All interview questions

Goldman Sachs interview questions

Bulge Bracket

267 questions reported in Goldman Sachs interviews, organised by the group that asks them. Every question carries a model answer and graded feedback on your own attempt.

Questions

267

Easy · Medium

82 · 104

Hard

81

Model builds

3

Built in the spreadsheet grid

Mergers & Acquisitions

Merger models, accretion/dilution, purchase accounting and deal judgement. 37 questions

A Company Buys Back $100 of Stock

Easy

A standard three-statement variation once you've handled depreciation.

A company repurchases $100 of its own stock using cash on hand. Walk me through the three statements. Then tell me what changes if it funds the buyback with debt at a 5% interest rate.

Three Financial Statements · Investment Banking · ~7 minModel answer & graded attempt

Build a Three-Year Revenue and Margin Forecast

Model buildEasy

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…

Forecasting · Investment Banking · ~10 minModel answer & graded attempt

Comparable Companies vs. Precedent Transactions

Easy

Standard question once you've named the three methodologies.

Compare comparable companies analysis and precedent transactions. Which produces higher values and why? How do you select the comparable set in each?

Comparable Companies · Investment Banking · ~8 minModel answer & graded attempt

Enterprise Value vs. Equity Value

Easy

Asked in essentially every investment banking interview. Expect follow-ups immediately.

Explain the difference between enterprise value and equity value. Why do we use each, and how do you get from one to the other?

Enterprise Value · Investment Banking · ~6 minModel answer & graded attempt

The Three Core Valuation Methodologies

Easy

Standard opener before the interviewer drills into whichever one you seem least sure about.

What are the three primary valuation methodologies? Rank them by the valuation they typically produce and explain why.

Valuation · Investment Banking · ~7 minModel answer & graded attempt

Walk Me Through the Three Financial Statements

Easy

The single most commonly asked question in investment banking analyst interviews.

Explain how the income statement, balance sheet and cash flow statement connect. Assume the interviewer wants the full linkage, not just a description of each statement in isolation.

Three Financial Statements · Investment Banking · ~6 minModel answer & graded attempt

Break Fees and Deal Protection

Medium

Asked when discussing how a signed deal actually gets to closing.

What is a break fee, and what other deal protections does an acquirer negotiate? Why don't boards simply agree to whatever the buyer asks?

Deal Analysis · Investment Banking · ~11 minModel answer & graded attempt

Building and Defending a Football Field

Medium

Practical question about the deliverable analysts actually produce.

What is a football field chart, how is each range constructed, and how would you respond if the client says your valuation range is too wide?

Valuation · Investment Banking · ~9 minModel answer & graded attempt

Building Sources and Uses

Medium

Foundational for both merger and LBO models; expect it as a build-it-now exercise.

Construct the sources and uses for an acquisition of a company with $500m equity purchase price, $150m of existing debt to be refinanced, $40m of cash on its balance sheet, and $25m of fees. The buyer…

M&A · Investment Banking · ~9 minModel answer & graded attempt

Can a Company Have Negative Shareholders' Equity?

Medium

Tests whether you can reason from the balance sheet identity rather than recall a rule.

Can a healthy, profitable company have negative shareholders' equity? Explain how it happens and name situations where it isn't a warning sign.

Accounting · Investment Banking · ~8 minModel answer & graded attempt

Cost vs. Revenue Synergies

Medium

Asked to test commercial judgement, not modeling ability.

Distinguish cost from revenue synergies. Which do you trust more and why? How should synergies affect the price a buyer is willing to pay?

M&A · Investment Banking · ~9 minModel answer & graded attempt

Deferred Revenue Mechanics

Medium

Increasingly common given how many deals involve software and subscription businesses.

A SaaS company collects $120 cash upfront for a 12-month contract on January 1st. Walk me through the accounting at collection and at the end of month one. Why do investors watch deferred revenue?

Accounting · Investment Banking · ~8 minModel answer & graded attempt

Depreciation Increases by $10. Walk Me Through the Statements

Medium

The standard follow-up to the three-statement walkthrough. Assume a 25% tax rate.

Depreciation increases by $10. Walk me through what happens on all three statements. Use a 25% tax rate and assume nothing else changes.

Three Financial Statements · Investment Banking · ~7 minModel answer & graded attempt

Diluted Shares and the Treasury Stock Method

Medium

You will be asked to compute this by hand, without a calculator.

A company has 10 million basic shares trading at $50. It has 1 million options with a $20 strike. Calculate diluted shares and equity value using the treasury stock method.

Equity Value · Investment Banking · ~6 minModel answer & graded attempt

Divestitures, Spin-offs and Carve-outs

Medium

Relevant given the volume of separation activity across large caps.

Compare a sale, a spin-off and a carve-out IPO as ways to separate a business unit. When would you recommend each, and what makes carve-outs operationally hard?

Deal Analysis · Investment Banking · ~10 minModel answer & graded attempt

Mid-Year Convention

Medium

A standard DCF follow-up that separates builders from reciters.

What is the mid-year convention, why is it used, and roughly how much does it change a valuation?

DCF · Investment Banking · ~8 minModel answer & graded attempt

Sanity-Checking a DCF Before You Hand It Over

Medium

What a VP does in ninety seconds before the analyst's model reaches a client.

You've built a DCF. What checks do you run before showing it to anyone?

DCF · Investment Banking · ~10 minModel answer & graded attempt

Terminal Value: Gordon Growth vs. Exit Multiple

Medium

Follows directly from the DCF walkthrough. Terminal value is where the value actually sits.

What are the two methods for calculating terminal value? Compare them, and explain how you'd sanity check one against the other.

DCF · Investment Banking · ~9 minModel answer & graded attempt

Walk Me Through a DCF

Medium

Top-three most asked question in investment banking interviews.

Walk me through a discounted cash flow analysis from start to finish.

DCF · Investment Banking · ~10 minModel answer & graded attempt

Walk Me Through a Merger Model

Medium

Core technical for any M&A or coverage group interview.

Walk me through building a merger model from start to finish.

M&A · Investment Banking · ~12 minModel answer & graded attempt

What Creates a Deferred Tax Liability?

Medium

The counterpart to the deferred tax asset question, and more commonly asked.

What creates a deferred tax liability? Give the most common cause and explain why a DTL can grow indefinitely without ever being paid.

Accounting · Investment Banking · ~9 minModel answer & graded attempt

What Happens to Management Options in a Deal?

Medium

A practical purchase price question that also reveals incentive dynamics.

A target has significant outstanding employee options and RSUs. What happens to them in an acquisition, and how does it affect the purchase price?

M&A · Investment Banking · ~10 minModel answer & graded attempt

Why Does the Acquirer's Stock Usually Fall?

Medium

Tests whether you can reason about market reaction, not just mechanics.

On announcement of an acquisition, the target's stock typically rises and the acquirer's typically falls. Explain the mechanics behind both, including the role of merger arbitrage.

M&A · Investment Banking · ~9 minModel answer & graded attempt

Build a DCF to Implied Share Price

Model buildHard

The core modelling test for investment banking and equity research superdays.

Value the business with a five-year DCF and bridge to an implied share price. Free cash flow for years 1–5 is given. Discount at the WACC using end-of-year convention. Calculate terminal value with…

DCF · Investment Banking · ~20 minModel answer & graded attempt

Build an Accretion / Dilution Analysis

Model buildHard

Standard for M&A groups. The model behind the question every banker is asked.

An acquirer is buying a target in a 50% cash / 50% stock deal. Build the pro forma EPS. The cash portion is funded with new debt at the stated rate; the stock portion is funded by issuing acquirer…

Accretion / Dilution · Investment Banking · ~22 minModel answer & graded attempt

Building the Pro Forma Balance Sheet

Hard

The step candidates skip in the merger model walkthrough. And the one that has to balance.

Walk me through constructing the pro forma balance sheet at close in an acquisition. What are the adjustments, and how do you make it balance?

M&A · Investment Banking · ~13 minModel answer & graded attempt

Calculating Breakeven Synergies

Hard

A quantitative follow-up that appears frequently in superdays.

An acquirer's deal is $40m dilutive to net income on a pro forma basis. The acquirer's tax rate is 25%. How much in pre-tax synergies are needed to break even? Then explain how you'd assess whether…

Accretion / Dilution · Investment Banking · ~9 minModel answer & graded attempt

Does WACC Fall as You Add Debt?

Hard

Separates candidates who memorised the formula from those who understand it.

Debt is cheaper than equity and tax-deductible. Does adding debt always lower WACC? Explain what actually happens.

DCF · Investment Banking · ~10 minModel answer & graded attempt

Fixed vs. Floating Exchange Ratios

Hard

The structuring decision at the heart of every stock deal.

In an all-stock deal, explain the difference between a fixed exchange ratio and a fixed value deal. Who bears the risk in each, and what is a collar for?

M&A · Investment Banking · ~11 minModel answer & graded attempt

Hostile Takeover Defences

Hard

Asked in M&A groups and activist defence practices.

A client receives an unsolicited hostile bid. What defensive measures are available, and how would you advise the board to think about them?

M&A · Investment Banking · ~11 minModel answer & graded attempt

How Do You Value a Bank?

Hard

Essential for FIG groups; also a common curveball in generalist interviews.

Why can't you value a bank with a standard DCF and EV/EBITDA? Walk me through how you would value one instead.

Valuation · Investment Banking · ~12 minModel answer & graded attempt

Operating vs. Finance Leases Post-ASC 842

Hard

Asked in retail, restaurant, airline and industrials groups where leases dominate the balance sheet.

Since ASC 842 / IFRS 16, how are operating and finance leases treated? Explain the impact on EBITDA and on leverage metrics, and how you would treat leases when calculating enterprise value.

Accounting · Investment Banking · ~10 minModel answer & graded attempt

Putting a Value on Synergies

Hard

The analysis that justifies. Or fails to justify. A control premium.

An acquirer expects $80m of annual run-rate cost synergies, phased over three years, with $120m of one-time costs to achieve. How much are the synergies worth, and how much of that should show up in…

M&A · Investment Banking · ~12 minModel answer & graded attempt

Red-Team the Merger Model Before It Reaches the MD

Hard

An M&A associate review exercise built around finding linked errors rather than building from a blank page.

A first-year analyst sends you a merger model and draft client page forty minutes before the internal review. Find every issue that can change the recommendation, decide what must be fixed first, and…

Accretion / Dilution · Investment Banking · ~18 minModel answer & graded attempt

Revenue Recognition Under ASC 606

Hard

Asked in technology, media and healthcare coverage groups where contract structures are complex.

Outline the five-step revenue recognition model under ASC 606. Then apply it: a software company sells a three-year licence bundled with implementation services and ongoing support for $300k paid…

Accounting · Investment Banking · ~11 minModel answer & graded attempt

Sum-of-the-Parts Valuation

Hard

Essential for conglomerates and any company an activist is targeting.

A conglomerate has three divisions in unrelated industries. How would you value it, and why might the sum exceed the market price?

Valuation · Investment Banking · ~12 minModel answer & graded attempt

Tender Offer vs. One-Step Merger

Hard

Process mechanics that come up in any conversation about deal timing.

Explain the difference between a one-step merger and a two-step tender offer. When would you recommend each?

M&A · Investment Banking · ~12 minModel answer & graded attempt

Healthcare Coverage

Pipeline risk-adjusted valuation, reimbursement and patent cliffs. 20 questions

How Do CROs Make Money?

Easy

CROs are essential to pharma R&D. This tests understanding of the healthcare services ecosystem.

Explain the business model of a contract research organisation (CRO). How do they generate revenue, and what drives demand for their services?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

How Do Generic Drug Companies Make Money?

Easy

Generics have different economics than branded pharma. This tests understanding of the value chain.

Explain the generic drug business model. How does it differ from branded pharmaceuticals, and what drives profitability?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

How Do Healthcare REITs Make Money?

Easy

Healthcare real estate is a growing asset class. This tests understanding of the property side of healthcare.

Explain the business model of a healthcare REIT. How do they generate revenue, and what are the key risks?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

How Do Healthcare Services Companies Make Money?

Easy

Healthcare services (hospitals, insurers, PBM) have different economics than medtech/pharma. This tests breadth.

Explain the business model of a hospital company. How do they generate revenue, and what are the key cost drivers?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

How Do Medical Device Companies Make Money?

Easy

Medical devices have different economics than pharma. This tests understanding of the subsector.

Explain the business model of a medical device company. How does it differ from pharmaceuticals, and what are the key value drivers?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

How Does Healthcare Reimbursement Work?

Easy

Reimbursement determines whether healthcare products get paid for. Fundamental to understanding the sector.

Explain how reimbursement works for pharmaceuticals and medical devices. What are the key payers and how do they decide what to cover?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

What Is a Site-of-Care Shift?

Easy

Healthcare coverage teams use this as a foundational test of how payment incentives can reshape an otherwise stable revenue pool.

What is a site-of-care shift in healthcare, and why can it matter to the revenue and valuation of providers, payers and medical-device companies?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

What Is the Patent Cliff in Pharmaceuticals?

Easy

The patent cliff is the single most important concept in pharma valuation. Every healthcare interview covers it.

Explain the patent cliff for pharmaceutical companies. Why does it matter, and how do companies manage the risk?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

Analysing Same-Store Growth in Healthcare Services

Medium

Healthcare coverage teams use this to test whether you can distinguish a real operating improvement from acquired growth.

A physician-services company reports 12% revenue growth, including 8% from acquisitions. How would you assess the quality and value of the remaining 4% same-store growth?

Sector Analysis · Investment Banking · ~10 minModel answer & graded attempt

How Do Health Insurers Make Money?

Medium

Managed care has unique economics. This tests understanding of the insurance side of healthcare.

Explain the business model of a health insurance company. How do they generate profit, and what are the key risk factors?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Do You Value Digital Health Companies?

Medium

Digital health is a growing subsector with unique economics. This tests understanding of new business models.

Digital health companies (telehealth, health IT, digital therapeutics) have different economics than traditional healthcare. How do you value them, and what metrics matter?

Valuation · Investment Banking · ~9 minModel answer & graded attempt

How Does Regulatory Risk Affect Healthcare Valuation?

Medium

Regulatory risk is omnipresent in healthcare. This tests understanding of the political/legal landscape.

What are the major sources of regulatory risk in healthcare, and how do they differ across subsectors? How do you model this risk in valuation?

Sector Analysis · Investment Banking · ~10 minModel answer & graded attempt

Reconcile Medical Cost Ratio to Insurer Earnings

Medium

A managed-care earnings review tests whether you can turn a headline medical-cost ratio into a clean operating-profit bridge.

A Medicare Advantage insurer reports $1,000m of premium revenue, $840m of medical claims and $80m of administrative expense. Calculate its medical cost ratio and operating profit. If claims rise by…

Financial Analysis · Investment Banking · ~10 minModel answer & graded attempt

What Determines Pharmaceutical Pricing Power?

Medium

Pricing power is the core pharma investment thesis. This tests understanding of the market dynamics.

What factors determine whether a pharmaceutical company can charge high prices for a drug? Why do some drugs have strong pricing power while others don't?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

Why Is Pharma R&D Productivity Declining?

Medium

R&D productivity is the core pharma investment thesis. This tests understanding of industry challenges.

Pharma companies spend more on R&D but approve fewer drugs per dollar spent. Why is R&D productivity declining, and what are companies doing about it?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

Diagnose a Specialty Pharma Gross-to-Net Miss

Hard

Healthcare coverage analysts must distinguish prescription demand from net-sales quality during an earnings miss.

A specialty-pharma company says prescriptions rose 12% and gross sales rose 10%, but reported net sales fell 3%. Management attributes the gap to gross-to-net deductions rising from 28% to 39%. How…

Financial Analysis · Investment Banking · ~13 minModel answer & graded attempt

Underwrite Accelerated-Approval Risk in a Biotech Sale

Hard

A sell-side healthcare process can test whether you know how a regulatory condition changes both price and deal certainty.

A biotech with one oncology drug is being sold after accelerated approval. The confirmatory trial reads out in 18 months, and the buyer wants to pay a headline price based on full approval. How would…

Valuation · Investment Banking · ~14 minModel answer & graded attempt

Value a Medtech Installed Base Beyond the Equipment Sale

Hard

Healthcare coverage teams use this to test whether you can identify the recurring economics embedded in a capital-equipment franchise.

A surgical-robotics company grows procedure revenue 18%, capital-equipment revenue 2%, and its installed base 10%. Management argues that the slowing equipment line is positive because the business is…

Sector Analysis · Investment Banking · ~12 minModel answer & graded attempt

Valuing a Biotech Pipeline

Hard

Healthcare coverage and biotech-focused funds start here.

A clinical-stage biotech has no revenue and one drug in Phase II. How do you value it?

Sector Analysis · Investment Banking · ~12 minModel answer & graded attempt

What Drives M&A in Healthcare?

Hard

Healthcare M&A has unique strategic drivers. This tests understanding of sector dynamics.

What are the primary strategic reasons for M&A in healthcare, and how do they differ across subsectors (pharma, medtech, services)?

M&A · Investment Banking · ~12 minModel answer & graded attempt

Consumer & Retail Coverage

Same-store sales, unit economics, brand durability and channel shift. 20 questions

How Do Restaurant Unit Economics Differ from Retail?

Easy

Restaurants have unique economics. This tests understanding of food service operations.

What are the key components of restaurant unit economics, and how do they differ from traditional retail?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

How Do You Assess Brand Equity?

Easy

Brand equity is the primary asset for consumer companies. This tests understanding of intangible value.

What framework do you use to assess brand equity, and how does it translate into financial performance?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

How Do You Assess Retail Inventory Management?

Easy

Inventory management is critical to retail profitability. This tests operational analysis skills.

What metrics do you use to assess retail inventory management, and what do they tell you about the health of the business?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

How Do You Assess Retail Unit Economics?

Easy

Unit economics determine retail profitability. This tests understanding of store-level performance.

What are the key components of retail unit economics, and how do you assess whether a store is generating adequate returns?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

How Do You Assess the Impact of Food Inflation?

Easy

Food inflation significantly impacts consumer companies. This tests understanding of cost pass-through.

How do food price inflation affect different consumer companies, and what determines whether they can pass costs to consumers?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

Price-Pack Architecture Versus a Straight Price Increase

Easy

Consumer coverage teams use this to test whether a candidate can connect a shelf-price change to consumer value and reported revenue.

A beverage company replaces its 16-ounce bottle at $4.00 with a 14-ounce bottle at $4.20. Explain the price-pack change, calculate the change in price per ounce, and say what you would monitor before…

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

Wholesale Versus Direct-to-Consumer Economics

Easy

A common consumer coverage follow-up when a branded company is shifting distribution toward its own website.

A skincare brand sells a product for $100 direct to a consumer or for $55 wholesale to a retailer. Product cost is $25. The direct order also incurs $12 of fulfilment, payment, returns, and variable…

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

Diagnosing a Retailer's Same-Store Sales

Medium

Consumer and retail coverage interviews open with the metric that defines the sector.

A retailer reports +5% same-store sales. Why isn't that enough information to know whether the business is healthy?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Do ESG Factors Affect Consumer Companies?

Medium

ESG is increasingly important to consumers and investors. This tests understanding of sustainability trends.

How do environmental, social, and governance factors affect consumer companies, and what are the material impacts on financial performance?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Do You Analyze Consumer Behavior Trends?

Medium

Consumer behavior drives demand. This tests understanding of demographic and psychographic trends.

What data sources and frameworks do you use to analyze consumer behavior trends, and how do you distinguish short-term fads from long-term shifts?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Do You Assess Consumer Cyclical Sensitivity?

Medium

Consumer companies vary widely in economic sensitivity. This tests understanding of cyclical dynamics.

What factors determine how cyclical a consumer company is, and how do you adjust valuation for economic sensitivity?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Do You Assess Private Label Competition?

Medium

Private label has disrupted traditional brands. This tests understanding of competitive dynamics.

How does private label competition affect branded consumer companies, and what determines which brands can defend their position?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Do You Assess Retail Channel Strategy?

Medium

Channel strategy is critical to retail success. This tests understanding of go-to-market dynamics.

What factors do you consider when evaluating a retailer's channel strategy, and how do e-commerce and omnichannel affect the analysis?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Is Digital Transformation Affecting Retail?

Medium

Digital transformation is reshaping retail. This tests understanding of technology disruption.

What are the key areas of digital transformation in retail, and how do they affect the competitive landscape?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

Trade Spend and the Gross-to-Net Sales Bridge

Medium

Asked in consumer coverage and equity research when promotional investment makes reported revenue diverge from shelf demand.

A packaged-food company invoices retailers $100m at list price, expects $14m of promotional rebates and slotting allowances, and later estimates an additional $3m of retailer claims. What revenue…

Accounting · Investment Banking · ~10 minModel answer & graded attempt

Foreign Currency Translation and the CTA

Hard

Asked when covering multinationals, where FX moves can swamp operating performance.

A US company owns a European subsidiary. The euro weakens 10%. What happens to the consolidated financials?

Accounting · Investment Banking · ~12 minModel answer & graded attempt

How Do You Assess Supply Chain Resilience?

Hard

Supply chain disruptions have become critical. This tests understanding of operational risk.

How do you assess supply chain resilience, and what are the key factors that determine whether a company can weather disruptions?

Sector Analysis · Investment Banking · ~11 minModel answer & graded attempt

What Drives M&A in Consumer and Retail?

Hard

Consumer M&A has unique strategic drivers. This tests understanding of sector consolidation.

What are the primary strategic reasons for M&A in consumer and retail, and how do they differ across subsectors?

M&A · Investment Banking · ~12 minModel answer & graded attempt

When Distributor Destocking Masks Consumer Demand

Hard

A senior consumer coverage case for separating manufacturer revenue from underlying demand before advising on valuation or a transaction.

A beverage manufacturer reports shipments to distributors down 12% year over year. Distributor inventory fell from 10 weeks to 6 weeks, while retailer point-of-sale sales were flat. Management says…

Financial Analysis · Investment Banking · ~13 minModel answer & graded attempt

When Is Promotional Growth Value-Destructive?

Hard

Consumer coverage interviewers use this to test whether a candidate can look through a sales beat to the unit economics underneath it.

A branded food company reports 6% volume growth after increasing trade promotions. Net revenue grows 4%, gross margin falls 180 bps, and retailer inventory rises 9%. Management says the promotion is…

Sector Analysis · Investment Banking · ~12 minModel answer & graded attempt

FIG Coverage

Regulatory capital, ROTE against cost of equity, and why EV is meaningless. 19 questions

How Do Asset Managers Make Money?

Easy

The foundational asset management question. Fee-based business models are different from banking.

Explain the asset management business model. How do they generate revenue, and what are the key drivers of profitability?

Sector Analysis · Investment Banking · ~6 minModel answer & graded attempt

How Do Banks Make Money?

Easy

The foundational FIG question. Every banking interview starts with the business model.

Walk me through how a commercial bank generates profit. What are the main revenue streams and cost drivers?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

How Do Fintechs Differ from Traditional Banks?

Easy

Fintech is disrupting FIG. This tests understanding of the competitive landscape.

What are the key differences between fintech companies and traditional banks? How do their business models and economics compare?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

How Does Reinsurance Change an Insurer's Economics?

Easy

An insurance FIG interviewer asks this when testing whether a candidate can connect risk transfer to earnings and capital.

You are preparing a P&C insurer earnings preview. Explain what reinsurance is, the two common structures, and how buying more of it changes the insurer's earnings, risk and capital needs.

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

How Does the Insurance Underwriting Cycle Work?

Easy

Insurance is a cyclical business. This tests whether you understand the industry dynamics.

Explain the insurance underwriting cycle. Why do insurance margins fluctuate so much, and what drives the cycle?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

What Makes a Deposit Franchise Valuable?

Easy

A first-round FIG interviewer uses this to see whether you understand why deposits matter beyond their reported balance.

A regional bank says it has $50 billion of deposits. What makes those deposits valuable, and what would make you discount that headline number?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

Asset Management M&A Considerations

Medium

Asset management M&A is driven by scale and distribution. This tests understanding of industry dynamics.

What are the key considerations when acquiring an asset manager? How do you value a business that's essentially people and reputation?

M&A · Investment Banking · ~10 minModel answer & graded attempt

How Do Banks Provision for Loan Losses?

Medium

CECL/IFRS 9 changed how banks reserve for losses. This tests understanding of current accounting.

Explain how banks calculate loan loss provisions under CECL. How does this differ from the old incurred loss model, and why does it matter for earnings volatility?

Sector Analysis · Investment Banking · ~10 minModel answer & graded attempt

How Do Insurers Invest the Float?

Medium

The float is what makes insurance unique. This tests understanding of the investment side of the business.

Explain the insurance float and how insurers invest it. What are the constraints on investment strategy, and how does this affect profitability?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Do You Value a Bank?

Medium

The core FIG valuation question. EV/EBITDA doesn't work for financials.

Why doesn't EV/EBITDA work for banks, and what metrics do you use instead?

Valuation · Investment Banking · ~9 minModel answer & graded attempt

How Do You Value an Asset Manager?

Medium

Asset management valuation is different from banking. This tests understanding of fee-based models.

What metrics do you use to value an asset manager, and why is P/E more relevant than P/TBV?

Valuation · Investment Banking · ~8 minModel answer & graded attempt

How Do You Value an Insurance Company?

Medium

Insurance valuation uses different metrics than banking. This tests sector-specific knowledge.

What metrics do you use to value an insurance company, and how do they differ from bank valuation metrics?

Valuation · Investment Banking · ~9 minModel answer & graded attempt

Reconcile a Bank's Pre-Provision Net Revenue

Medium

A FIG associate gives this as a short earnings-model check before asking for the credit-cycle implication.

A bank reports $2,400m of net interest income, $900m of fee income, $1,850m of non-interest expense, $420m of provision for credit losses, and $180m of tax expense. Calculate pre-provision net revenue…

Financial Analysis · Investment Banking · ~10 minModel answer & graded attempt

What Are Bank Capital Requirements?

Medium

Post-2008, capital ratios are the first thing FIG analysts discuss. This tests regulatory knowledge.

Explain the key capital ratios that banks must maintain under Basel III. Why do they matter for valuation?

Sector Analysis · Investment Banking · ~10 minModel answer & graded attempt

An AFS Loss, CET1 and Bank Deal Capacity

Hard

A FIG superday case tests whether you can connect a bank's securities mark to its ability to pay for an acquisition.

A bank has $100bn of risk-weighted assets and $11bn of CET1 capital, so its CET1 ratio is 11.0%. It holds $20bn of available-for-sale securities with a $2bn unrealised loss in accumulated other…

M&A · Investment Banking · ~13 minModel answer & graded attempt

Bank M&A Valuation Considerations

Hard

Bank M&A has unique considerations. This tests sector-specific deal knowledge.

What are the key considerations when valuing a bank acquisition? How does it differ from valuing a non-financial company acquisition?

M&A · Investment Banking · ~12 minModel answer & graded attempt

How Do Interest Rate Changes Affect Bank Profitability?

Hard

Rate sensitivity is the single most important factor for bank earnings. This tests quantitative understanding.

A bank has $100 billion in interest-earning assets with an average yield of 5% and $80 billion in interest-bearing liabilities with an average cost of 2%. What happens to net interest income if rates…

Sector Analysis · Investment Banking · ~11 minModel answer & graded attempt

How Does Adverse Reserve Development Affect an Insurer's Value?

Hard

A FIG case uses reserve development to test whether you can distinguish a one-time accounting charge from a signal about underwriting quality and capital capacity.

A P&C insurer reports a 5-point adverse prior-year reserve development charge, taking its combined ratio from 96% to 101%. Management calls the charge isolated and maintains its buyback plan. How…

Valuation · Investment Banking · ~13 minModel answer & graded attempt

When Is Asset-Manager AUM Growth a Warning Sign?

Hard

A FIG superday tests whether you can challenge a management presentation that reports strong AUM growth but weak underlying client demand.

An active asset manager reports AUM up 12% year over year, calls it evidence of strong demand, and is seeking a premium valuation. Your work shows market appreciation contributed 15%, net client flows…

Due Diligence · Investment Banking · ~13 minModel answer & graded attempt

Technology Coverage

Recurring revenue quality, Rule of 40, retention and growth-adjusted multiples. 19 questions

How Do Cybersecurity Companies Make Money?

Easy

Cybersecurity is a critical and growing sector. This tests understanding of the business model.

What are the common business models in cybersecurity, and how do they differ from traditional software?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

How Do Software Business Models Differ?

Easy

Software business models are the foundation of tech coverage. This tests understanding of SaaS vs perpetual.

Explain the differences between SaaS and perpetual licensing business models. How do revenue recognition, economics, and valuation differ?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

How Do You Analyze Software Gross Margins?

Easy

Gross margins are critical in software. This tests understanding of cost structure.

What drives gross margins in software companies, and what does margin compression indicate about the business?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

Vertical Versus Horizontal Software

Easy

A first-round technology coverage question testing whether you can describe a software company's customer and competitive position precisely.

A company sells workflow software only to dental practices, while another sells collaboration software to nearly any office. Explain which is vertical software and which is horizontal software, then…

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

What Is the Rule of 40 in Software?

Easy

The Rule of 40 is the core software valuation framework. This tests understanding of growth vs profitability.

Explain the Rule of 40 for software companies. How is it calculated, and what does it tell you about the company's balance of growth and profitability?

Valuation · Investment Banking · ~7 minModel answer & graded attempt

How Do Cloud Economics Work?

Medium

Cloud computing has transformed IT economics. This tests understanding of the shift to cloud.

What are the economics of cloud computing, and how does the shift from on-premise to cloud affect software companies and their customers?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Do Network Effects Create Moats?

Medium

Network effects are the strongest moat in technology. This tests understanding of competitive dynamics.

Explain how network effects work in technology businesses, and what determines whether they create sustainable competitive advantages?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Do Open Source Companies Make Money?

Medium

Open source has disrupted software business models. This tests understanding of monetization.

What are the common business models for open source software companies, and how do they differ from traditional proprietary software?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Do You Analyze Churn in Software Companies?

Medium

Churn is the killer of SaaS economics. This tests understanding of customer retention.

What are the key churn metrics for software companies, and what do they tell you about product quality and competitive position?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Do You Analyze Customer Acquisition Economics?

Medium

CAC analysis determines unit economics. This tests understanding of go-to-market efficiency.

What are the key metrics for analyzing customer acquisition in software companies, and how do you assess whether acquisition economics are sustainable?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Does Embedded Finance Work?

Medium

Embedded finance is transforming fintech. This tests understanding of the integration model.

What is embedded finance, and how do embedded finance companies make money? How does this differ from traditional financial services?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Does the API Economy Work?

Medium

APIs have become a core business model. This tests understanding of platform economics.

What are the business models for API-first companies, and how do they differ from traditional software models?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

Usage Is Growing but Revenue Is Not

Medium

A technology coverage analyst may be asked to prepare a rapid diligence plan when a client cites strong product usage ahead of an earnings update or sale process.

A collaboration-software company reports 45% growth in monthly active users but only 8% revenue growth, versus 25% revenue growth last year. You have one day before a management call. What would you…

Due Diligence · Investment Banking · ~10 minModel answer & graded attempt

Valuing a Software Company

Medium

The core technical in any technology coverage interview.

How do you value a software company, and why doesn't the standard EV/EBITDA framework work well for one that's growing 40% a year?

Sector Analysis · Investment Banking · ~10 minModel answer & graded attempt

How Do AI Companies Make Money?

Hard

AI is transforming technology. This tests understanding of the new business models.

What are the business models for AI companies, and how do they differ from traditional software economics?

Sector Analysis · Investment Banking · ~12 minModel answer & graded attempt

How Do Semiconductor Cycles Work?

Hard

Semiconductors are highly cyclical. This tests understanding of the chip industry dynamics.

What drives semiconductor cycles, and how do you assess where we are in the cycle? How does this affect valuation?

Sector Analysis · Investment Banking · ~12 minModel answer & graded attempt

The Deferred Revenue Write-Down

Hard

The purchase accounting quirk that distorts every software acquisition's first year.

A software company with $200m of deferred revenue is acquired. Why does the acquirer's reported revenue come in below expectations in year one?

M&A · Investment Banking · ~11 minModel answer & graded attempt

Value an AI Vendor With One Dominant Customer

Hard

A senior coverage interviewer uses this scenario to test whether you can turn customer concentration and AI economics into a defensible valuation recommendation.

An AI-infrastructure vendor has $80m of ARR, 60% growth and an 85% gross margin. Its largest customer supplies 45% of ARR under a one-year contract, and that customer is building a competing internal…

Valuation · Investment Banking · ~13 minModel answer & graded attempt

When Does RPO Support a SaaS Revenue Forecast?

Hard

Technology coverage interviewers use this to test whether a candidate can turn a bookings headline into a defensible revenue forecast.

A SaaS company reports 30% growth in total RPO, but only 12% growth in current RPO. Billings are flat, reported ARR grows 18%, and management points to several large three-year contracts signed late…

Valuation · Investment Banking · ~12 minModel answer & graded attempt

Energy & Power Coverage

Reserve-based valuation, commodity decks, contracted cash flows and PPAs. 18 questions

Capacity Factor and Annual Renewable Output

Easy

A common first-round renewable-power follow-up after an analyst discusses project scale or revenue.

A solar project has 100 MW of nameplate capacity and a 30% capacity factor. Calculate its expected annual generation in MWh. Then explain why capacity factor is more useful than nameplate capacity…

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

How Do Pipelines Make Money?

Easy

The opening question for midstream and infrastructure coverage interviews.

Explain the business model of a pipeline company. How do they generate revenue and what are the key risks?

Sector Analysis · Investment Banking · ~6 minModel answer & graded attempt

How Do You Value an Oil and Gas Reserve?

Easy

The foundational E&P valuation question. Every upstream interview starts here.

Walk me through how you value an oil and gas company's reserves. What's the standard approach and what are the key drivers?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

What Is a Crack Spread and How Do Refiners Make Money?

Easy

The core downstream question. Refining margins are what separates integrated majors from pure-play E&P.

Explain the refining crack spread. What drives refining margins and why are they so volatile?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

What Is Grid Parity and When Does It Matter?

Easy

Grid parity is the threshold where renewables compete without subsidies. Fundamental to understanding the energy transition.

Explain grid parity in renewable energy. When does it occur, and why doesn't it immediately drive fossil fuel displacement?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

What Is Levelised Cost of Energy?

Easy

The renewables valuation foundation. Every power and clean energy interview uses LCOE.

Explain levelised cost of energy (LCOE). How is it calculated and why is it the standard metric for comparing different generation sources?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

How Are Regulated Utility Returns Set?

Medium

The foundational regulated utility question. Returns are set by regulators, not markets.

Explain how regulators determine the allowed return on equity for a utility. What factors go into the rate case, and how does this affect valuation?

Sector Analysis · Investment Banking · ~10 minModel answer & graded attempt

How Do MLPs Work in Energy Infrastructure?

Medium

MLPs were the dominant structure for midstream energy. Understanding them is still relevant for existing infrastructure.

Explain the master limited partnership structure. Why were midstream energy companies organised as MLPs, and what are the key considerations for valuation?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Do Power Purchase Agreements Work?

Medium

PPAs are the financing mechanism for renewables. Understanding them is essential for energy project finance.

Explain a power purchase agreement. How does it affect project economics and what are the key terms to negotiate?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Does the Oilfield Services Cycle Work?

Medium

OFS companies are highly cyclical. This tests whether you understand the sector dynamics.

Explain the relationship between oilfield services companies and E&P operators. How does the cycle work, and why are OFS margins so volatile?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

How Is LNG Priced and Transported?

Medium

LNG is a growing energy subsector with unique economics. This tests whether you understand the global gas market.

Explain how LNG pricing works and the economics of LNG transport. How does it differ from pipeline gas?

Sector Analysis · Investment Banking · ~10 minModel answer & graded attempt

Oil Price Sensitivity Analysis

Medium

Every E&P valuation includes oil price sensitivity. This tests whether you understand the mechanics.

An E&P company has PV10 of $1 billion at $70/bbl oil. What happens to PV10 at $60/bbl and $80/bbl, and why is the relationship non-linear?

Sector Analysis · Investment Banking · ~9 minModel answer & graded attempt

PV10 Versus EV/EBITDA for E&P Companies

Medium

Tests whether you understand sector-specific valuation metrics versus generic multiples.

Why do E&P companies trade on PV10 rather than EV/EBITDA, and what does PV10 actually measure?

Valuation · Investment Banking · ~9 minModel answer & graded attempt

Underwriting an E&P Basis Differential

Medium

An E&P coverage analyst is expected to turn a benchmark price deck into a realised-price and cash-flow forecast.

An E&P company forecasts 10 million barrels of production. Your WTI deck is $75/bbl, but its basin has a $6/bbl transport differential, and 40% of volumes are hedged at $70/bbl. Calculate the blended…

Financial Analysis · Investment Banking · ~10 minModel answer & graded attempt

How Do You Value Energy Assets in Transition?

Hard

The strategic question facing every energy coverage group. The energy transition changes asset values.

How does the energy transition affect the valuation of traditional fossil fuel assets, and how do you model the risk?

Sector Analysis · Investment Banking · ~12 minModel answer & graded attempt

How Does a Hedge Book Change an E&P Valuation?

Hard

An upstream coverage case tests whether you can connect commodity hedges to liquidity and valuation without valuing a temporary mark as a permanent asset.

An E&P company has 2027 production of 10 million barrels. It has hedged 60% of that volume with swaps at $75 per barrel. Your base oil deck is $65, while the spot market is $80. How should the hedge…

Valuation · Investment Banking · ~12 minModel answer & graded attempt

Valuing an Oil & Gas Producer

Hard

Energy coverage and natural resources funds test reserve-based valuation directly.

How do you value an exploration and production company? Why don't the standard methodologies work?

Sector Analysis · Investment Banking · ~13 minModel answer & graded attempt

Valuing Energy Asset Swaps

Hard

Energy M&A often involves asset swaps rather than corporate transactions. This tests sector-specific deal mechanics.

Two large E&P companies propose swapping assets in different basins to consolidate positions. How do you value the swap and ensure it's fair to both parties?

M&A · Investment Banking · ~12 minModel answer & graded attempt

Debt Capital Markets

Ratings, spreads, tenor and covenant packages, and pricing a new issue. 17 questions

How Do Green Bonds Work?

Easy

Green bonds are a growing trend. This tests understanding of ESG in debt markets.

What are green bonds, and how do they differ from conventional bonds in terms of structure and pricing?

Capital Markets · Investment Banking · ~7 minModel answer & graded attempt

How Do You Use the Yield Curve in Bond Pricing?

Easy

The yield curve is fundamental to bond pricing. This tests understanding of rate environment.

How does the yield curve affect bond pricing, and how do you determine the appropriate benchmark for a bond issuance?

Capital Markets · Investment Banking · ~7 minModel answer & graded attempt

Translate Treasuries Plus Spread Into an All-In Yield

Easy

A core DCM screening calculation used when a banker discusses preliminary pricing with an investment-grade issuer.

A BBB-rated industrial company plans to issue a new five-year USD senior unsecured bond. The on-the-run five-year Treasury yields 3.80%, and comparable bonds indicate the new issue should price at…

Fixed Income · Investment Banking · ~7 minModel answer & graded attempt

What Is a New-Issue Concession?

Easy

A first-round DCM question that checks whether a candidate can turn investor language into an issuer-cost discussion.

An investor says a proposed bond needs a new-issue concession. What does that mean, why might an issuer pay one, and why is the concession not simply a fee paid to the banks?

Capital Markets · Investment Banking · ~7 minModel answer & graded attempt

What Is the Debt Issuance Process?

Easy

The foundational DCM question. Understanding the process is essential for the role.

Walk me through the process of a corporate bond issuance. What are the key steps and who are the key participants?

Capital Markets · Investment Banking · ~7 minModel answer & graded attempt

Advise on Fixed Versus Floating Debt Before Launch

Medium

A DCM associate asks for a recommendation before a client call on how to finance a near-term acquisition.

A BBB consumer company needs $600 million for an acquisition closing in two weeks. It has $400 million of floating-rate revolver debt, stable dollar cash flows, and no near-term maturities. The DCM…

Capital Markets · Investment Banking · ~10 minModel answer & graded attempt

How Are Digital Bonds Issued?

Medium

Digital bonds are an emerging trend. This tests understanding of blockchain in capital markets.

What are digital bonds, and how does the issuance process differ from traditional bond issuances?

Capital Markets · Investment Banking · ~9 minModel answer & graded attempt

How Do Municipal Bonds Differ from Corporate Bonds?

Medium

Municipal bonds have unique tax treatment. This tests understanding of the muni market.

What are the key differences between municipal and corporate bonds, and how does tax treatment affect pricing?

Capital Markets · Investment Banking · ~9 minModel answer & graded attempt

How Do You Structure a Bond Issuance?

Medium

Bond structuring is core to DCM. This tests understanding of debt terms and investor preferences.

What are the key decisions in structuring a bond issuance, and how do you balance issuer needs with investor preferences?

Capital Markets · Investment Banking · ~9 minModel answer & graded attempt

How Does Syndication Work?

Medium

Syndication is how debt is distributed. This tests understanding of the sales process.

Explain the syndication process for a bond issuance. How do you determine the syndicate structure and allocate bonds?

Capital Markets · Investment Banking · ~9 minModel answer & graded attempt

How Does the High Yield Market Differ from Investment Grade?

Medium

High yield is a distinct market with different dynamics. This tests understanding of the segment.

What are the key differences between the high yield and investment grade bond markets, and how does this affect issuance strategy?

Capital Markets · Investment Banking · ~9 minModel answer & graded attempt

What Drives Credit Spreads?

Medium

Credit spreads are the core pricing metric. This tests understanding of credit risk.

What factors determine credit spreads for corporate bonds, and how do you assess whether current spreads are appropriate?

Credit Analysis · Investment Banking · ~9 minModel answer & graded attempt

Advise an Issuer Facing a Refinancing Wall

Hard

A DCM superday case tests whether you can turn a maturity schedule into an actionable financing recommendation rather than merely reciting current spreads.

A BBB- issuer has $1.2bn of notes maturing in 18 months and $900m maturing 30 months from now. It has $400m of cash, a $750m undrawn revolver, and forecast annual free cash flow of $250m before debt…

Fixed Income · Investment Banking · ~13 minModel answer & graded attempt

Do You Trust This Oversubscribed Order Book?

Hard

A live DCM execution judgement test: the desk needs a pricing recommendation, not a description of book-building.

A BBB+ issuer is marketing $1.0 billion of 10-year notes at initial price thoughts of Treasury +165 to +170 bps. Two hours later, the book shows $4.0 billion of demand. However, one hedge fund…

Capital Markets · Investment Banking · ~13 minModel answer & graded attempt

How Do Asset-Backed Securities Work?

Hard

ABS is a specialized market. This tests understanding of securitization.

Explain the structure of asset-backed securities, and how do they differ from corporate bonds?

Capital Markets · Investment Banking · ~12 minModel answer & graded attempt

How Do Convertible Bonds Work?

Hard

Convertibles bridge debt and equity. This tests understanding of hybrid securities.

Explain the structure and economics of convertible bonds. When are they appropriate for issuers, and how do you value them?

Capital Markets · Investment Banking · ~12 minModel answer & graded attempt

How Do Emerging Market Bonds Differ?

Hard

Emerging market debt has unique risks. This tests understanding of sovereign risk.

What are the key differences between emerging market and developed market corporate bonds, and how do you assess sovereign risk?

Capital Markets · Investment Banking · ~12 minModel answer & graded attempt

Equities

Market impact, liquidity provision, borrow and event flow. 15 questions

How a Market-Cap-Weighted Index Moves

Easy

Equity and index desks use this to test whether candidates can connect an individual stock move to a benchmark move.

An index has only two stocks: X is 80% of the index and rises 5%; Y is 20% and falls 10%. What is the index return, and why might this differ from the return of an equal-weighted index?

Equities · Sales & Trading · ~7 minModel answer & graded attempt

Market Orders Versus Limit Orders

Easy

A first-round equities question that checks whether a candidate understands the basic choice a client makes before trading.

A stock is quoted at $49.90 bid and $50.10 offer. Explain the difference between a market order and a limit order. Which would you use to buy 5,000 shares now, and which would you use if you refuse to…

Equities · Sales & Trading · ~7 minModel answer & graded attempt

Measuring VWAP Execution

Easy

A practical execution calculation for an equities-sales-and-trading first round.

A client asks you to sell 30,000 shares versus VWAP. You execute 10,000 at $24.80, 12,000 at $24.70 and 8,000 at $24.60. The market VWAP is $24.68. What is your execution VWAP and did you outperform…

Trading Scenarios · Sales & Trading · ~8 minModel answer & graded attempt

What Happens When an Equity Trade Fails to Settle

Easy

An equity-operations fundamental used to test whether a candidate understands that execution and settlement are separate events.

You sell 10,000 shares on Monday but your custodian cannot deliver the shares on settlement date. What has happened, what are the likely consequences, and what would you do first?

Equities · Sales & Trading · ~7 minModel answer & graded attempt

Executing a Large Order

Medium

Common in execution services, and in any conversation about market structure.

A client needs to sell 2 million shares of a stock that trades 500,000 shares a day. Walk me through how you'd approach the execution and the trade-offs involved.

Trading Scenarios · Sales & Trading · ~10 minModel answer & graded attempt

How Does a Market Maker Set a Spread?

Medium

Central to any market-making interview at a prop firm or bank.

You're making a market in a stock. What determines the width of your bid-ask spread? A large institutional client asks for a two-way price in size. How does that change your quote?

Trading Scenarios · Sales & Trading · ~10 minModel answer & graded attempt

Pitch Me a Trade

Medium

You will be asked this in every trading interview. Have three ready.

Pitch me a trade. Include your thesis, the specific expression, sizing, catalysts, risks, and what would make you exit.

Trading Scenarios · Sales & Trading · ~11 minModel answer & graded attempt

Pricing and Hedging a Client Block Sale

Medium

A desk case that tests how a candidate turns client flow into inventory, liquidity and hedging decisions.

A client wants to sell 2 million shares of a liquid $50 stock. Average daily volume is 10 million shares, and the stock is currently $49.95 / $50.05. What would you assess before quoting a block…

Trading Scenarios · Sales & Trading · ~11 minModel answer & graded attempt

Short Selling Mechanics and Risks

Medium

Asked in equity trading, prime brokerage and long/short fund interviews.

Walk me through the mechanics of a short sale. Why is shorting structurally harder than going long, and what is a short squeeze?

Equities · Sales & Trading · ~10 minModel answer & graded attempt

Using an ADR Ratio to Check Relative Value

Medium

An international-equities case that tests whether a candidate can reconcile equivalent listings before calling a price discrepancy an arbitrage.

One ADR represents two ordinary shares. The ordinary shares trade at €30 each, EUR/USD is 1.10, and the ADR trades at $63.00. Is the ADR rich or cheap on a simple parity basis? What must you check…

Equities · Sales & Trading · ~10 minModel answer & graded attempt

Why a Stock Can Fall After Beating Earnings

Medium

A standard equities-sales-and-trading follow-up after a candidate says a company beat consensus.

A company reports quarterly EPS of $1.05 versus published consensus of $1.00, yet its stock falls 8% after the release. Give a structured explanation and say what you would check before trading it.

Trading Scenarios · Sales & Trading · ~10 minModel answer & graded attempt

Decide Whether a Crowded Short Is Actually Executable

Hard

An equities-trading case that separates a fundamental short thesis from the securities-finance and execution constraints needed to express it.

A portfolio manager wants to short $20m of a $40 stock ahead of earnings. The stock trades 3m shares per day, reported short interest is 25% of float, and securities finance quotes a 12% annual borrow…

Trading Scenarios · Sales & Trading · ~14 minModel answer & graded attempt

Deciding Whether an Earnings Option Is Mispriced

Hard

An offer-ready equities-volatility case that tests event-risk arithmetic, distribution thinking and disciplined trade selection.

A $100 stock reports earnings tomorrow. The at-the-money straddle costs $8, implying an approximately 8% move, while the stock's last eight earnings moves were 3%, 4%, 5%, 6%, 7%, 9%, 12% and 15%.…

Options · Sales & Trading · ~14 minModel answer & graded attempt

Managing a Closing Auction Imbalance

Hard

A live-desk judgement case for candidates expected to reason about closing liquidity, client constraints and adverse selection.

At 3:55pm, a client must sell 500,000 shares at the close. The stock normally trades 2 million shares per day, but the auction imbalance is already 900,000 shares to sell and the indicative match…

Trading Scenarios · Sales & Trading · ~13 minModel answer & graded attempt

Trading an Index Rebalance at the Close

Hard

An offer-ready market-structure case for desks that execute index flow and closing-auction risk.

A stock is being added to a major market-cap-weighted index at the close. Passive funds tracking the index must buy an estimated 8% of average daily volume. How would you expect the stock and its…

Trading Scenarios · Sales & Trading · ~13 minModel answer & graded attempt

Rates

Duration, curve trades, auctions, basis and central bank reaction. 15 questions

How a Treasury Auction Works

Easy

Rates and government-bond desks ask this to test whether candidates understand how the benchmark asset is supplied.

Walk me through a US Treasury auction. What do "stop-out yield," bid-to-cover and tail tell a rates trader?

Capital Markets · Sales & Trading · ~7 minModel answer & graded attempt

Reading a Yield Curve

Easy

A first-round rates-desk question testing whether a candidate can turn a curve screen into a clear market description.

The two-year Treasury yield is 4.10% and the ten-year Treasury yield is 4.45%. Is the curve inverted or upward sloping? Calculate the 2s10s slope, and explain one reason a trader cares about its…

Fixed Income · Sales & Trading · ~7 minModel answer & graded attempt

What Is a Basis Point?

Easy

A first-round rates-desk check that makes sure a candidate can follow a live market conversation.

A trader says, "10-year Treasury yields are up 7bp to 4.32%." What does that mean in percentage terms, and why do rates desks speak in basis points rather than percentages?

Fixed Income · Sales & Trading · ~6 minModel answer & graded attempt

Cut a Rates Position Back to the DV01 Limit

Medium

A rates-desk scenario lab testing DV01 arithmetic, limit discipline and trade expression after a macro surprise.

You are covering a Treasury book after a hot CPI print. Size the rate-risk exposure, test it against the desk limit, and recommend how to preserve the trade thesis without relying on a hope-driven…

Fixed Income · Sales & Trading · ~14 minModel answer & graded attempt

Duration and Convexity

Medium

Expect this in every fixed income interview, often with a calculation.

Define Macaulay duration, modified duration and convexity. A bond has a modified duration of 7 and convexity of 90. Estimate the price change if yields rise 150bps.

Fixed Income · Sales & Trading · ~10 minModel answer & graded attempt

Hedging a Treasury Book With Futures

Medium

A desk-style risk question testing whether a candidate sizes a hedge by rate sensitivity instead of by headline notional.

A client buys a Treasury portfolio with a DV01 of +$175,100: it gains $175,100 if yields fall 1bp and loses the same amount if they rise 1bp. A Treasury futures contract has a DV01 of +$85 when you…

Trading Scenarios · Sales & Trading · ~10 minModel answer & graded attempt

How Does a Rate Hike Transmit to the Economy?

Medium

Macro reasoning question for rates desks and macro funds.

The central bank raises rates by 100bps. Walk me through the transmission channels to the real economy and the likely reaction across asset classes.

Market Concepts · Sales & Trading · ~11 minModel answer & graded attempt

How Does Repo Work?

Medium

The plumbing of every rates desk, and the market that breaks first in a crisis.

Explain a repurchase agreement. Who uses it and why, and what does it mean when a bond goes "special"?

Fixed Income · Sales & Trading · ~10 minModel answer & graded attempt

Interest Rate Swaps and Swap Spreads

Medium

Core product knowledge for any rates or corporate derivatives desk.

Explain an interest rate swap. A corporate has floating rate debt and wants fixed. What do they do, and what is a swap spread?

Derivatives · Sales & Trading · ~11 minModel answer & graded attempt

Trading a CPI Surprise Without Chasing the Headline

Medium

A realistic junior-trader scenario testing whether a candidate can convert a macro print into a risk-defined rates view.

Headline and core CPI both print 0.2 percentage points above consensus. Two-year Treasury yields jump 12bp in seconds, while ten-year yields rise only 4bp. You think the market has overreacted. What…

Trading Scenarios · Sales & Trading · ~10 minModel answer & graded attempt

What Does an Inverted Yield Curve Tell You?

Medium

A staple opener in sales & trading and macro interviews.

Explain what the yield curve is and what an inversion means. Why has inversion historically preceded recessions, and what are the limits of that signal?

Market Concepts · Sales & Trading · ~9 minModel answer & graded attempt

Steepeners, Flatteners and Butterflies

Hard

Rates desks test whether you can express a view without taking directional risk.

Explain a steepener, a flattener and a butterfly. Why would a trader use these rather than an outright long or short?

Fixed Income · Sales & Trading · ~12 minModel answer & graded attempt

The FX Carry Trade

Hard

Macro and FX desk interviews use this to probe understanding of risk premia.

Explain the FX carry trade. Why does it work despite theory suggesting it shouldn't, and what is its risk profile?

Market Concepts · Sales & Trading · ~12 minModel answer & graded attempt

Trade the CPI Print Before the Market Reaction

Hard

A rates-desk market replay testing reaction function, positioning and risk expression.

You are on a US rates desk into CPI. Commit to a trade as the release and market colour arrive. You will see the reaction only after making each decision.

Trading Scenarios · Sales & Trading · ~14 minModel answer & graded attempt

Underwriting a Treasury Cash-Futures Basis Trade

Hard

A rates relative-value interview case testing whether a candidate can see financing and delivery optionality, not just a screen spread.

A desk sees a deliverable Treasury trading rich to its futures-implied price and proposes buying the future's cash-and-carry: buy the bond, finance it in repo, and short the futures. The apparent…

Trading Scenarios · Sales & Trading · ~13 minModel answer & graded attempt

Equity Capital Markets

IPO process and pricing, dilution, lock-ups, greenshoe and market windows. 15 questions

How Is an IPO Price Range Set?

Easy

A common follow-up that separates valuation work from demand discovery.

How would an ECM bank set an indicative IPO price range for a company?

Valuation · Investment Banking · ~8 minModel answer & graded attempt

Primary Versus Secondary Shares

Easy

A first-round ECM question on identifying who receives the offering proceeds.

What is the difference between a primary and a secondary equity offering, and why does that distinction matter to investors?

Capital Markets · Investment Banking · ~7 minModel answer & graded attempt

Walk Me Through an IPO

Easy

The opening technical in any equity capital markets interview.

Walk me through the IPO process from the decision to go public through to the first day of trading.

Capital Markets · Investment Banking · ~8 minModel answer & graded attempt

What Is an At-the-Market Offering?

Easy

A first-round ECM question testing whether you can match a financing tool to a public company's needs.

What is an at-the-market, or ATM, equity offering? Why might a public company use one instead of a single marketed follow-on?

Capital Markets · Investment Banking · ~7 minModel answer & graded attempt

What Is an IPO Lock-Up?

Easy

Tests basic IPO aftermarket knowledge in a first-round product interview.

What is an IPO lock-up, why is it used, and what can happen when it expires?

Capital Markets · Investment Banking · ~7 minModel answer & graded attempt

How Does a Greenshoe Stabilise an IPO?

Medium

A classic IPO follow-up that tests whether you understand aftermarket stabilisation rather than just the term.

Explain how a greenshoe works in an IPO and how underwriters use it to stabilise aftermarket trading.

Capital Markets · Investment Banking · ~10 minModel answer & graded attempt

Keep an IPO on the Critical Path as the Window Moves

Medium

An ECM process simulation testing sequencing, dependencies and market-window judgement.

You are coordinating an IPO across the issuer, lawyers, auditors and syndicate. Put the work in executable order as diligence issues and a volatile market window threaten the launch.

Capital Markets · Investment Banking · ~15 minModel answer & graded attempt

SPACs vs. Traditional IPOs

Medium

Asked in ECM and technology coverage; tests whether you can evaluate a structure critically.

How does a SPAC merger differ from a traditional IPO as a route to the public markets? Who bears the cost?

Capital Markets · Investment Banking · ~11 minModel answer & graded attempt

What Risk Does a Bought Deal Create?

Medium

An execution question on how a bank converts underwriting risk into price certainty for a client.

What is a bought deal, and why would a company accept a lower price to use one?

Capital Markets · Investment Banking · ~10 minModel answer & graded attempt

Why Are IPOs Deliberately Underpriced?

Medium

Tests whether you understand whose interests the pricing decision serves.

IPOs typically price below where they trade on day one, leaving money on the table for the issuer. Why does this persist, and whose interests does it serve?

Capital Markets · Investment Banking · ~9 minModel answer & graded attempt

Follow-On, Block Trade or Convertible?

Hard

The advisory conversation an ECM banker has with a client weekly.

A public company needs to raise $500m of equity. Compare a marketed follow-on, an overnight block trade, and a convertible bond. Which would you recommend and what determines it?

Capital Markets · Investment Banking · ~11 minModel answer & graded attempt

Reset the IPO Launch Recommendation

Hard

An ECM analyst simulation in which investor feedback and market volatility force a fresh launch recommendation.

You are staffing an IPO launch for a sponsor-backed industrial technology company. The syndicate desk needs a recommendation after early-look feedback, an earnings update and a sharp move in the…

Capital Markets · Investment Banking · ~14 minModel answer & graded attempt

Run a Block Trade Without Damaging the Wall-Crossed Account

Hard

An ECM process question on a confidential seller block after the stock has become volatile.

A major shareholder wants to sell a confidential block tonight. How would you manage wall-crossing, allocation and launch risk when demand may be thin?

Capital Markets · Investment Banking · ~14 minModel answer & graded attempt

Run a Follow-On Offering Before the Window Closes

Hard

An ECM analyst process case coordinating a marketed follow-on while disclosure and market conditions move.

You are the ECM analyst coordinating a marketed follow-on for a software issuer. The CFO wants to launch before an industry conference, but diligence and the market tape keep changing. Sequence each…

Capital Markets · Investment Banking · ~17 minModel answer & graded attempt

Why Do Convertible Investors Short Stock?

Hard

A harder ECM question on the investor base and execution consequences of an equity-linked deal.

Why do convertible-arbitrage investors short a company's stock after buying its convertible bond, and what does that mean for the issuer?

Derivatives · Investment Banking · ~13 minModel answer & graded attempt

Industrials Coverage

Cyclicality, operating leverage, backlog quality and mid-cycle earnings. 12 questions

Aftermarket Revenue

Easy

Industrials bankers ask this because aftermarket mix can transform valuation.

Why do investors value aftermarket revenue differently from original equipment sales?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

Book to Bill

Easy

A core industrials metric because orders lead reported revenue.

What is book-to-bill and why does it matter for an industrial company?

Sector Analysis · Investment Banking · ~7 minModel answer & graded attempt

Maintenance Versus Growth Capex

Easy

A cash-flow question for capital-intensive businesses.

Why is the split between maintenance capex and growth capex especially important for industrials?

Financial Analysis · Investment Banking · ~7 minModel answer & graded attempt

Operating Leverage in Industrials

Easy

A basic industrials margin question.

Why do industrial companies often have high operating leverage?

Financial Analysis · Investment Banking · ~7 minModel answer & graded attempt

Service Attach Rate and Installed-Base Value

Easy

A first-round industrials coverage question when evaluating whether equipment shipments can create durable service revenue.

A manufacturer has 10,000 machines in service. It sells annual maintenance contracts to 6,500 customers at $4,000 each. Define service attach rate, calculate it here, and explain why an analyst would…

Financial Analysis · Investment Banking · ~7 minModel answer & graded attempt

Automation Investment Thesis

Medium

A sector judgement question for automation, robotics and factory equipment.

What makes industrial automation an attractive or unattractive sector for investors?

Sector Analysis · Investment Banking · ~10 minModel answer & graded attempt

Channel Inventory

Medium

Asked in industrials and semiconductors when revenue disconnects from end demand.

Why does channel inventory matter when analysing an industrial supplier?

Sector Analysis · Investment Banking · ~10 minModel answer & graded attempt

Purchase Accounting and Backlog

Medium

A technical coverage question for acquisitions of project-based industrials.

Why can purchase accounting distort the margins of an acquired industrial company with backlog?

Accounting · Investment Banking · ~10 minModel answer & graded attempt

Reconcile an Industrials Organic Growth Bridge

Medium

An industrials coverage analyst often has to explain quickly whether reported growth reflects end-market demand or acquired and translated revenue.

An industrial company reports revenue rising from $1,000m to $1,120m. Management says the bridge was 6% price, 3% volume, 4% acquisitions and a 1% FX headwind. Reconcile the growth and explain what…

Financial Analysis · Investment Banking · ~10 minModel answer & graded attempt

Industrial Spin Off Case

Hard

Industrials coverage often involves conglomerate break-up and portfolio simplification work.

An industrial conglomerate is considering spinning off a lower-margin division. How do you evaluate whether it creates value?

Deal Analysis · Investment Banking · ~12 minModel answer & graded attempt

Unfunded Pensions and Why They're Debt

Hard

Critical in industrials, airlines and any legacy manufacturer.

A company has a $2bn defined benefit obligation and $1.4bn of plan assets. How does this appear in the financials, and how do you treat it in valuation?

Accounting · Investment Banking · ~12 minModel answer & graded attempt

Valuing a Cyclical at the Wrong Point in the Cycle

Hard

Industrials and natural resources coverage test this constantly.

An industrial company is trading at 6x EV/EBITDA when its peers historically trade at 9x. Is it cheap?

Sector Analysis · Investment Banking · ~11 minModel answer & graded attempt

Risk & Modelling

Stochastic calculus, VaR and expected shortfall, and model limitations. 10 questions

Calculating Two-Asset Portfolio Volatility

Easy

Quant-risk candidates are expected to translate a correlation assumption into a portfolio-risk estimate without confusing volatility with return.

A portfolio is 50% in Asset A with 20% annual volatility and 50% in Asset B with 10% annual volatility. Their correlation is 0.25. Calculate the portfolio's annual volatility and explain what drives…

Statistics · Quant Finance · ~8 minModel answer & graded attempt

Compounding and the Rule of 72

Easy

Mental math screen. Expect several of these in rapid succession, no calculator.

An investment compounds at 9% annually. (a) Roughly how long to double? (b) What is it worth after 24 years, as a multiple? (c) A fund returns 2.5x over 6 years. What is the approximate annualised…

Financial Mathematics · Quant Finance · ~6 minModel answer & graded attempt

Interpreting a One-Day VaR

Easy

This is a standard follow-up for market-risk analyst candidates.

Your desk has a one-day 99% VaR of $4 million. Explain precisely what that says, what it does not say, and how you would use it in a daily risk meeting.

Modeling Concepts · Quant Finance · ~7 minModel answer & graded attempt

Measuring Liquidity Risk

Easy

Liquidity risk is a core risk-management topic for funds, dealers and asset managers.

A portfolio has attractive daily VaR but owns several thinly traded credit instruments. Why can it still be risky, and how would you measure the liquidity risk?

Financial Analysis · Quant Finance · ~8 minModel answer & graded attempt

What Is Market Risk?

Easy

A first-round risk interview checks that you can distinguish the core risk types before discussing models.

What is market risk? Give examples for an equity, bond and FX position, and explain how a risk team makes the definition useful in practice.

Modeling Concepts · Quant Finance · ~7 minModel answer & graded attempt

Managing Model Risk

Medium

Model validation teams ask this to test whether candidates understand governance as well as mathematics.

What is model risk? You inherit a pricing and risk model used to set limits. How would you decide whether it is fit for use?

Modeling Concepts · Quant Finance · ~10 minModel answer & graded attempt

Present Value, Annuities and Perpetuities

Medium

Foundational maths underpinning every valuation method.

Derive the formula for a growing perpetuity. Then value: (a) $100/year forever at a 10% discount rate, (b) the same cash flow growing at 3%, and (c) $100/year for 10 years at 10%.

Financial Mathematics · Quant Finance · ~10 minModel answer & graded attempt

Stress-Testing a Nonlinear Options Portfolio

Hard

A market-risk interview for a portfolio whose normal-day VaR understates gap and volatility risk.

A portfolio is short index puts and long a smaller number of single-stock puts. Its one-day VaR is stable, but the risk manager is worried about a sharp equity sell-off. What would you test beyond…

Financial Mathematics · Quant Finance · ~14 minModel answer & graded attempt

Value at Risk and Its Failures

Hard

Core to risk management interviews at banks and funds.

Define Value at Risk. What are its weaknesses as a risk measure, and what would you use alongside or instead of it?

Modeling Concepts · Quant Finance · ~13 minModel answer & graded attempt

Why Delta Is Not Enough for Options

Hard

A derivatives-risk interview uses this to test whether you recognise nonlinear exposures before discussing a VaR number.

A book is delta-neutral at the start of the day. Why can it still lose heavily after a large market move? Explain the role of gamma, volatility and hedging liquidity.

Derivatives · Quant Finance · ~13 minModel answer & graded attempt

Leveraged Finance

Credit statistics, capacity analysis, flex terms and syndication risk. 9 questions

Cash Sweep Reconciliation

Easy

A quick model-review test for a leveraged-finance analyst.

A borrower generates $90m EBITDA, pays $24m of cash interest, $18m of cash taxes, and $20m of maintenance capex. It has a 50% excess-cash-flow sweep and begins with $10m excess cash after working…

Financial Mathematics · Investment Banking · ~8 minModel answer & graded attempt

Sources and Uses in a Leveraged Buyout Financing

Easy

A mechanics question for acquisition financings.

What goes into sources and uses for a sponsor acquisition financing?

Deal Analysis · Investment Banking · ~7 minModel answer & graded attempt

Bridge Loan

Medium

Acquisition financings often rely on bridge commitments before permanent debt is placed.

What is a bridge loan in leveraged finance?

Capital Markets · Investment Banking · ~10 minModel answer & graded attempt

Answer the Underwriter's Questions Before Launch

Hard

A leveraged-finance analyst must turn scattered sponsor and lender comments into an actionable underwriting response before syndication.

At 6:45am, the lead underwriter asks for a response before the financing launch call. The sponsor wants leverage unchanged despite weaker trading. Prioritise each reply and prepare a concise…

Credit Analysis · Investment Banking · ~14 minModel answer & graded attempt

Hung Deal Scenario

Hard

A harder levfin question on where underwriting losses actually come from.

A bank commits to a $2bn leveraged financing. Markets sell off and investors only want the debt at 90. What happens?

Trading Scenarios · Investment Banking · ~12 minModel answer & graded attempt

Market Flex and Underwriting Risk

Hard

Asked to test whether you understand where a leveraged finance desk actually loses money.

What is market flex, and what happens to the bank if a committed financing cannot be syndicated?

Credit Analysis · Investment Banking · ~11 minModel answer & graded attempt

Red-Team the Debt Sizing Case Before Underwriting

Hard

A leveraged-finance analyst review before an underwriting committee discussion.

A first-year analyst has prepared the debt-sizing case for a sponsor acquisition of a packaging distributor. Find the errors that change debt capacity or returns, protect the underwriting timeline,…

Credit Analysis · Investment Banking · ~18 minModel answer & graded attempt

Underwrite a Portability Covenant Before Relying on It

Hard

A leveraged-finance underwriting case where sponsor-friendly documentation changes the lender's exit protection.

A sponsor asks for debt that can remain outstanding after a change of control if leverage is below a portability threshold. What must the underwriting team test before accepting the request?

Credit Analysis · Investment Banking · ~15 minModel answer & graded attempt

Underwriting a Dividend Recapitalisation

Hard

A sponsor asks the bank to finance a dividend recap eighteen months after closing.

A sponsor-owned company has reduced debt from $600m to $480m while EBITDA rose from $100m to $120m. The sponsor wants $180m of new debt to fund a dividend. Would you recommend underwriting it?

Credit Analysis · Investment Banking · ~13 minModel answer & graded attempt

FX & Commodities

Carry, curve shape, storage economics and policy sensitivity. 9 questions

Choosing Spot, Forwards or Options

Easy

A basic client-coverage question that tests whether you match an instrument to a real exposure.

Distinguish an FX spot trade, forward and option. Give one sensible use case for each.

Derivatives · Sales & Trading · ~7 minModel answer & graded attempt

How Futures Margin Works

Easy

A futures-market fundamental that separates derivative exposure from the cash posted to support it.

You go long one crude-oil futures contract representing 1,000 barrels at $80 per barrel. Initial margin is $6,000. If the futures price falls to $77 overnight, what happens economically and why is the…

Derivatives · Sales & Trading · ~8 minModel answer & graded attempt

Reading an FX Quote

Easy

An FX desk uses this first-round check to see whether you can speak precisely about a market quote.

EUR/USD moves from 1.0800 to 1.0950. Which currency strengthened, by how much, and how would you explain the move to a US importer?

Market Concepts · Sales & Trading · ~7 minModel answer & graded attempt

What Drives Gold Prices?

Easy

Commodities interviews ask this to test whether you distinguish gold from industrial raw materials.

What are the main drivers of gold, and why is it misleading to analyse it like copper or oil?

Market Research · Sales & Trading · ~8 minModel answer & graded attempt

Hedging Delta on an FX Option

Medium

An FX-options interview uses this to test whether you understand how option risk becomes spot risk on a dealer book.

A dealer sells a client a EUR/USD call with a delta of 0.40 on €10m notional. How should the dealer initially hedge the spot exposure, and what changes if EUR/USD rises?

Options · Sales & Trading · ~10 minModel answer & graded attempt

Reading an Oil Inventory Surprise

Medium

A commodities desk tests whether you can turn a weekly inventory release into a conditional market view.

US crude inventories fall by 6m barrels against expectations for a 1m-barrel build, but refinery utilisation also drops sharply. Is the data bullish for oil?

Market Research · Sales & Trading · ~10 minModel answer & graded attempt

Using the Crack Spread

Medium

Oil-product interviews use a crack-spread question to see whether you can translate a relative price into an industrial margin.

Crude oil is $75 per barrel, gasoline is $2.50 per gallon and heating oil is $2.70 per gallon. Explain the 3-2-1 crack spread and what a widening spread says about a refiner.

Trading Scenarios · Sales & Trading · ~10 minModel answer & graded attempt

Using FX Risk Reversals Without Mistaking Them for Forecasts

Hard

An FX-options desk asks this when assessing whether a candidate can turn volatility-market information into a disciplined client recommendation.

USD/BRL spot is stable, but three-month USD/BRL implied volatility rises from 12% to 18% and USD calls trade at a much higher implied volatility than equivalent USD puts. A US importer must pay BRL…

Trading Scenarios · Sales & Trading · ~13 minModel answer & graded attempt

Warehouse Queues and Metal Availability

Hard

A physical-metals scenario tests whether you understand the distinction between exchange inventory and deliverable supply.

LME aluminium inventories are high, yet nearby physical premiums and the cash-to-three-month spread both rise. How can those facts coexist, and what would you investigate before trading it?

Trading Scenarios · Sales & Trading · ~13 minModel answer & graded attempt

Derivatives & Structuring

Greeks, skew, hedging costs and payoff construction. 8 questions

Call and Put: Rights, Obligations, and Payoffs

Easy

A first-round options screen for candidates who have not yet traded derivatives.

A client buys one call option and one put option, each on the same stock with a strike price of $100. Explain what each contract gives the buyer, who has the obligation, and what happens at expiry if…

Options · Sales & Trading · ~7 minModel answer & graded attempt

When a Payer Swaption Is the Right Rates Hedge

Easy

A structuring interview uses this to test whether the candidate can distinguish a conditional rates hedge from a binding swap.

A company expects to issue fixed-rate debt in six months to finance an acquisition, but the acquisition may not close. It is worried that interest rates will rise before then. Explain why a payer…

Options · Sales & Trading · ~7 minModel answer & graded attempt

Choose a Jet-Fuel Hedge When Demand Is Uncertain

Medium

A client-structuring case tests whether you match derivative certainty to uncertain operating volumes instead of simply maximising the hedge ratio.

An airline expects to consume 10m gallons of jet fuel next quarter, but bookings are volatile and management believes actual consumption could range from 7m to 10m gallons. Fuel costs are a major…

Trading Scenarios · Sales & Trading · ~11 minModel answer & graded attempt

Constructing a Zero-Cost Collar

Medium

A standard analyst-level structuring exercise for a corporate client protecting an equity holding or foreign-currency exposure.

A client owns a stock at $100 and wants protection below $90 for the next year, but will give up gains above $115. Construct the option strategy, describe the stock-plus-options payoff at $70, $100,…

Options · Sales & Trading · ~10 minModel answer & graded attempt

Put-Call Parity and Arbitrage

Medium

Trading interviews use this to test whether you can construct an arbitrage on the spot.

State put-call parity. A stock trades at $100. The $100 strike call trades at $8, the put at $5, and the risk-free rate is 4% with 1 year to expiry, no dividends. Is there an arbitrage? If so,…

Options · Sales & Trading · ~10 minModel answer & graded attempt

Choose a Hedge for an Imported-Input Manufacturer

Hard

A client-facing structuring case testing whether you can translate an operating exposure into a proportionate hedge recommendation.

A US manufacturer will pay EUR 50m for components in six months. Its gross margin is only 8%, it cannot pass through a sudden euro appreciation immediately, and management wants protection but does…

Derivatives · Sales & Trading · ~13 minModel answer & graded attempt

Mortgage-Backed Securities and Prepayment Risk

Hard

Core to securitised products desks; also a favourite curveball in rates interviews.

Explain how a mortgage-backed security works and why it exhibits negative convexity. What is convexity hedging and how can it amplify moves in the rates market?

Derivatives · Sales & Trading · ~13 minModel answer & graded attempt

Structure an Accelerated Share Repurchase Without Misstating Its Economics

Hard

A cross-product structuring case used to test whether a candidate can explain an equity derivative, accounting-sensitive client objective, and dealer hedge in one answer.

A company wants to spend $500m repurchasing stock but wants most shares delivered immediately, before a two-month execution period ends. A bank proposes an accelerated share repurchase (ASR) priced…

Derivatives · Sales & Trading · ~15 minModel answer & graded attempt

Credit Trading

Spread decomposition, liquidity, index arbitrage and dealer inventory. 7 questions

Read a Corporate Bond Quote

Easy

Credit desk interviews often start by asking candidates to translate a compact market quote into plain English.

A dealer quotes a corporate bond at 98.50 / 99.00, with a spread of 225bp over the Treasury curve. Explain each number and which side you would hit if you wanted to buy $5 million face value.

Fixed Income · Sales & Trading · ~7 minModel answer & graded attempt

What Does a Corporate Bond Spread Pay You For?

Easy

A foundational credit-trading question checks that a candidate can explain a spread as more than a default forecast.

Two five-year corporate bonds have the same Treasury benchmark, but Company A trades at Treasury + 120bp and Company B at Treasury + 260bp. What does the 140bp difference mean, and what would you…

Credit Analysis · Sales & Trading · ~7 minModel answer & graded attempt

Assess a New-Issue Concession

Medium

New-issue pricing is a practical test of how a credit trader distinguishes valuation from primary-market technicals.

An issuer's outstanding five-year bonds trade at Treasury + 180bp. It launches a new five-year bond at Treasury + 205bp. Is the 25bp difference attractive, and what would you check before buying?

Capital Markets · Sales & Trading · ~10 minModel answer & graded attempt

Hedge a Single-Name Bond With CDX

Hard

A credit desk interview uses this to test hedge selection, basis risk and sizing rather than a memorised CDS definition.

You are long $20 million of a five-year high-yield cash bond. You expect a broad risk-off move over the next month but want to keep the issuer-specific position. Explain how you could hedge, what you…

Derivatives · Sales & Trading · ~14 minModel answer & graded attempt

The CDS-Cash Basis

Hard

A recurring relative value trade on credit desks, and a lesson in what arbitrage really requires.

A company's 5-year bond trades at a 300bp spread while its 5-year CDS trades at 250bp. Is there a trade?

Derivatives · Sales & Trading · ~13 minModel answer & graded attempt

Trade a Credit After an Earnings Miss

Hard

A credit-trading desk replay after an issuer misses earnings and the market reprices its bonds.

You cover credit trading for a consumer-products issuer reporting before the open. Make a decision at each stage, then leave a concise trading note for the desk head.

Trading Scenarios · Sales & Trading · ~13 minModel answer & graded attempt

Write the Credit Risk Note After a Spread Gap

Hard

A credit-trading desk simulation testing trade expression, liquidity discipline and client communication after a fast market move.

You are a credit-trading analyst supporting a desk that holds a large cash-bond inventory after a disappointing earnings release. Use the market updates to prepare a risk note for the desk head and…

Trading Scenarios · Sales & Trading · ~14 minModel answer & graded attempt

Sell-Side Research

Driver-based models, differentiated estimates and defending a rating. 6 questions

What Does a Sell-Side Research Analyst Actually Do?

Easy

A first-round question that tests whether candidates understand the job beyond building a model.

Walk me through the job of a sell-side equity research analyst. Who are the clients, what are the core outputs, and what makes the role useful?

Market Research · Equity Research · ~6 minModel answer & graded attempt

Publish the Earnings Flash in Twenty Minutes

Medium

A sell-side research output simulation prioritising what clients need immediately after earnings.

A covered software company reports a revenue beat, an EPS beat and lower full-year margin guidance. Produce the first client flash after validating the moving pieces.

Financial Analysis · Equity Research · ~12 minModel answer & graded attempt

Using Corporate Access Without Crossing the Line

Medium

Tests practical judgement on management access, material non-public information and research independence.

You arrange a management meeting for clients. During preparation, an executive starts to indicate that the upcoming quarter will miss guidance. What do you do, and how do you preserve the value of…

Market Research · Equity Research · ~10 minModel answer & graded attempt

Writing the First Earnings Flash

Medium

Research teams assess whether associates can produce an accurate, useful first take immediately after results.

A company reports revenue and EPS above consensus, but lowers full-year operating-margin guidance. You have twenty minutes to prepare the first client flash. What do you say and what do you verify…

Market Research · Equity Research · ~10 minModel answer & graded attempt

Build a Catalyst Calendar Without Confusing Events With Catalysts

Hard

A client-facing research exercise that tests whether a candidate can turn an event list into a falsifiable expectation and tradeable risk-reward framework.

A stock is down 18% year-to-date. Over the next four months it has an investor day, a product launch, quarterly earnings, and a regulatory decision. Consensus expects 5% revenue growth, while your…

Stock Pitching · Equity Research · ~15 minModel answer & graded attempt

Red-Team the Earnings Model Before the Client Flash

Hard

A sell-side research associate review between an earnings call and a client-facing results flash.

Your analyst asks you to review the model and draft flash on a software company that has just reported. Identify the hidden errors that could mislead clients, prioritise the repairs, and write the…

Financial Analysis · Equity Research · ~17 minModel answer & graded attempt

M&A and Integration

Strategic fit, synergy underwriting, dis-synergies and post-close ownership. 2 questions

Calculating a Working-Capital Purchase-Price Adjustment

Easy

Tests whether a corporate development analyst can reconcile headline consideration to the cash actually paid at closing.

A signed deal uses a $30m net-working-capital peg. At closing, accounts receivable are $18m, inventory is $11m, and accounts payable plus accrued operating expenses are $7m. Cash and debt are…

Financial Analysis · Corporate Development · ~8 minModel answer & graded attempt

What Belongs in a Letter of Intent?

Easy

A practical first-round question for candidates who may support early-stage deal execution.

What is a letter of intent in an acquisition, and what key points would you expect it to cover?

Deal Analysis · Corporate Development · ~7 minModel answer & graded attempt

Global Macro

Policy reaction functions, positioning, carry and expressing a view cleanly. 2 questions

The Dollar Smile

Easy

Common in FX macro interviews because it explains why the dollar can rally in opposite regimes.

What is the dollar smile and why is it useful?

Market Concepts · Hedge Funds · ~7 minModel answer & graded attempt

Reading a Central Bank Meeting

Medium

The recurring event macro desks trade around.

A central bank holds rates unchanged, exactly as expected, and the currency rallies 1.5%. Explain how that happens.

Market Concepts · Hedge Funds · ~10 minModel answer & graded attempt

Treasury & Capital Markets

Capital structure, covenant headroom, FX and interest rate hedging. 2 questions

When Commercial Paper Is Appropriate

Easy

Corporate treasury interviews use this to distinguish cheap funding from dependable liquidity.

What is commercial paper, and when should a company use it rather than a revolver or long-term debt?

Capital Markets · Corporate Finance · ~7 minModel answer & graded attempt

Funding an Acquisition Without Breaking Liquidity

Hard

A treasury case question that tests funding execution, rating protection and contingency planning at once.

Your company is signing a $2bn cash acquisition that closes in six months. How would you build the treasury funding plan before announcement?

Capital Allocation · Corporate Finance · ~13 minModel answer & graded attempt

Strategic Finance

Project selection, returning capital and measuring per-share value. 2 questions

Buyback or Dividend?

Medium

Standard in corporate finance and equity research interviews.

A board wants to return $1bn to shareholders. Compare a buyback with a special dividend. Which would you recommend and what determines the answer?

Capital Allocation · Corporate Finance · ~9 minModel answer & graded attempt

Ranking Capital Allocation Options

Medium

The central question of corporate finance. Expect it in any strategic finance interview.

A company generates $500m of annual free cash flow. Rank the uses of that cash and explain the framework you'd apply.

Capital Allocation · Corporate Finance · ~11 minModel answer & graded attempt

Equity Portfolio Management

Business quality, position sizing, benchmark risk and turnover discipline. 1 question

How Would You Invest $1 Million?

Easy

A deceptively open question testing whether you ask before you answer.

How would you invest $1 million? Walk me through your thinking.

Portfolio Construction · Asset Management · ~8 minModel answer & graded attempt

Credit

Recovery analysis, capital structure relative value and covenant leakage. 1 question

Why Yield to Worst Matters on a Callable Bond

Easy

Tests whether a candidate can avoid overstating carry and upside in a high-yield bond pitch.

A bond purchased at 102 can be called at 100 in one year or mature at 100 in five years. Its coupon is 8%. Why should you assess yield to worst rather than simply quote its yield to maturity, and what…

Fixed Income · Hedge Funds · ~7 minModel answer & graded attempt

Quantitative Trading

Expected value under pressure, adverse selection and inventory risk. 1 question

Hedging With an Imperfect Substitute

Hard

The practical hedging problem on any desk that cannot trade the exact instrument.

You're long $10m of an illiquid corporate bond and want to hedge the rates risk. The only liquid instrument is a Treasury future. What ratio do you use, and what risk remains?

Trading Scenarios · Quant Finance · ~12 minModel answer & graded attempt

Practise the Goldman Sachs set under interview conditions.

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

Company tags reflect where a question type is commonly reported in interviews. They are not sourced from, endorsed by, or affiliated with Goldman Sachs.