Derivatives Foundation interview preparation

Questions

100

Traced to a firm

29

Firms

19

Updated

September 2026

Asked at

All firmsMSMorgan Stanley4Nomura4Akuna Capital2Amundi2HSBC2PIMCO2Bank of America1Barclays1Citadel1DRW1Goldman Sachs1Jane Street1Millennium Management1Mizuho1Old Mission Capital1RCRBC Capital Markets1Scotiabank1UBS1Wells Fargo Securities1

Topic

All topicsForwards and futures10Options basics8Option pricing7The Greeks10Volatility7Option strategies9Swaps and rates7Credit derivatives4Market structure and clearing6Indian derivatives8Trading and markets9Brainteasers6Fit9

Level

AnyCoreIntermediateHard

Type

AnyTechnicalCaseMarket viewBrainteaserFit

1. 069What makes the Indian index options market different from other major markets?Indian derivativesIntermediatetechnicalIndian derivatives desksIndian broking

   Say this

   Scale and concentration. By contract count India has been the largest derivatives market in the world for several years, and almost all of it is short-dated index options — Nifty and Bank Nifty weeklies — traded by a very large retail base. The premium turnover is a fraction of the notional, so the volume statistics flatter it enormously.

   Then walk it

   1. Structure: all index options are European and cash-settled on a weighted average price of the last half hour, which removes assignment and delivery mechanics entirely and makes the product very easy for retail to access.
   2. Lot sizes are set in notional terms and periodically revised, and SEBI raised them substantially in late 2024 specifically to make the minimum ticket larger and less accessible to small accounts.
   3. The expiry calendar is the defining feature. A weekly expiry means enormous gamma and theta concentration in the final days, and a very large share of total volume happens on expiry day itself in options that are almost entirely time value.
   4. Single stock derivatives exist but are a much smaller share, and they are physically settled since 2018 — which changed behaviour, because a retail trader holding an in-the-money single stock option now faces delivery obligations and much larger margins into expiry.
   5. Participants: proprietary and algorithmic firms dominate the profitable side, foreign portfolio investors and domestic institutions use index futures and options for hedging, and retail is overwhelmingly on the option-selling and cheap-option-buying side. The Jane Street enforcement matter in 2025 made the size of the prop share very public.
   6. The honest read: the volume numbers are not comparable to US or European markets, because a 50 rupee out-of-the-money Nifty option is one contract in the statistics and nearly no risk transfer. Premium turnover, not contract count, is the number to quote if you want to sound like you know the market rather than the headline.

   Where candidates lose it

   Quoting 'India is the world's largest derivatives market' as though it settles the matter. The comparison is by contract count, dominated by cheap weekly options, and premium turnover tells a different story. Making that distinction unprompted is the single best signal you understand this market.

   Expect next

   • Why is contract count a misleading comparison?
   • What changed when single stock derivatives moved to physical settlement?
   • Who is actually making money in this market?
2. 070Explain the weekly expiry ecosystem in Indian index options and what it does to pricing.Indian derivativesIntermediatetechnicalIndian derivatives desksIndian broking

   Say this

   Weekly expiries created a market where most of the volume is in options with one to four days of life, which means enormous gamma and theta and almost no vega. Pricing on expiry day stops looking like Black-Scholes and starts looking like a supply and demand auction on a few strikes around spot, with implied volatility on the wings that no model would produce.

   Then walk it

   1. The mechanics: exchanges staggered weekly expiries across indices so that at one point there was an expiry nearly every day of the week, which concentrated retail activity into a daily cycle rather than a monthly one. SEBI cut this back to one weekly expiry per exchange in late 2024.
   2. What short dating does to the Greeks: a one-day at-the-money option has enormous gamma and theta and essentially no vega. So the trade is a pure gamma-versus-theta contest, and the volatility surface becomes almost meaningless as a level.
   3. The observable distortion: far out-of-the-money weekly options trade at implied volatilities of 60, 80, sometimes over 100 percent, not because anyone forecasts that volatility but because the option costs 2 rupees and there is a floor on the tick. Lottery demand sets the price of the wings.
   4. On expiry day the flow dominates. Large short-gamma positions must hedge in the direction of the move, so you get sharp intraday trends into the close, and then a pin towards the strike with the biggest open interest. That is dealer hedging mechanics, not information.
   5. The settlement convention interacts with it: because settlement is a VWAP of the last half hour, hedging demand is concentrated in that window, which is where you see the volume spike and the sharpest moves.
   6. The commercial honesty: this ecosystem exists because it generates extraordinary exchange and broker revenue and because retail demand for lottery payoffs is real. SEBI's own analysis found the large majority of individual derivative traders lose money, and the reforms since 2024 — fewer expiries, larger lots, higher margins near expiry — are a direct response. Anyone interviewing on an Indian desk should be able to say both that the ecosystem is a genuine liquidity pool and that its retail side is a wealth transfer.

   Where candidates lose it

   Describing weekly expiries as just a shorter-dated option. The interviewer wants the consequences: gamma and theta dominate, vega vanishes, wing implied volatilities become meaningless, and expiry-day price action is dealer hedging rather than information. And be able to state the retail loss data without editorialising.

   Expect next

   • Why do far out-of-the-money weeklies show implied volatilities over 80 percent?
   • What causes the sharp moves in the last half hour of expiry day?
   • What did SEBI change in 2024 and why?
3. 071Walk me through SEBI's margin framework and position limits for derivatives.Indian derivativesHardtechnicalIndian derivatives desksClearing and risk

   Say this

   Margin has two main layers: SPAN, which is the portfolio risk margin computed by the clearing corporation across scenarios, and exposure margin on top of it. Since 2020, margins are collected upfront and monitored at random intraday snapshots rather than end of day. Position limits are set separately for clients, trading members and foreign investors, in notional or open-interest terms.

   Then walk it

   1. SPAN margin: the clearing corporation revalues your whole portfolio under a grid of price and volatility scenarios and charges the worst case. It gives credit for genuine offsets, which is why a hedged spread costs far less margin than two outright positions.
   2. Exposure margin sits on top as an additional buffer, and short option positions attract specific additional requirements. Close to expiry, extra margins apply to in-the-money and near-the-money short positions because of settlement risk.
   3. The 2020 peak margin reform is the structural change worth knowing. Brokers must collect the full upfront margin, and compliance is checked against four random intraday snapshots each day, with penalties for shortfalls. That killed the intraday leverage brokers used to extend, which had been 20 to 50 times.
   4. Physical settlement in single stock derivatives compounds it: in the expiry week, margins on in-the-money single stock options escalate sharply, because delivery obligations arise. Retail traders regularly get caught by this.
   5. Position limits: client-level limits on index options in notional terms, market-wide position limits on single stocks expressed as a share of free float with a 95 percent trigger that bans new positions, and separate FPI category limits. Index option limits were tightened in 2025 with delta-adjusted rather than notional measurement, which was a direct response to the concentration issues the year before.
   6. Where the framework is genuinely good and where it strains: the upfront margin regime materially reduced client default risk and broker failures, which was the point. The strain is procyclicality and cost — margins rise into volatility, spreads widen, and hedging gets more expensive precisely when it is most needed. And measuring index option limits in notional rather than delta terms was an obvious gap until it was fixed.

   Where candidates lose it

   Naming SPAN and stopping. An Indian desk expects the 2020 peak-margin reform and the intraday snapshot mechanic, because it changed the whole broking business model. And the delta-adjusted position limit change is recent enough that knowing it marks you as current.

   Expect next

   • What did peak margin reporting do to the broking industry?
   • Why did SEBI move to delta-adjusted position limits?
   • How does SPAN give credit for a hedged position?
4. 072SEBI data shows most individual derivatives traders lose money. Should retail access be restricted?Indian derivativesHardsuperdayIndian derivatives desksIndian broking

   Say this

   I would restrict the product design and the leverage rather than the access. The data is stark — SEBI's studies found roughly nine in ten individual traders losing money, with aggregate losses in the tens of thousands of crores — but an outright ban pushes the same demand into dabba trading and offshore apps, where there is no margin, no clearing and no recourse.

   Then walk it

   1. What the data actually says: across SEBI's 2023 and 2024 studies, the large majority of individual F&O traders lost money, losses were concentrated in short-dated index options, and a sizeable share of participants were young and new to markets. The average loss per loss-making trader was several times the median Indian household's annual savings capacity.
   2. The structural causes are identifiable rather than mysterious: weekly expiries create a near-daily lottery, tiny premiums make the minimum bet trivially small, mobile apps gamified the interface, and finfluencer marketing sold option selling as income.
   3. What SEBI has done and what I think is right: fewer weekly expiries, larger contract sizes, upfront margin collection, higher near-expiry margins, mandatory risk disclosures, and action against unregistered advisers. These raise the ticket size and remove the leverage without banning the instrument.
   4. What I would add: a suitability step for first-time derivatives users, a hard cap on intraday leverage for new accounts, and removing the ability to build a position out of many tiny lottery tickets. And I would look hard at broker incentives, since brokerage revenue is proportional to churn.
   5. The counter-argument to take seriously: adults are entitled to take risk with their own money, retail participation adds liquidity that institutional hedgers benefit from, and the same loss statistics are true of day trading equities. Singling out options is partly a choice about which losses we find visible.
   6. Where I land, and I would say it plainly: the case for intervention here is not paternalism about risk, it is that the product design was engineered for frequency rather than for hedging. Fix the design and the leverage, keep the access, and be honest that the market will lose real revenue when you do — which is why exchanges and brokers lobbied against every one of these changes.

   Where candidates lose it

   Taking a side without engaging the counter-argument, or reciting the loss statistics without a policy view. Interviewers on Indian desks ask this to see if you can hold a commercial position and an ethical one at once. Name the displacement risk — dabba trading and offshore apps — because that is the strongest argument against a ban.

   Expect next

   • Would a ban just move the activity offshore?
   • What is the strongest argument against restricting access?
   • Whose revenue falls if you are right?
5. 073How do currency derivatives work on the Indian exchanges, and what are the constraints?Indian derivativesIntermediatetechnicalIndian derivatives desksFX derivatives

   Say this

   Exchange-traded currency futures and options on USD/INR and a few crosses, cash-settled in rupees against the RBI reference rate, with small lot sizes — a thousand dollars per futures lot. The defining constraint is that use is tied to having an underlying exposure: the RBI tightened enforcement of that in 2023 and effectively ended the speculative retail segment.

   Then walk it

   1. Products: USD/INR futures and options are by far the most liquid, plus EUR/INR, GBP/INR and JPY/INR futures with thin volumes, and cross-currency pairs like EUR/USD listed in rupee terms.
   2. Settlement is cash against the RBI reference rate on the expiry date, so there is no delivery of dollars. That makes it accessible but also means the contract is a proxy for, rather than a claim on, the spot market.
   3. Position limits are specific: a client-level cap on USD/INR positions, with larger limits only against demonstrated underlying exposure. The April 2023 clarification requiring participants to have a contracted exposure — and brokers to obtain that declaration — collapsed exchange volumes by a large multiple almost overnight.
   4. So the onshore exchange market is now mostly a hedging venue, and price discovery in the rupee happens elsewhere: the interbank OTC market onshore, and the non-deliverable forward market offshore in Singapore, London and Dubai.
   5. That NDF market is the thing to understand. It exists because the rupee is not fully convertible, it trades outside RBI jurisdiction, and it has repeatedly led onshore pricing during stress. The RBI's response was to let onshore banks participate in the NDF market from 2020, and to build the GIFT City IFSC as an onshore-offshore venue where rupee derivatives trade in dollars.
   6. The honest read on the market: it is small relative to India's trade flows because the regulatory framework prioritises controlling speculation over depth. That is a defensible policy choice — it limits the currency crisis channel — but it means a corporate hedging rupee exposure gets worse liquidity beyond a year than a comparable exposure in a freely convertible currency, and the difference shows up in the price.

   Where candidates lose it

   Describing the contracts without the exposure requirement and the NDF market. The 2023 underlying-exposure enforcement is the single most important recent fact about this market, and if you cannot explain why price discovery migrated offshore, you have described the plumbing without understanding the market.

   Expect next

   • What is an NDF and why does it exist for the rupee?
   • What changed for exchange volumes in 2023 and why?
   • How does GIFT City fit into this?
6. 074Why does Bank Nifty trade differently from Nifty in the options market?Indian derivativesIntermediatetechnicalIndian derivatives desksIndian broking

   Say this

   Because it is a narrow, highly concentrated sector index rather than a diversified one. Twelve banking names, with the top three carrying most of the weight, so it realises materially higher volatility than Nifty and its implied volatility sits several points above. That volatility difference is why it attracted the most aggressive short-dated option activity.

   Then walk it

   1. Composition: Bank Nifty is a dozen banking stocks with heavy concentration in the largest private banks. Nifty is 50 names across sectors, and financials are already its largest weight — which means the two indices are highly correlated but Bank Nifty is the levered version.
   2. Realised volatility runs perhaps 1.2 to 1.5 times Nifty's, and implied volatility follows, so option premiums are larger in both absolute and percentage terms. For a trader wanting the most movement per rupee of premium, Bank Nifty was the obvious instrument.
   3. It is also more event-driven. Credit policy, asset quality data, results from three or four large banks, and rate expectations all hit the whole index at once. Single-name news in HDFC Bank or ICICI moves the index in a way no single name moves Nifty.
   4. Consequence for the surface: skew is steeper and the term structure is more reactive, because a banking-sector shock is a credit shock and the market prices the left tail accordingly.
   5. The regulatory arc matters here. Bank Nifty weekly options had become the single largest contract in the world by volume, and SEBI's late-2024 rationalisation removed its weekly expiry, leaving the weekly to Nifty on the NSE. Volume redistributed rather than disappeared, but the Bank Nifty weekly ecosystem is gone.
   6. The trading implication I would draw: a Nifty against Bank Nifty relative-volatility trade is a clean expression of a view on whether financial-sector dispersion is going to rise. It is short correlation in one index and long it in the other, and it is a more considered trade than simply buying whichever premium looks cheap.

   Where candidates lose it

   Saying 'Bank Nifty is more volatile' without explaining the concentration mechanism, or missing that its weekly expiry was removed in the 2024 reforms. An Indian desk will assume you have traded it, so being current on the expiry change is the test.

   Expect next

   • How would you trade Nifty volatility against Bank Nifty volatility?
   • What happened to Bank Nifty weekly volumes after the 2024 changes?
   • Why is Bank Nifty skew steeper?
7. 075How does a foreign investor hedge Indian equity exposure, and why does so much of it happen offshore?Indian derivativesHardsuperdayIndian derivatives desksEquity derivatives

   Say this

   Three routes: onshore index futures and options through an FPI registration, offshore instruments like SGX or GIFT Nifty and participatory notes, and total return swaps with a bank that holds the onshore position. The choice is driven less by pricing than by registration burden, tax treatment and position limits — which is why a large share of the risk transfer historically sat offshore.

   Then walk it

   1. Onshore: register as an FPI, get a custodian, and trade Nifty futures and options directly. You get the tightest pricing and deepest liquidity, and you accept Indian tax, reporting and category-level position limits.
   2. Offshore listed: the Nifty contract that traded on SGX migrated to NSE IX at GIFT City in 2023 as GIFT Nifty. It settles in dollars, trades nearly 21 hours, and lets an offshore investor take Nifty risk without an FPI registration or rupee exposure.
   3. Synthetic: a total return swap or participatory note written by a bank that holds the onshore hedge. The client gets the economics in dollars with no Indian registration. The cost is a financing spread and full counterparty risk to the issuer.
   4. The drivers of the offshore preference are structural: registration takes time, the securities transaction tax and capital gains treatment change the after-tax return, and the currency leg has to be hedged separately in a market with its own constraints. P-notes were largely a regulatory-arbitrage product and SEBI has steadily squeezed them.
   5. GIFT City is the deliberate policy answer — bring the offshore activity onshore into a tax-neutral IFSC with dollar settlement. The migration of the SGX Nifty contract was the flagship success, and rupee derivatives and offshore banking units are the next phase.
   6. The risk to flag, and it is the one that actually catches people: currency and equity are correlated for a foreign investor in India. The rupee weakens when foreign flows leave, which is when equities are falling, so an unhedged currency leg doubles the drawdown. Hedging the equity with GIFT Nifty in dollars looks clean but embeds the rupee move into the contract's value rather than removing it — you have to be explicit about which risk each leg is carrying.

   Where candidates lose it

   Listing the routes without the reason. The interviewer wants the drivers — registration, tax, limits — and the GIFT Nifty migration as the policy response. And the equity-currency correlation for a foreign investor is the analytical point most candidates miss entirely.

   Expect next

   • What happened to the SGX Nifty contract, and why did it matter?
   • Why has SEBI discouraged participatory notes?
   • How correlated are Indian equity drawdowns and rupee depreciation?
8. 076What does the Indian interest rate derivatives market look like, and why is it smaller than you would expect?Indian derivativesIntermediatetechnicalIndian derivatives desksRates derivatives

   Say this

   The liquid instrument is the overnight indexed swap against MIBOR, used mainly by banks and primary dealers to express rate views and manage their books. Bond futures exist and are thin, and the corporate swap market is small. The reason is that most Indian corporate borrowing is bank credit at a floating benchmark that resets anyway, so the hedging demand a deep swap market needs simply is not there.

   Then walk it

   1. OIS is the core. The overnight rate against MIBOR, liquid out to about five years and genuinely liquid in the one-year and five-year, and it is where the market's rate expectations are actually observable. If you want to know what the market thinks the RBI will do, you read the OIS curve, not the bond curve.
   2. Government bond futures on NSE and BSE exist but have never developed sustained liquidity, despite several relaunches. Banks hedge duration in the cash market instead, partly because the held-to-maturity accounting category removes the need to mark and therefore the need to hedge.
   3. Forward rate agreements and interest rate swaps with corporates happen, but the volumes are modest. Most Indian corporate debt is bank loans at a floating benchmark — previously the base rate or MCLR, now largely external benchmark linked — so companies are already floating and the treasurer's question is whether to fix, which many simply do not.
   4. The market also carries a legacy of caution. The 2008 to 2011 episode where corporates lost heavily on complex currency and rate structures sold by banks, and the resulting litigation and RBI scrutiny, made both boards and banks more conservative about derivative hedging than the economics alone would suggest.
   5. What is developing: RBI has progressively liberalised, allowing more participants into OIS and permitting banks to deal in offshore rupee derivatives, and the retail and non-bank participation frameworks have widened. The shift of benchmarks after LIBOR's end accelerated the use of overnight-indexed conventions.
   6. The honest structural point: a deep rates derivative market needs a liquid, marked, widely held government bond market, and India's is dominated by banks holding to maturity under statutory requirements. Until that holding structure changes, the derivative market will stay a bank-to-bank market rather than a broad hedging venue — which is the real answer to why it is smaller than the size of the economy implies.

   Where candidates lose it

   Assuming the Indian rates market mirrors the US or Europe. The interesting answer identifies the cause — statutory bond holdings, held-to-maturity accounting, and floating-rate bank credit — rather than just noting that volumes are low. Naming OIS against MIBOR as the real expectations curve is the practitioner detail.

   Expect next

   • Why have bond futures repeatedly failed to gain traction here?
   • Where would you read the market's view on the next RBI move?
   • What would have to change for the corporate swap market to grow?

Firm tags come from public, anonymous candidate reports on Wall Street Oasis: strong signal, not sworn testimony. Firms are named as the places a question was reported, not as partners of Fin Maverick. Answers are written for this page to show how to think out loud; they are not scripts to recite.