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Private Wealth Management puzzles, solved step by step

Puzzles
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All topicsCompounding and doubling8Returns arithmetic9Fee and cost drag8Inflation and real return7Tax arithmetic7Probability and risk of loss9Retirement and withdrawal8Fixed income numeracy8Behavioural traps8Estimation and sizing8Options and structured products6Leverage and borrowing6Wealth business economics8
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  1. 037Explain Black-Scholes through one number. What is an at-the-money one-year call on a Rs 1,000 stock with 25% volatility worth, roughly, and what happens to that price if volatility doubles?Options and structured productsCoreGoldman SachsZurich · 2025

    Try it first

    Volatility doubles from 25% to 50%, everything else fixed. What happens to the call's price?

    Show the worked solution

    About Rs 100, and doubling volatility roughly doubles it to about Rs 200. With no interest or dividends, Black-Scholes prices an at-the-money call at very nearly 0.4 x stock price x volatility x the square root of time: 0.4 x 1,000 x 0.25 x 1 = Rs 100. The exact formula gives Rs 99.5. At 50% volatility the exact price is Rs 197.4. The option is priced as the expected value of its payoff, and that expectation grows with how far the stock can move.

    What is Black-Scholes actually doing?

    Imagine a rain insurance policy for an outdoor wedding that pays only if it pours. Its fair price depends on how uncertain the weather is: in a steady dry season it is nearly worthless, in a volatile monsoon it is dear. Black-Scholes prices an option as the average payoff over every path the stock could take, where the spread of those paths is set by volatility. The owner of a call keeps the upside of big moves and loses at most the premium on the downside, so a wider spread of paths is worth more.

    At the money, with rates set to zero, the formula collapses to a clean shortcut. The standard normal distributionThe bell curve with mean zero and standard deviation one, used to describe the spread of possible stock returns in the model. has height 1 over the square root of 2 pi at its centre, which is 0.399, and that is where the 0.4 comes from.

    The relationship
    CATM≈12π S σT≈0.4×1000×0.25×1=100C_{\text{ATM}} \approx \frac{1}{\sqrt{2\pi}}\,S\,\sigma\sqrt{T} \approx 0.4 \times 1000 \times 0.25 \times 1 = 100
    Sthe stock price, Rs 1,000, equal to the strike
    \sigmathe stock's annual volatility, 25%
    Ttime to expiry in years, 1
    1/\sqrt{2\pi}about 0.399, the height of the bell curve at its centre
    What it says in wordsAn at-the-money call is worth about 40% of one standard deviation of the stock's move over the option's life.
    At the money, the call's price scales almost in step with volatilityRs 100Rs 200Rs 3000%20%40%60%80%Volatility, a yearshortcut 0.4 x S x volexact curve: Rs 311 at 80%25% vol: Rs 99.550% vol: Rs 197.4Double the volatility, roughlydouble the price of the option
    For an at-the-money one-year call on a Rs 1,000 stock, the exact Black-Scholes price is Rs 99.5 at 25% volatility and Rs 197.4 at 50%, almost a straight line. The 0.4 shortcut tracks it closely, so doubling volatility roughly doubles the price.

    Why would a wealth interviewer care about this?

    Because structured products sold to private clients are bundles of options, and the client is often the seller of volatility without knowing it. A note that pays a high coupon while volatility is high is usually paying for an option the client has written, and the coupon rises with volatility for exactly the reason on this chart. The same shortcut shows time matters by its square root: a three-month option on the same stock costs about half the one-year option, Rs 49.8, not a quarter.

    The limits: the shortcut is only good at the money and for short maturities with low rates. The model assumes constant volatility and smooth prices, which real markets break, and that is why traders quote different volatilities for different strikes.

    Where candidates lose it

    Candidates recite the formula, N of d1 and N of d2, and cannot say what any of it means or produce a number. A wealth interviewer wants the intuition and one sanity check, not the algebra.

    The other slip is guessing that doubling volatility quadruples the price because variance quadruples. At the money the price moves with volatility, not its square. Give Rs 100, then Rs 200, then say why the client selling that volatility in a structured note should care.

    What the interviewer asks next

    • What is the same option worth with three months to expiry?
    • How does the shortcut change for an at-the-money put?
    • Why does a reverse convertible pay a higher coupon when volatility rises?

    Asked at Goldman Sachs, 2026 | EMEA | Zurich | Wealth Management | Summer Analyst Interview, Zurich, 2025 (Wall Street Oasis): Moreover, I was asked to explain Black and Scholes.

  2. 041A client invests Rs 100 in a fund each month for three months. The NAV is 10 in month one, 5 in month two and back to 10 in month three. What is his average cost per unit, and how does it compare with the average NAV?Returns arithmeticCoreMutual fund distributionIndian wealth management

    Try it first

    What is his average cost per unit?

    Show the worked solution

    His average cost is Rs 7.50 a unit, against an average NAV of Rs 8.33. Rs 100 buys 10 units at NAV 10, 20 units at NAV 5 and 10 units at NAV 10: 40 units for Rs 300. Because a fixed amount buys more units when the price is low, the cost per unit is the harmonic average of the prices, which is always at or below the simple average. At NAV 10 his 40 units are worth Rs 400, up 33.3%.

    Why is his cost below the average price?

    Spend a fixed Rs 100 on tomatoes every week. In the week they are cheap, the same Rs 100 fills twice the bag, so the cheap week makes up more of your total tomatoes. A fixed rupee amount automatically buys more units when the price is low, so the low prices carry more weight in the average cost than in the average price. That is rupee cost averaging, and it is arithmetic, not a trading skill.

    A fixed amount buys more units when the price is lowNAV 10NAV 5Month 1: NAV 10Month 2: NAV 5Month 3: NAV 10average NAV 8.33your cost 7.50Rs 100 buys 10 unitsRs 100 buys 20 unitsRs 100 buys 10 units40 units for Rs 300Rs 7.50 a unitWorth Rs 400 atNAV 10: +33.3%
    A fixed Rs 100 buys 10, 20 and 10 units at NAVs of 10, 5 and 10, so the client holds 40 units at an average cost of Rs 7.50, below the Rs 8.33 average NAV. At the final NAV of 10 those units are worth Rs 400, a 33.3% gain although the NAV only returned to where it started.
    The relationship
    cˉ=∑A∑A/Pi=30010+20+10=7.50  ≤  Pˉ=10+5+103=8.33\bar{c} = \frac{\sum A}{\sum A/P_i} = \frac{300}{10+20+10} = 7.50 \;\le\; \bar{P} = \frac{10+5+10}{3} = 8.33
    Athe fixed amount invested each month, Rs 100
    P_ithe NAV in month i
    \bar{c}the average cost per unit, a harmonic mean of the prices
    What it says in wordsAverage cost is total money over total units, which always sits at or below the plain average of the prices.

    Does this mean a SIP beats investing a lump sum?

    No, and saying so is what earns the point. Rupee cost averaging guarantees a cost below the average price, not a better result than investing everything at once. Take a rising path of NAVs 5, 10 and 15. The SIP buys 36.67 units, worth Rs 550 at the end; Rs 300 invested at NAV 5 on day one buys 60 units, worth Rs 900. When prices mostly rise, money invested earlier does better; the SIP's real value is discipline and avoiding one badly timed lump sum.

    The limit of the puzzle is its tidy V-shaped path, which flatters the SIP. On a path that only falls, the SIP still loses money, just less than a lump sum would have.

    Where candidates lose it

    The quick wrong answer is Rs 8.33, averaging the three NAVs as if he bought the same number of units each month. He bought the same rupees, not the same units.

    The second trap is overselling the result. Candidates who stop at Rs 7.50 sound as though SIPs beat the market; add the rising-path check and say the advantage is in behaviour, not in the arithmetic.

    What the interviewer asks next

    • What is his average cost if the NAVs are 10, 20 and 10?
    • Why is the average cost always at or below the average price?
    • When would you advise a client with a lump sum to stagger it, and what does it cost him?
  3. 043A client in an illustrative 30% tax slab holds an equity fund and earns Rs 1 lakh of return in a year. He can take it through the IDCW payout option, taxed at his slab, or leave it in the growth option and pay an illustrative 12.5% capital gains rate when he sells. How much does the option choice cost him?Tax arithmeticCoreMutual fund distributionIndian wealth management

    Try it first

    On Rs 1 lakh of return, how much more tax does the payout option cost him?

    Show the worked solution

    About Rs 17,500 on every Rs 1 lakh of return, before the benefit of deferral. Paid out as IDCW, the Rs 1 lakh is taxed at his illustrative 30% slab: Rs 30,000. Left in the growth option and later sold as a long-term gain, it is taxed at an illustrative 12.5%: Rs 12,500. The return is identical; only its tax label changes. Over ten years on Rs 10 lakh the gap compounds to about Rs 4.27 lakh.

    Is the IDCW payout extra money?

    No, and that misunderstanding is where most of the damage starts. Taking water out of your own tank does not give you more water. An IDCW payout is paid out of the fund's NAV, so the NAV falls by the amount paid; the client receives part of his own money, and in the payout option that money is taxed as income. The growth option leaves the same return inside the fund, where it is taxed only when units are sold and, if held long enough, at the capital gains rate.

    The same Rs 1 lakh of return, taxed two waysIDCW payout, taxed at slabkept Rs 70,000tax Rs 30,000Rs 1,00,000 of return, illustrative 30% slabtax due every year it is paid outthe payout comes out of the NAV itselfGrowth option, capital gainskept Rs 87,500tax Rs 12,500Rs 1,00,000 of return, illustrative 12.5% gains ratetax due only when units are soldthe rest keeps compounding untaxedEach Rs 1 lakh of return: Rs 17,500 more tax in the payout optionRs 10 lakh at 10% for 10 years: Rs 19.67 lakh (payout, reinvested) against Rs 23.95 lakh (growth), a gap of Rs 4.27 lakh
    The same Rs 1 lakh of return costs Rs 30,000 in tax in the payout option at an illustrative 30% slab, against Rs 12,500 in the growth option at an illustrative 12.5% gains rate, a difference of Rs 17,500. Over ten years on Rs 10 lakh at 10% the gap compounds to Rs 4.27 lakh.
    The relationship
    Δ=R (tslab−tcg)=1,00,000×(0.30−0.125)=17,500\Delta = R\,(t_{\text{slab}} - t_{\text{cg}}) = 1{,}00{,}000 \times (0.30 - 0.125) = 17{,}500
    Rthe return in the year, Rs 1 lakh
    t_slabthe client's illustrative income tax slab, 30%
    t_cgthe illustrative long-term capital gains rate, 12.5%
    What it says in wordsThe cost of the payout option is the return times the gap between the two tax rates.

    Why does the gap grow over time?

    Because the payout option is taxed every year, so the reinvested amount compounds at 7% after tax, while the growth option compounds at the full 10% and is taxed once at the end. Rs 10 lakh for ten years becomes about Rs 19.67 lakh in the payout option, even with every payout reinvested, against about Rs 23.95 lakh in the growth option after its tax. The rate gap and the deferral work in the same direction.

    The payout option can still suit a client who needs regular cash and sits in a low slab. The rates here are illustrative: slab rates, capital gains rates, holding periods, exemption limits and deduction of tax at source all change, so confirm the current rules before advising on them.

    Where candidates lose it

    Candidates often treat the payout as income on top of the return, or say the option choice cannot matter because the fund is the same. Both miss that the option changes the tax treatment of an identical return.

    Give the Rs 17,500 per Rs 1 lakh, then add deferral as the second effect, and flag that the rates are illustrative. That last line matters on a desk that answers to a compliance team.

    What the interviewer asks next

    • For a client in a 5% slab, which option costs less tax?
    • How would you set up regular cash for a retiree without using the IDCW option?
    • Why might a fund's NAV fall sharply on a record date?
  4. 044A client holds 10 unrelated stocks. Each has a 5% chance of going to zero this year, independently of the others. What is the chance that at least one of them goes to zero?Probability and risk of lossCoreWealth management

    Try it first

    Pick the closest answer.

    Show the worked solution

    About 40%. The chance a single stock survives is 95%. The chance all ten survive, if they are independent, is 0.95 to the power 10, which is 0.599. So the chance that at least one goes to zero is 1 minus 0.599, or 40.1%. Small risks that each look negligible add up quickly across a portfolio.

    Why work with the chance that nothing goes wrong?

    If each of ten wedding vendors has a 5% chance of letting you down, the day goes perfectly only if every one of them turns up. The chance that at least one thing fails is one minus the chance that everything works, and the chance that everything works is the product of each piece working. Adding the 5%s does not work, because it counts the unlucky years where two vendors fail twice.

    Survival multiplies down by 0.95 for each stock added100%50%0.9510.9020.8630.8140.7750.7460.7070.6680.6390.59910Number of stocks held, each with a 5% chance of going to zero40.1%at leastone zeroRed: at least one stock has gone to zero. Green: none has, so far
    Each stock added multiplies the chance of no zero by 0.95, so after ten stocks it has fallen to 0.599. The red share above the last bar shows a 40.1% chance that at least one stock goes to zero this year.
    The relationship
    P(at least one)=1−(1−p)n=1−0.9510=0.401P(\text{at least one}) = 1 - (1-p)^{n} = 1 - 0.95^{10} = 0.401
    pthe chance any one stock goes to zero, 5%
    nthe number of independent stocks, 10
    What it says in wordsThe chance of at least one failure is one minus the chance that every stock survives.

    Does this mean the portfolio is riskier with more stocks?

    No, and the distinction is the adviser's real point. The chance of seeing at least one zero rises with the number of stocks, but the damage from each zero shrinks, because each stock is a smaller slice. Ten stocks at 10% each expect 0.5 zeros a year, costing about 5% of the portfolio on average, and the chance of two or more zeros is only 8.6%. With one stock the same 5% chance means a 5% chance of losing everything.

    The limit is the word unrelated. Real stocks fail together in a crisis, which makes a year with several zeros more likely than independence suggests, and a year with none also more likely. With 30 stocks at the same odds, the chance of at least one zero rises to 79%, which is why a diversified client should expect to see a disaster in the statement sometimes.

    Where candidates lose it

    The two fast wrong answers are 5%, ignoring that there are ten chances, and 50%, adding ten 5%s. The second one fails loudly if the interviewer asks about 25 stocks, where addition gives 125%.

    Go straight to the complement, give 40%, and then say what it means for the client: expect to see a loser, but diversification caps how much any one loser costs.

    What the interviewer asks next

    • How many such stocks before the chance of at least one zero passes 90%?
    • What is the chance of exactly one zero among the ten?
    • How does correlation between the stocks change the answer?
  5. 049A client takes a Rs 50 lakh home loan for 20 years at 9% a year. Roughly what is the monthly instalment, and over the life of the loan does he pay more in interest than he borrowed?Leverage and borrowingCoreIndian wealth management

    Try it first

    Over 20 years, how does the total interest compare with the Rs 50 lakh borrowed?

    Show the worked solution

    About Rs 44,986 a month, and yes: total interest is about Rs 58.0 lakh, more than the Rs 50 lakh borrowed. At 0.75% a month over 240 months, the standard EMI formula gives Rs 44,986. Multiplied by 240 that is Rs 108.0 lakh paid in all. In the first year about 83% of the instalments go to interest, and principal only overtakes interest in year 13.

    How do you get to the EMI quickly?

    Start from the interest alone: Rs 50 lakh at 0.75% a month is Rs 37,500. The EMI has to cover that and chip away at the loan, so it must be more than Rs 37,500. The EMI is the monthly interest scaled up by a factor that spreads repayment over 240 months: (1 + i) to the n, divided by (1 + i) to the n minus 1. Here 1.0075 to the power 240 is about 6.01, so the factor is 6.01 / 5.01, about 1.20, and Rs 37,500 x 1.20 is about Rs 44,986.

    The relationship
    EMI=P i (1+i)n(1+i)n−1=50,00,000×0.0075×6.0095.009≈44,986EMI = P\,i\,\frac{(1+i)^n}{(1+i)^n - 1} = 50{,}00{,}000 \times 0.0075 \times \frac{6.009}{5.009} \approx 44{,}986
    Pthe loan, Rs 50 lakh
    ithe monthly rate, 9% / 12 = 0.75%
    nthe number of monthly instalments, 240
    What it says in wordsThe instalment is the first month's interest, grossed up just enough to clear the loan by the last payment.
    Each year's EMIs, split into interest and principal, Rs lakh15101520Year of the loanyear 13: principal passes interestRs 5.40 lakh a yearinterestprincipal repaid50.0Borrowed58.0InterestTotals over 20 years
    Each year the client pays Rs 5.40 lakh in EMIs; in year 1 Rs 4.46 lakh of it is interest, and principal repaid first exceeds interest only in year 13. Over 20 years he pays Rs 58.0 lakh of interest on Rs 50 lakh borrowed.

    Why is so much of the early EMI interest?

    A long loan is like paying rent on money: the rent is charged on whatever you still owe, and in the early years you still owe almost all of it. Because interest is charged on the outstanding balance and the balance falls slowly at first, the first years of a 20-year loan are mostly interest, and the total interest ends up larger than the loan. That is also why a prepayment in the early years saves far more interest than the same prepayment late in the loan.

    For a wealth conversation, the point is the comparison a client actually faces: prepaying the loan earns him the loan rate, after any tax benefit on interest, with no risk. The illustrative 9% is not a quoted rate; floating-rate loans also reset, which changes both the EMI and the tenure.

    Where candidates lose it

    The fast wrong answer multiplies 9% by 20 years by Rs 50 lakh and says Rs 90 lakh of interest, ignoring that the balance falls. The opposite error treats the EMI as principal divided by months plus a little, about Rs 25,000, which is far too low.

    Anchor on the first month's interest of Rs 37,500, say the EMI must exceed it, then give Rs {inr(P49['emi'])} and the total. That sequence is what makes the number believable in the room.

    What the interviewer asks next

    • What is the EMI if the tenure is 30 years instead of 20?
    • The client prepays Rs 5 lakh at the end of year 2. Roughly how much interest does he save?
    • Should a client with spare cash prepay this loan or invest? What does the answer depend on?
  6. 052A Rs 2 crore flat rents for Rs 48,000 a month, a gross rental yield of about 2.9%. A home loan costs 8.5%. If the client buys it entirely with a loan, what is the extra annual cash cost of owning compared with renting the same flat?Leverage and borrowingCoreIndian wealth management

    Try it first

    Roughly how much more does owning cost in cash each year?

    Show the worked solution

    About Rs 11.2 lakh a year more to own. Rent is Rs 48,000 x 12, or Rs 5.76 lakh, a 2.88% yield. Interest at 8.5% on Rs 2 crore is Rs 17 lakh. The owner pays Rs 11.24 lakh more in cash each year, so the flat must rise about 5.6% a year in price just to match renting, before maintenance and tax effects.

    Which two numbers are actually being compared?

    Strip it down to the cost of living in the flat for one year. The tenant pays rent. The owner who borrowed the whole price pays interest to the bank; the part of the EMI that repays principal is not a cost, it is money moved from the bank account into the flat. So the comparison is rent against interest, and at a 2.9% rental yield against an 8.5% loan rate, interest is roughly three times the rent. Per month that is about Rs 141,667 of interest against Rs 48,000 of rent.

    Cash out each year on the same Rs 2 crore flat, Rs lakhRent itRs 48,000 a month5.76 lakhOwn it, full loan8.5% on Rs 2 crore17.00 lakhExtra cash cost of owning: Rs 11.24 lakh a yearThe flat must rise 5.6% a year just to break even
    On the same Rs 2 crore flat, renting costs Rs 5.76 lakh a year and owning with a full 8.5% loan costs Rs 17.00 lakh of interest, so owning takes Rs 11.24 lakh more cash every year and needs price growth of about 5.6% a year to break even.

    Is the Rs 17 lakh exact, given the loan amortises?

    Close enough for an interview, and you should say why. On a 20 year loan the EMI is about Rs 173,565 a month, and first-year interest works out to about Rs 16.8 lakh because a little principal is repaid each month. The simple 8.5% x Rs 2 crore overstates year one by only about Rs 15,270, so it is the right number to say out loud. The gap narrows slowly over later years as the loan shrinks, but the owner's own money then sits in the flat and could have earned something elsewhere.

    What would make owning worth it?

    The owner is betting on the price. Owning with debt pays off only if the flat appreciates by more than about 5.6% a year, the gap divided by the price. Maintenance, property tax and registration costs push that hurdle higher; the tax deduction on home loan interest pulls it lower, within limits that you must confirm against current rules. Say the break-even rate and let the client judge whether that growth is likely. That is numeracy, not a view on property.

    Where candidates lose it

    The common error is comparing the EMI with the rent. The EMI mixes interest, which is a cost, with principal repayment, which is saving, so the comparison makes owning look even worse than it is and confuses the client.

    The opposite error is saying owning is free because the flat is an asset. The asset only pays for the interest if its price rises fast enough; name the break-even growth rate instead of assuming it.

    What the interviewer asks next

    • The client pays cash instead of borrowing. What is the cost of owning now?
    • At what rental yield does owning with a full loan cost the same cash as renting?
    • How do the home loan tax deduction and maintenance costs change the break-even appreciation?
  7. 056A fixed deposit pays 7% a year. The client pays tax on the interest at an illustrative 30% slab, and inflation runs at 5.5%. What is his post-tax real return?Inflation and real returnCoreIndian wealth management

    Try it first

    Is the client getting richer in real terms?

    Show the worked solution

    About minus 0.6% a year: the deposit loses buying power. Tax at 30% takes 2.1 of the 7 points, leaving 4.9% after tax. Inflation of 5.5% is larger than that, so the real, after-tax return is roughly 4.9 minus 5.5, or minus 0.6%; exactly, 1.049 over 1.055 less one is -0.57%. The deposit is safe in rupees and still shrinks in what the rupees buy.

    In what order do tax and inflation come out?

    Tax first, because the tax office charges on the rupee interest, not on the real gain. The client keeps 70% of the 7%, which is 4.9%, and only then does inflation get its turn. Think of a salary rise of 7% in a year when your rent, school fees and groceries go up 5.5%: after tax you are behind. On Rs 10 lakh, the deposit pays Rs 70,000, tax takes Rs 21,000, and the client holds Rs 10,49,000 when the same basket of goods now costs Rs 10,55,000.

    A 7% deposit, after tax and inflation, in percentage points a year07.0Deposit rate-2.1Tax at 30%4.9After tax-5.5Inflation-0.6Real, after taxRs 10 lakh loses aboutRs 5,700 of buying power
    The deposit's 7.0% becomes 4.9% after an illustrative 30% tax, and inflation of 5.5% takes more than that, so the post-tax real return ends just below zero at about minus 0.6%, a loss of about Rs 5,700 of buying power a year on Rs 10 lakh.
    The relationship
    rreal=1+r(1−t)1+π−1=1.0491.055−1≈−0.57%r_{\text{real}} = \frac{1 + r(1-t)}{1 + \pi} - 1 = \frac{1.049}{1.055} - 1 \approx -0.57\%
    rthe deposit rate, 7%
    tthe illustrative tax rate, 30%
    piinflation, 5.5%
    What it says in wordsTake tax off the interest, then divide by the rise in prices, and what is left is the growth in buying power.

    What rate would the deposit need to break even?

    Work backwards. After tax the deposit must at least match inflation, so the pre-tax rate must be 5.5% divided by 0.7, which is 7.86%. At a 30% slab, a deposit has to pay about 7.9% just to stand still in real terms. That is the sentence a client remembers, and it frames every later conversation about where safety money sits. Slabs, surcharge and cess change; the 30% here is illustrative and you should confirm the current rates before using them with a client.

    Say the limit too. The deposit still does its job if the job is to keep money stable in rupees for a known bill next year. The point is only that over long periods, a return below inflation after tax slowly shrinks what the money can buy.

    Where candidates lose it

    The common answer is 7 minus 5.5, plus 1.5% a year. It forgets tax entirely, and it is exactly the arithmetic a client does in his head, so the interviewer is checking whether you correct it.

    The quieter error is taking tax off the real return, 30% of 1.5%. Tax is charged on the whole rupee interest, including the part that only keeps up with prices.

    What the interviewer asks next

    • At what tax rate does this deposit exactly break even in real terms?
    • Inflation drops to 4%. What is the real post-tax return now?
    • Why does the same 7% deposit look very different to a retired client in a low tax slab?
  8. 060A 10-year bond paying an 8% annual coupon trades at par, Rs 100. Market yields for that bond fall to 7%. Roughly what is the new price?Fixed income numeracyCoreWealth management

    Try it first

    Pick the closest new price.

    Show the worked solution

    About Rs 107, exactly Rs 107.02 per Rs 100. The bond pays Rs 8 a year when the market now accepts Rs 7, so it carries an extra Rs 1 a year for ten years. At 7%, ten years of Rs 1 is worth about Rs 7.02 today, which is the premium over par. The duration shortcut, a modified duration of 6.71 times a one-point fall, gives nearly the same, Rs 106.71.

    Why does the price rise when yields fall?

    Imagine you rent out a flat at Rs 8,000 a month on a ten-year lease, and new flats in the building now rent for Rs 7,000. Your lease has become more valuable, and a buyer would pay extra for it. A bond's coupon is fixed, so when the market yield falls below it, the bond is worth more than par by the value of the extra coupon it carries. Here the extra is Rs 1 a year for ten years, discounted at the new 7%: an annuity factor of 7.02, so about Rs 7.

    The relationship
    P=100+(8−7)×1−1.07−100.07=100+7.02=107.02P = 100 + (8 - 7) \times \frac{1 - 1.07^{-10}}{0.07} = 100 + 7.02 = 107.02
    8 - 7the extra coupon, Rs a year, over what the market now demands
    annuity factorthe value today of Rs 1 a year for 10 years at 7%
    What it says in wordsA bond's premium over par is its extra coupon valued as an annuity at the new yield.
    Price of a 10-year 8% bond as its yield moves801001208%: price 100 (par)7%: price 107.02dashed: duration line,6.71 x 1 point = +6.71Yields down, prices up,and the curve bendsaway from the straight line4%6%7%8%10%12%Market yield
    As the yield on a 10-year 8% bond falls from 8% to 7%, its price rises from 100 to 107.02; the straight duration line predicts 106.71, slightly less, because the true curve bends upward away from the line.

    How does duration give the same answer?

    Modified durationThe approximate percentage change in a bond price for a one percentage point change in yield. for this bond at 8% is 6.71, so a one-point fall lifts the price by about 6.71%. Duration is the slope of the price-yield curve, so it is a good straight-line guide for small moves and a slight underestimate for large ones. The gap here is Rs 0.31, the curve's bend, called convexity. The same bend works in the holder's favour the other way: at 9% the price falls only to Rs 93.58, less than the duration line predicts.

    For a client, turn it into rupees on his holding. Rs 50 lakh of this bond gains about Rs 3.5 lakh from a one-point fall in yields, and loses a little less than that from a one-point rise. That is interest rate risk said in a sentence he can act on.

    Where candidates lose it

    The fastest wrong answer is that the price falls because the yield fell. Candidates mix up the coupon, which is fixed, with the yield, which the market sets through the price.

    The second miss is saying Rs 101, one point for one point, which ignores that the bond has ten years to run. The extra Rs 1 a year is paid ten times, so the price moves about seven times as much.

    What the interviewer asks next

    • What would the price be if the bond had only 2 years left?
    • Yields rise to 9% instead. Is the price fall bigger or smaller than Rs 7, and why?
    • Why does a zero-coupon 10-year bond move more than this one for the same fall in yield?
  9. 061A wealthy client refuses a fair coin flip that wins Rs 1.5 lakh or loses Rs 1 lakh, even though the expected value is plus Rs 25,000. If he weighs each rupee lost more heavily than each rupee gained, what weight on losses makes him exactly indifferent?Behavioural trapsCoreWealth management

    Try it first

    What loss weight makes the flip feel worth exactly nothing?

    Show the worked solution

    A loss weight of 1.5. He is indifferent when half the gain equals half the weighted loss: 0.5 x 1.5 = 0.5 x weight x 1.0, so the weight is 1.5. Refusing the flip tells you losses hurt him at least one and a half times as much as equal gains please him. For a client with crores invested, a Rs 1 lakh swing cannot threaten his wealth, so the refusal is loss aversion, not prudence.

    How do you turn a refusal into a number?

    Think of a child who is offered a toffee if a coin lands heads and must give back one if it lands tails, and still says no. A refusal of a positive bet reveals a weight on losses larger than the ratio of gain to loss, here 1.5 to 1. Write the felt value as half the gain minus half the weight times the loss and set it to zero. The halves cancel, and the weight is simply Rs 1.5 lakh over Rs 1 lakh. The idea has a name, loss aversionThe tendency to feel a loss more strongly than a gain of the same size. Described by Daniel Kahneman and Amos Tversky in prospect theory, 1979., from Kahneman and Tversky's prospect theory.

    The coin flip in rupees, and as a loss-averse client feels itHeads: winRs 1.5 lakh1.5 lakhTails: loseRs 1 lakh1.0 lakhTails, as it feels1.5 x Rs 1 lakh1.5 lakhIn money: 0.5 x 1.5 - 0.5 x 1.0= +Rs 25,000 expectedAs felt: 0.5 x 1.5 - 0.5 x 1.5 x 1.0= 0, so he is indifferent
    The flip wins Rs 1.5 lakh or loses Rs 1 lakh, worth plus Rs 25,000 on average, but a client who weighs losses 1.5 times as heavily feels the Rs 1 lakh loss as Rs 1.5 lakh, exactly cancelling the gain, so he is indifferent.
    The relationship
    12(1.5)−12 λ (1.0)=0  ⇒  λ=1.5\tfrac12(1.5) - \tfrac12\,\lambda\,(1.0) = 0 \;\Rightarrow\; \lambda = 1.5
    1.5the gain if heads, Rs lakh
    1.0the loss if tails, Rs lakh
    lambdathe weight the client puts on each rupee lost
    What it says in wordsThe loss weight that makes a fair coin feel worthless is the gain divided by the loss.

    Why is this a trap for the client and not just a preference?

    Because he judges each bet alone. Paul Samuelson described a colleague who refused one such bet but said he would take a hundred of them. Over 100 independent flips the expected gain is Rs 25 lakh, and the chance of ending behind is about 1.8%, because he loses only if fewer than 40 of the 100 flips land heads. Loss aversion applied one decision at a time rejects a set of choices that, taken together, almost never loses. A client who checks his portfolio daily and feels every red day is making the same mistake with his own money.

    In the room, the good answer gives 1.5, then the reframing: show the client the portfolio of decisions, not the single flip. That is not persuading him to gamble; it is making sure he rejects bets for reasons he would still accept after seeing the whole picture.

    Where candidates lose it

    The arithmetic trap is setting the weight on the gain rather than the loss, or adding the stakes and answering 2.5. Write the indifference equation before touching the numbers.

    The judgement trap is calling the refusal rational risk aversion. For a client with crores, Rs 1 lakh is too small to matter to his wealth; the refusal is about how the loss feels, and the interviewer wants to hear that distinction.

    What the interviewer asks next

    • The client also refuses win Rs 2.5 lakh, lose Rs 1 lakh. What does that tell you?
    • Why might checking a portfolio monthly instead of daily reduce the pain a loss-averse client feels?
    • How would you present a volatile but sound investment to a client with a high loss weight?
  10. 062Estimate the total monthly SIP inflow into mutual funds from a city of 50 lakh people. Build it from households, the share that invest through SIPs and the average SIP size.Estimation and sizingCoreMutual fund distributionIndian wealth management

    Try it first

    Before you build it: what is the first split you make?

    Show the worked solution

    About Rs 124 crore a month, on these assumptions. Fifty lakh people in households of four is 12.5 lakh households. If half of the top 20% run a SIP of about Rs 8,000, 15% of the middle 40% run Rs 3,000 and 2% of the rest run Rs 1,000, that is 2.1 lakh SIP households and about Rs 123.5 crore. Every input is an illustrative assumption, and the structure matters more than the figure.

    Why segment before you multiply?

    Estimating the sweets a wedding hall sells, you would not multiply every guest by the same number of laddoos: children, adults and the groom's uncles eat very differently. An average taken across the whole city hides the fact that a small, well-off slice contributes most of the SIP money. Split households into income bands, give each band its own share investing and its own ticket size, and the estimate becomes something you can defend line by line.

    Segment first, then multiply: monthly SIP flow from a city of 50 lakh50 lakh people / 4 per household = 12.5 lakh householdsUpper income, 20%2.5 lakh householdsx 50% run a SIP= 1.25 lakh SIP householdsx Rs 8,000 a month= Rs 100.0 croreMiddle income, 40%5.0 lakh householdsx 15% run a SIP= 0.75 lakh SIP householdsx Rs 3,000 a month= Rs 22.5 croreLower income, 40%5.0 lakh householdsx 2% run a SIP= 0.10 lakh SIP householdsx Rs 1,000 a month= Rs 1.0 crore2.1 lakh SIP households, about Rs 124 crore a monthcheck: Rs 5,881 per SIP household, Rs 247 per resident
    Fifty lakh people make 12.5 lakh households; on the illustrative assumptions, upper income households supply 1.25 lakh SIPs worth Rs 100 crore, middle income 75,000 worth Rs 22.5 crore and lower income 10,000 worth Rs 1 crore, about Rs 124 crore a month in total.
    SegmentHouseholds, lakhShare with a SIPAvg SIP, RsRs crore a month
    Upper income2.550%8,000100.0
    Middle income5.015%3,00022.5
    Lower income5.02%1,0001.0
    Total12.516.8%5,881123.5
    Every share and ticket size is an illustrative assumption, not a reported figure. Upper income households contribute about 81% of the flow, which is why that row deserves the most care.

    How do you check the answer is sane?

    Test it two ways. Per SIP household the average works out to about Rs 5,881 a month, which should look plausible against what families in those bands earn. Per resident it is about Rs 247 a month. A sizing answer is judged on whether each assumption is stated and each check is run, not on hitting a number the interviewer has in mind. If you know an official total for SIP flows, compare your city's share with its share of the country's income, and say which assumption you would move if the two disagree.

    Then name the sensitive line. Upper income households supply about 81% of the total, so a change in their share investing or ticket size moves the answer far more than anything in the lower bands. That is where you would spend a real week of research.

    Where candidates lose it

    The common loss is a single chain: 50 lakh people times some percentage times some average. It produces a number with no way to defend it, and the interviewer's first follow-up breaks it.

    The second is presenting assumptions as facts. Say each one is an assumption, give the check, and name the line that moves the answer most.

    What the interviewer asks next

    • How would your estimate change for a city of the same size but with a younger, salaried population?
    • What single piece of data would you ask for to tighten the estimate most?
    • How would you estimate the number of mutual fund distributors this city can support?
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