case mix, not by cutting costs. Incremental occupancy has almost no marginal cost.
Where candidates lose it
Reciting the DuPont formula and stopping. The question names a hospital on purpose. If you cannot say what drives each of the three terms for that specific business, you have shown formula recall and nothing else.
Expect next
- Which of the three levers would you push first?
- What metrics would you ask the CFO for?
- How would this look different for a diagnostics chain?
Reported by candidates at Credit Suisse (Investment Banking, Mumbai, 2020). Source: Wall Street Oasis.
014Walk me through what OpenAI's income statement probably looks like.LazardInvestment Banking · San Francisco · 2026
Say this
Large and fast-growing revenue from subscriptions and API usage, a gross margin far below normal software because inference costs real compute, then enormous R&D and compute spend that puts operating income deeply negative.
Then walk it
- Revenue splits into consumer subscriptions, enterprise seats, and API consumption. The API line is usage-based, so it behaves more like a utility than like seat-based SaaS.
- Cost of revenue is the interesting part: every query costs GPU time. That is why gross margin sits well below the 75 to 85 percent you would expect from software.
- Below that, R&D dominates, and most of it is training compute plus a small number of very expensive people.
- Sales and marketing is unusually light for the growth rate, because distribution has been largely organic.
- So the shape is high growth, compressed gross margin, and a big operating loss funded by capital rather than cash flow. If I were valuing it I would care most about whether inference cost per query is falling faster than usage is rising.
Where candidates lose it
Treating it as generic SaaS with 80% gross margins. The entire point of the question is whether you understand that inference is a variable cost of goods sold. Name that and you have answered it, even if every number you guess is wrong.
Expect next
- How would you value it then?
- What would you need to believe for this to be worth its last round?
- Compare the business model to Microsoft's.
Reported by candidates at Lazard (Investment Banking, San Francisco, 2026). Source: Wall Street Oasis.
034How would you value a pre-revenue healthcare company?Piper SandlerInvestment Banking · New York · 2026Moelis & CompanyMergers and Acquisitions · Los Angeles · 2022
Say this
A risk-adjusted DCF built asset by asset. For each drug candidate, forecast peak sales after launch, discount back, then multiply by the cumulative probability of clinical and regulatory success for that phase.
Then walk it
- Value each pipeline asset separately. A Phase III candidate and a preclinical one are completely different risks and cannot share a discount rate.
- For each asset: estimate the addressable patient population, penetration, price and duration of therapy to build peak sales, then shape the ramp and the patent cliff.
- Apply probability of technical and regulatory success. Industry benchmarks run roughly 60 to 70 percent from Phase III, around 30 percent from Phase II, and low single digits from preclinical.
- Discount at a high rate, often 10 to 15 percent, and net off the cash burn until launch. Then sum the assets and add the cash on the balance sheet.
- Cross-check against what the market pays. EV per pipeline asset by phase, precedent biotech M&A, and the last private round. And say plainly that the answer is a wide range, because a single readout can move it by a factor of three.
Where candidates lose it
Reaching for revenue multiples when there is no revenue, or building one DCF for the whole company. The technique is per-asset and probability-weighted. If you cannot name roughly what a Phase II success rate looks like, you have not prepared the sector.
Expect next
- What probability would you use for a Phase II asset?
- How do you handle the patent cliff?
- What would you cross-check this against?
Reported by candidates at Piper Sandler (Investment Banking, New York, 2026); Moelis & Company (Mergers and Acquisitions, Los Angeles, 2022). Source: Wall Street Oasis.
035How would you value a telco versus a software company?Credit SuisseInvestment Banking · Sydney · 2020
Say this
The telco is a capital-intensive, low-growth cash cow, so you value it on EV/EBITDA and EV/EBITDA less CapEx, and you care about the dividend. The software company is asset-light and growth-driven, so you value it on revenue multiples adjusted for growth and retention.
Then walk it
- For the telco, EBITDA is large but so is CapEx on spectrum and network, so EV/EBITDA alone flatters it. EV/EBITDA less CapEx, or EV/EBIT, is the honest read.
- Telco value is also driven by regulation, spectrum holdings and subscriber metrics like ARPU and churn. A DCF works well because the cash flows are predictable.
- For the software company, current earnings are suppressed by growth spending, so EV/EBITDA is close to meaningless. EV/revenue against growth rate is the working metric.
- The quality tests for software are net revenue retention, gross margin and the rule of forty, growth plus margin. Those determine whether a revenue multiple is deserved.
- So both get a DCF, but the telco DCF is credible on near-term cash flows while the software DCF is almost entirely terminal value. That difference is the real answer: you trust the telco's forecast and you stress-test the software company's.
Where candidates lose it
Treating it as a list of two metric sets. The interviewer wants you to notice that the DCF is reliable for one and mostly assumption for the other. That structural insight is the answer.
Expect next
- What is the rule of forty?
- What is the formula for net revenue retention, gross retention and churn?
- Which would you rather own at today's multiples?
Reported by candidates at Credit Suisse (Investment Banking, Sydney, 2020). Source: Wall Street Oasis.
040Would Blackstone or Nike pay more to acquire Adidas, and why?NomuraInvestment Banking · New York · 2026
Say this
Nike, on economics. A strategic buyer can pay for synergies a sponsor cannot: overlapping supply chain, shared distribution and marketing scale. Blackstone only has financial engineering and whatever operational improvement it can drive alone.
Then walk it
- Nike's ceiling is intrinsic value plus synergies. Procurement, logistics, retail footprint and back office overlap are all real, so the synergy pool is large.
- Blackstone's ceiling is whatever price still clears its target return, typically a low-to-mid twenties IRR over five years. No synergies, so the value has to come from leverage, multiple expansion and operational improvement.
- So on paper the strategic wins, and that is the standard answer.
- But the deal would never happen for Nike. Combining the two largest athletic brands would be blocked on competition grounds in every major market. A buyer who cannot close cannot be the highest bidder in any real sense.
- So the honest answer is: Nike can pay more and will not be allowed to; Blackstone can actually transact. And a sponsor can sometimes win anyway on speed, certainty and no antitrust review, which is why sellers do not always take the highest nominal number.
Where candidates lose it
Giving the textbook 'strategics pay more' answer without noticing that this particular pairing is an antitrust impossibility. The firm names were chosen deliberately. Spotting that is the whole test.
Expect next
- Who typically pays more, a sponsor or a strategic?
- Who would be a realistic buyer then?
- When does a seller take the lower bid?
Reported by candidates at Nomura (Investment Banking, New York, 2026). Source: Wall Street Oasis.
044If you were the buyer, what would you consider before doing this acquisition?EvercoreInvestment Banking · Menlo Park · 2025
Say this
Four things in order: is the target worth what I am paying on a standalone basis, what synergies are genuinely achievable, can I fund it without breaking my own credit profile, and can I actually integrate it.
Then walk it
- Standalone value first. Run the DCF and comps on the target alone, ignoring any synergy, so you know what you are paying for the business as it is.
- Then synergies, split into cost and revenue, with a probability attached. Cost synergies are largely deliverable; revenue synergies are usually aspirational and I would haircut them heavily.
- Then funding and credit. What does pro forma leverage look like, does it breach covenants, does it cost the acquirer its rating? A deal that triggers a downgrade can be value-destructive even if it is accretive.
- Then integration and diligence risk: customer concentration, key-person dependency, systems compatibility, culture, and anything in the quality-of-earnings work that suggests the EBITDA is not real.
- And the deal-breaker screen: antitrust, foreign investment review, and change-of-control clauses in the target's major contracts. Those are the things that kill deals after you have paid the fees.
Where candidates lose it
Producing an unstructured list of worries. Structure is the point. Standalone value, then synergies, then financing, then integration, then closing risk. Give the frame first, then populate it.
Expect next
- Which synergies would you actually put in the model?
- How would you diligence the quality of earnings?
- What would make you walk away?
Reported by candidates at Evercore (Investment Banking, Menlo Park, 2025). Source: Wall Street Oasis.
045Based on the financials in front of you, would you advise this company to sell or not?Harris WilliamsInvestment Banking · Richmond · 2024Lincoln InternationalMergers and Acquisitions · New York · 2025
Say this
I would answer the question directly with a recommendation, then defend it on three axes: where the business is in its own trajectory, where the market is in its cycle, and what the owner actually wants.
Then walk it
- Sell into strength. If margins have just peaked, growth is decelerating, and the sector is trading at a cyclical high multiple, that is the moment. Buyers pay for the next three years, not the last three.
- Hold if there is a visible, fundable value-creation step the current owner can capture: a margin programme half done, a new facility about to come online, a contract about to be signed. Let the buyer pay for the result, not the plan.
- Then the owner's own position. A founder with all their net worth in one asset has a diversification reason to sell that has nothing to do with the multiple. A partial sale can solve that.
- Test the buyer universe before recommending a process. A thin buyer list means a weak auction and a weak price, whatever the financials say.
- Then commit. Something like: given decelerating growth, peak margins and a deep strategic buyer list, I would run a process now and target the strategics.
Where candidates lose it
Hedging. Middle-market bankers ask this to see whether you can make a recommendation on incomplete information. Saying 'it depends' and stopping is a fail. Pick a side, then name what would change your mind.
Expect next
- Who would be a dark horse buyer?
- Build me the buyer universe.
- What would change your recommendation?
Reported by candidates at Harris Williams (Investment Banking, Richmond, 2024); Lincoln International (Mergers and Acquisitions, New York, 2025). Source: Wall Street Oasis.
046Who would be a dark horse candidate to buy a pen manufacturer?Harris WilliamsMergers and Acquisitions · Richmond · 2025
Say this
I would look for buyers who want the capability rather than the product. An injection-moulding or precision-plastics group buying for the manufacturing asset, or a promotional-products and corporate-gifting business buying for the channel.
Then walk it
- The obvious buyers are other stationery brands and their sponsors. Those are not dark horses, so I would name them and move past them.
- The manufacturing angle: a pen is a high-volume precision plastics and micro-assembly business. A contract manufacturer in medical devices or cosmetics packaging could want that capacity and tolerance capability.
- The channel angle: whoever owns the shelf. A promotional products distributor, or a corporate gifting platform, buys the brand as a hook for a much larger merchandising catalogue.
- The brand angle: luxury. If the target has any premium line, a luxury goods group could take the brand and abandon the volume business entirely. That is a different valuation basis, brand not EBITDA.
- And the adjacency angle: an office-products distributor integrating backwards, or an Asian manufacturer buying Western distribution and brand. Each of these values a different asset inside the same company, which is the whole point of building a buyer universe properly.
Where candidates lose it
Naming only competitors. The word 'dark horse' means they want to see whether you can decompose the company into its separate assets, manufacturing, brand, channel, and find who values each one most. Structure the answer by asset, not by company.
Expect next
- Which of those pays the most?
- How would you approach them differently in a process?
- How would you value it for a luxury buyer versus a manufacturer?
Reported by candidates at Harris Williams (Mergers and Acquisitions, Richmond, 2025). Source: Wall Street Oasis.
054Do a paper LBO. EBITDA of $100, bought at 10x, five times leverage, exit at 10x in five years, EBITDA grows to $150, all cash sweeps to debt.Bain CapitalGeneralist · Boston · 2024Warburg PincusPrivate Equity · New York · 2014
Say this
Entry equity is $500. Exit enterprise value is $1,500 less remaining debt. If the business repays roughly $250 of the $500 of debt over five years, exit equity is about $1,250, so 2.5 times the money and roughly a 20 percent IRR.
Then walk it
- Entry: $100 EBITDA at 10 times is $1,000 enterprise value. Debt at five times EBITDA is $500, so the sponsor puts in $500.
- Cash flow: EBITDA ramps from $100 to $150. Say average EBITDA over the period is $125. Interest on $500 at 8 percent is about $40. Take off CapEx of $25, working capital of $5, and tax on EBIT.
- That leaves roughly $50 a year of cash to sweep, so about $250 of debt repaid over five years. Ending debt is $250.
- Exit: $150 EBITDA at 10 times is $1,500 enterprise value, less $250 debt, equals $1,250 of equity.
- Return: $1,250 on $500 is 2.5 times. The rule of thumb is that 2.0 times over five years is about 15 percent and 2.5 times is about 20 percent, so call it 20 percent.
- Then attribute it: EBITDA grew 50 percent and debt halved. No multiple expansion needed, which is why this deal would clear an investment committee.
Where candidates lose it
Getting lost in precision. Round aggressively, announce every assumption, and keep the arithmetic in whole numbers you can do out loud. And know the IRR rule of thumb, because reaching for a calculator is the tell that you have never done one.
Expect next
- What if you exit at 8 times instead?
- If I make 8 times my money in 6 years, what is my IRR?
- Which would you rather have, 25 percent IRR over 5 years or 30 percent over 3?
Reported by candidates at Bain Capital (Generalist, Boston, 2024); Warburg Pincus (Private Equity, New York, 2014). Source: Wall Street Oasis.
Firm tags come from public, anonymous candidate reports on Wall Street Oasis: strong signal, not sworn testimony. Firms are named as the places a question was reported, not as partners of Fin Maverick. Answers are written for this page to show how to think out loud; they are not scripts to recite.
