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Interviews II: Markets, Trading Games and the Final Round · 职业发展
16Macro, Market Knowledge and Pitches
How rates, inflation and growth move assets, what an event does to prices once you ask what was priced in, how to keep up with levels, and how to pitch a stock or a trade. Every level here is invented for the arithmetic. Before any interview, replace them with today’s, from a page you can name.
Question 16.1 ★ Analyst, Trader, QT • any • junior
Yields rise 1 point on a surprise. What happens to a bond with a duration of 7? To a stock valued as with and ? What if growth expectations also rise by half a point?
Answer
Answer to Question 16.1.
The bond falls about 7%, and the stock about 20%. With growth up half a point, the stock falls about 11%.
The stock’s price per dollar of dividend goes from to . With , it’s .
So a long-duration stock can move more than a bond, and the reason for the rate move decides much of the outcome.
Classic wrong answer. Saying that rates up means stocks down, always. If rates rise on stronger growth, profits may more than offset it.
Question 16.2 ★ Analyst, Trader, QT • any • junior
A five-year nominal government bond yields 4.2%, and the inflation-linked one yields 1.7%. What is the break-even inflation rate? What does it mean, and what else is in it?
Answer
Answer to Question 16.2.
It’s 2.5%. That’s the inflation rate at which the two bonds earn the same. It also holds an inflation risk premium and a liquidity gap.
. If inflation averages more than that, the linked bond wins.
So it isn’t purely a forecast. A risk premium would push it above expected inflation, and the linked bond’s lower liquidity pushes it down.
Classic wrong answer. Reading it as the market’s inflation forecast with no adjustment. It’s close to one, but it can move for technical reasons in a stress.
Question 16.3 ★ Analyst, Trader, QR • any • junior
An inflation print comes in above consensus. What moves, in which direction, and why? Go through short rates, long rates, the currency, equities and gold.
Answer
Answer to Question 16.3.
Short rates rise, long rates usually rise less, the currency tends to rise, equities tend to fall, and gold is mixed. All this is relative to what was priced.
The chain: more inflation means tighter policy than expected. So front-end yields rise most, and the curve tends to flatten. Higher rates attract money, so the currency rises. Equities fall with the higher discount rate, and rate-sensitive sectors fall most. Gold has no coupon, so it falls with higher real yields, though it can gain from inflation fears.
To build your own answer, always say which channel you mean: expected policy, inflation compensation, or real rates. Then say what would break it: a central bank seen as behind the curve would lift long yields instead, and the curve would steepen.
Classic wrong answer. Giving a list of directions with no channel. Say why. A person can reason from a mechanism when the data is different, and a memorised list can’t.
Question 16.4 ★ Analyst, Trader, QT • any • junior
The policy rate is 4.33%, a meeting is coming, and the futures for the period after it price 4.20%. What probability of a 25 basis point cut is priced? The central bank holds. What happens to short rates and equities, and why does “the central bank held” tell you nothing by itself?
Answer
Answer to Question 16.4.
A 52% chance of a cut was priced. A hold raises short rates by about 13 basis points. Equities tend to fall on that surprise. What moves prices is the gap from what was priced.
. So after a hold, the expected rate rises from 4.20 to 4.33.
If 100% of a hold had been priced, nothing would happen.
Classic wrong answer. Saying “no change, so no reaction.” No change in the rate can be a large change in expectations.
Question 16.5 ★ Analyst, Trader • any • junior
A company reports in dollars, and 80% of its sales are in Europe. The euro falls 10% against the dollar, and local sales don’t change. What happens to reported revenue? What would you ask next?
Answer
Answer to Question 16.5.
Reported revenue falls 8%. Next I’d ask about costs: if more of them are in euros than sales are, profit falls by less. And I’d ask about hedging, and whether lower prices in dollars win them sales.
. The other 20% doesn’t change.
Classic wrong answer. Assuming profit falls 8% too. That holds only if costs sit in euros in the same share as sales. With more of the costs in euros, profit falls by less, and a US cost base hits much harder.
Question 16.6 ★ Analyst, Trader, QT, QR • any • junior, experienced
Your interviewer asks where the ten-year yield, the main equity index, oil and the main currency pairs are. How do you prepare for this, and what do you say if you don’t know?
Answer
Answer to Question 16.6.
Learn a short list before each interview, with the date, and say so when you give it. If you don’t know, say that, give the range you’re sure of, and say how you’d look it up.
How to prepare. Make a one-page list and update it the morning of the interview. Rates: policy rate, two-year and ten-year government yields. Equities: main index and its recent move. Volatility: the main index’s implied volatility. Currency: the main dollar pairs. Commodities: crude, natural gas, gold. Credit: an investment-grade and a high-yield spread. Note the last month’s big move for each, and one reason for it.
What to say. “As of this morning, about X. It’s moved by about Y this month because of Z.” If you’re not sure: “I’d say in the range of A to B, but I’d want to check.” A wide range, honestly given, beats a confident wrong number.
How to build your own. Keep a source for each line, such as a central bank page or an exchange’s data, so that you can say where it comes from.
As of November 2026 — Dates to know
In the US, the Fed schedules eight policy meetings a year, and the monthly jobs and consumer price reports come out at 8:30 a.m. Eastern time. Dates change, and a federal funding gap cancelled one jobs report in 2025. Look up the current calendar.
Classic wrong answer. Bluffing a level. Interviewers can check it in a moment, and a wrong number delivered with confidence costs you more than saying that you don’t know.
Question 16.7 ★ Analyst, Trader • any • junior
An airline burns 1 billion gallons of fuel a year and makes $1 billion of operating profit. Crude rises $10 a barrel, and a barrel holds 42 gallons. What is the rough hit to profit? How would half of the fuel being hedged change it?
Answer
Answer to Question 16.7.
It’s about $238 million, or about 24% of profit. With half hedged, it’s about 12%.
a gallon, on 1 billion gallons. The hedged half is covered, so it’s $119 million.
Classic wrong answer. Forgetting fares. If competitors face the same cost, some of it reaches passengers. That’s why the first-order number is a ceiling, but only if demand holds.
Question 16.8 ★★ Analyst, Trader, QR • any • junior, experienced
The two-year yield is 4.5%, and the ten-year is 4.0%, annually compounded. What eight-year rate, starting in two years, does that imply? Does an inverted curve mean a recession is coming? What does it say exactly?
Answer
Answer to Question 16.8.
It implies about 3.875% for the eight years. An inverted curve says the market expects lower short rates later, or a lower term premium. It doesn’t say a recession is sure.
. The quick version: .
Past inversions have often come before recessions, in a small number of episodes, but the signal’s timing is loose, and term premium changes can distort it.
Classic wrong answer. Treating correlation with past recessions as a causal law. It’s a statement about priced policy paths, from a handful of cases.
Question 16.9 ★★ Analyst, Trader • any • junior, experienced
Earnings estimates rise 5% on a stronger economy, while the discount rate rises 50 basis points. The stock has a duration of 20. What is the net effect? When do stocks and yields rise together?
Answer
Answer to Question 16.9.
The stock falls about 5%: . They rise together when the higher yields come from stronger growth, and earnings rise more than the discount rate hurts.
The duration of 20 means 1 point of discount rate is 20% of value. So 50 basis points is 10%.
In a period with inflation well anchored, higher yields often mean better growth, so the correlation is positive. When inflation is the worry, higher yields mean tighter policy, and the correlation turns negative.
Classic wrong answer. Treating a fixed relation between the two. The sign depends on what’s driving yields.
Question 16.10 ★★ Analyst, Trader, QR • bank, hedge fund • junior, experienced
A policy rule says , with , , inflation of 3% and an output gap of 1%. What rate does it give? What if inflation rises by a point? What can’t a rule like this tell you?
Answer
Answer to Question 16.10.
It gives 6%, and 7.5% with inflation a point higher.
. With : . So a 1-point rise in inflation raises the policy rate by 1.5 points, keeping real rates rising.
It can’t tell you what’s priced, and the output gap and can’t be observed. A rule is a benchmark for how far policy is from past behaviour, and it doesn’t decide anything.
Classic wrong answer. Saying the rule shows policy is wrong. Different estimates of and the gap can move the answer by a point or more.
Question 16.11 ★★ QR, Risk, Analyst • any • junior, experienced
A 60/40 portfolio holds equities with 16% volatility and bonds with 7%. What is its volatility at a stock-bond correlation of , and of ? What makes the sign change?
Answer
Answer to Question 16.11.
It’s about 9.2% at , and about 10.8% at .
The variance is .
The sign depends on what drives the market. If growth shocks dominate, bonds rally when stocks fall, so the correlation is negative. If inflation and policy shocks dominate, higher rates hit both, so the correlation is positive.
Classic wrong answer. Assuming bonds are always a hedge. They were one over a long, low-inflation stretch, and that isn’t a law.
Question 16.12 ★★ Trader, QT, Analyst • bank, hedge fund • junior, experienced
Payrolls beat consensus by 150,000. On past data, two-year yields move 1 basis point per 30,000 of surprise. What is the expected move? What do you lose on $10,000 of DV01 long? Why might yields do nothing, or even fall?
Answer
Answer to Question 16.12.
It’s about 5 basis points, a loss of $50,000. Yields might do nothing if it was already priced by other data, if revisions and wages are soft, or if the unemployment rate says otherwise.
. And .
Payrolls have large revisions, and the household survey can disagree. So a beat can be undone within the release. The beta is an average across many regimes, and it changes when the Fed’s focus changes.
Classic wrong answer. Trading the headline in isolation. Read the release: revisions, wages, unemployment and participation. And check what was priced after the earlier data.
Question 16.13 ★★ Trader, Analyst, QR • bank, hedge fund • junior, experienced
A central bank cuts 50 basis points when 25 was priced. On past data, a surprise passes through at 60% to two-year yields and 20% to ten-year yields. What happens to each, and to a $10,000 DV01 steepener, long the two-year and short the ten-year? What might the rest of the market do?
Answer
Answer to Question 16.13.
The two-year falls about 15 basis points, and the ten-year about 5, so the curve steepens by 10, and the steepener makes about $100,000. The rest depends on why the bank was so bold.
The surprise is 25. So , and . The long two-year makes , and the short ten-year loses .
The rest. The currency tends to fall. Equities may rise on easier money. They may fall if the market reads the size as panic: “what do they know that we don’t?” That’s the point of an event question: name both readings, and say what would tell them apart.
Classic wrong answer. Using the full 50 as the shock. Only the surprise of 25 is news.
Question 16.14 ★★ Trader, QT, Analyst • bank, hedge fund • junior, experienced
You borrow yen at 0.5% and invest in dollars at 4.5%. How far can the dollar fall against the yen in a year before you lose? With a volatility of 10%, what is the Sharpe? What happens in an unwind?
Answer
Answer to Question 16.14.
The dollar can fall about 3.8% before you lose. The Sharpe is about 0.4. In an unwind, the carry doesn’t protect you, and a sharp fall hits many holders at once.
gives . That’s . The carry of 4% over a volatility of 10% gives a Sharpe of 0.4.
A 1-standard-deviation fall of the dollar takes about 6% off. Since many hold the same position with leverage, a fall forces others to sell, and that makes the return’s tail fat: small gains for years, and a sudden large loss.
Classic wrong answer. Using the forward as a forecast, or saying the carry is free. A Sharpe of 0.4 is a modest return for a very negative skew.
Question 16.15 ★★ Analyst, Trader, QR • bank, hedge fund • junior, experienced
What does a central bank do when it buys or sells bonds on a large scale, and how does that reach the yield? Why is it hard to measure?
Answer
Answer to Question 16.15.
It changes the supply of long bonds that private investors must hold, which affects their risk premium, and it signals the path of short rates. It’s hard to measure, as both happen at once and the announcements are anticipated.
There are two channels. Portfolio balance: buying duration leaves less for private holders, so they accept less term premium. Signalling: a bank that’s buying bonds is also unlikely to raise rates soon. Both lower long yields, and the opposite holds when it sells.
To build your answer: say what’s a stock effect (how much it holds in total) and what’s a flow effect (the pace). Say which you think matters. Say that estimates are usually from announcement windows, which catch only surprises and are themselves model-dependent.
Classic wrong answer. Saying “they print money and so inflation follows.” Reserves pile up at banks, and the link to broad money and to prices isn’t mechanical.
Question 16.16 ★★ Analyst, Trader • any • junior
A company beats on earnings by 5%, but cuts guidance. The stock’s P/E falls from 20 to 18. What happens to the price? What did the market care about?
Answer
Answer to Question 16.16.
The price falls about 5.5%. The market cared about guidance, not the past quarter.
.
A beat is backward-looking, and the multiple is a price on the future. So the same print can give opposite reactions, depending on what’s said about next year.
Classic wrong answer. Saying “They beat, so it should go up.” A price already held an expectation, for the numbers and for the guide.
Question 16.17 ★★ Analyst, Trader, QT • hedge fund, bank • junior, experienced
Pitch me a stock. What structure do you use, what must be in it, and how do you make your own?
Answer
Answer to Question 16.17.
Use this order: the one-line thesis, why it’s mispriced, a number for what it’s worth, the catalyst, the risks, and how you would size and exit. Be ready to defend each one.
What must be in it.
- Thesis in one line. “Long [invented company] since margins will recover faster than the market thinks.”
- The variant view. What the market thinks and why it’s wrong. No variant view means no pitch.
- A valuation number. Your EPS against consensus, your multiple, your price. Bull, base and bear.
- A catalyst. What makes others see it, and when.
- Risks. Name the two that would hurt most, and say what you’d watch.
- Size and exit. A stop or a thesis-break condition, and position size.
How to build your own. Pick a company you can say something real about, in an industry you’ve looked at. Use the current numbers from its filings, and check them the morning of the interview. Have the multiple, the consensus and the main peers ready, with the date. Practise 2 minutes, then 5. Don’t pitch a stock because it went up, or one everyone likes without saying what the market misses.
Classic wrong answer. Telling the company’s story with no price. “It’s a great company” isn’t a pitch, as a great company at a high price can be a bad long. The interviewer wants what’s in the price, and why you differ.
Follow-up. What if the interviewer says it’s already priced in? Show what’s priced, with a number: the multiple implies some growth rate. Then say why your number differs. If you can’t, concede, and say what would change your mind.
Follow-up. And then a macro event hits? Run the event through your drivers: rates through the multiple, the currency through the sales mix, and input costs through the margin. Then say what you’d do to the position.
Question 16.18 ★★★ Analyst, Trader, QR • hedge fund • junior, experienced
You pitch a stock at $50. Bull case: EPS of 3.60 at a P/E of 18, with probability 50%. Base case: 3.30 at 16, 30%. Bear case: 2.70 at 12, 20%. What is the expected return? What is the reward to risk? If you plan to stop out at $44 and may lose 1% of the portfolio on the idea, what size do you take? What can go wrong with that stop?
Answer
Answer to Question 16.18.
The expected return is about 9.4%. Reward to risk is about 0.84 on the full cases, or about 2.5 to the stop. The position is about 8.3% of the portfolio. A gap through the stop is what can go wrong.
Cases. Bull: , or . Base: , or . Bear: , or . The expected return is .
Reward to risk. Bull gain over bear loss: . Up to the stop, .
Size. A $6 stop on $50 is 12%. So of the portfolio.
The stop. Earnings gaps go through stops. In the bear case, a gap down to 32.40 loses 35.2%, or 2.9% of the portfolio, about three times the plan. So if a report is before the catalyst, either cut the size or buy a put.
Also say how much of the 9.4% beats what you’d make by owning the market with the same beta. That’s the real edge.
Classic wrong answer. Sizing from the bull case. It’s the loss that sets the size. Any stop that can be jumped over isn’t a limit on what you lose.
Question 16.19 ★★★ Trader, QT, Analyst • bank, hedge fund • junior, experienced
Pitch a DV01-neutral 2s10s steepener: long the two-year, short the ten-year, $10,000 of DV01 per side. Modified durations are 1.9 and 8. Yields are 4.0% and 4.2%, and repo is 4.1%. What are the notionals? What do you make on 25 basis points of steepening? What is the yearly carry? With a daily spread volatility of 6 basis points, what is the 99% one-day VaR?
Answer
Answer to Question 16.19.
The notionals are about $52.6 million and $12.5 million. Steepening of 25 basis points makes $250,000. Carry is about a year. VaR is about $140,000.
Notionals. million, and million.
Profit. The spread changes by 25, on $10,000: $250,000 for any parallel level. It’s neutral to a parallel move.
Carry. Long two-year: . Short ten-year: you pay 4.2% and earn repo at 4.1%, so . Together, about a year, so about $5,400 a month. Over three months, you need about 1.6 basis points of steepening to cover it. Rolling down the curve is left out here, and it should be added when the curve has a real slope at those points.
Risk. .
The pitch. Why now: priced path against your view. Stop: say 15 basis points against you, a loss of $150,000. Don’t forget the second notional is a quarter of the first, and it’s the DV01 that matches.
Classic wrong answer. Using equal notionals. They’d make it a big bet on the ten-year, and not on the curve at all.
Question 16.20 ★★★ Analyst, QR, Risk • any • junior, experienced
Inflation is 3% a year. An inflation-linked bond and a nominal bond each have a duration of 8. The nominal yields 4%, and the linked one yields a real 1.7%. Compare one-year returns if nominal yields rise 1 point with real yields unchanged, and if real yields rise 1 point with break-evens unchanged. What does an inflation-linked bond hedge, and what doesn’t it?
Answer
Answer to Question 16.20.
Nominal yields up 1 point: the nominal bond returns , and the linked one . Real yields up 1 point: the nominal bond returns , and the linked one . So it hedges inflation, not real rates.
Nominal. Its carry is 4, and the price move is . So in both cases.
Linked. Its return is real yield 1.7, plus inflation 3, less duration on the real yield. So if the real yield is unchanged, and if it rises 1 point.
So when higher nominal yields come from break-evens, the linked bond is much better. When they come from real yields, it falls with the rest.
Classic wrong answer. Saying that an inflation-linked bond can’t lose money in a high-inflation year. When the central bank responds and real yields rise, long-duration linked bonds can fall a lot.
Question 16.21 ★★★ Analyst, QR, Trader • bank, hedge fund • junior, experienced
The ten-year nominal yield rises 50 basis points in a week: real yields rise 60, and break-evens fall 10. What moved, and what’s the story? Compare the moves in nominal bonds of duration 7.5 and linked bonds of duration 8. Would you rather own growth or value stocks, and why?
Answer
Answer to Question 16.21.
Real yields moved, and that says tighter policy or better growth, with less expected inflation. Nominal bonds fall about 3.75%, and linked bonds about 4.8%. I’d rather own value stocks, as growth stocks have the longer duration.
, and .
The fall in break-evens points to a policy story: credibility is up, inflation fears are down, and real rates are higher. Not a pure growth story, in which break-evens would usually rise too.
Growth stocks have most of their value far off, so they’re hit hardest by a real rate rise. Value has shorter cash flows, and it includes more cyclicals.
Classic wrong answer. Looking only at the nominal yield. A 50 basis point move can come from very different stories, with different winners. Always split it first.
Question 16.22 ★★★ Analyst, QR, Trader • any • junior, experienced
Set out the growth-and-inflation grid: growth up or down, inflation up or down. What do equities, bonds and commodities tend to do in each square, and which assets win? Why is a table like this dangerous?
Answer
Answer to Question 16.22.
A simple map: growth up and inflation down favours equities. Growth up and inflation up favours commodities and cyclicals. Growth down and inflation down favours bonds. Growth down and inflation up hurts almost everything except commodities and cash. The danger is that it hides what’s priced.
| Inflation down | Inflation up | |
|---|---|---|
| Growth up | Equities win; bonds fine | Commodities win; equities mixed; bonds lose |
| Growth down | Bonds win; equities lose | Cash and commodities; both stocks and bonds lose |
Why it’s dangerous. It sorts by level, while prices react to surprises. If high growth is priced, a merely good report disappoints. Assets also change: an energy-heavy index behaves differently from a tech-heavy one. And a few decades of data include few regimes.
How to build your own. Check the map against several past years, with the actual returns from a public source. Be ready to name one year that doesn’t fit, and why.
Classic wrong answer. Reciting the table as though it were a law. Say “tends to”, say that it’s relative to what’s priced, and say what evidence would change your mind.
Question 16.23 ★★★ QR, Risk, Analyst • any • junior, experienced
A US investor holds euro equities, which return 10% in euros. The euro falls 5%. Dollar rates are 4.5% and euro rates 2.5%. What is the unhedged dollar return? What is the return with a one-year hedge on the starting value? Why is a positive rate difference a gain for this hedge?
Answer
Answer to Question 16.23.
The unhedged return is 4.5%. Hedged, it’s about 11.5%. The hedge earns the rate difference as well as the euro’s fall.
Unhedged: .
The forward is . Selling euros forward on the starting value gains . So .
Selling a low-rate currency forward means selling it at a premium. So the hedge earns the 2% carry. If the euro doesn’t move, you get 10% plus about 2%. The hedge covers only the starting value, so the 10% profit remains exposed: the small residual here.
Classic wrong answer. Treating a hedge as a pure cost. It’s a cost or a gain depending on the rate gap, and it reverses for a euro investor in the US.
Question 16.24 ★★★ Trader, QR, Analyst • bank, hedge fund • junior, experienced
The policy rate is 4.33%. A meeting falls in the middle of month 1, and the month 1 future averages 4.25%. The next meeting is on the first day of month 2, and that future averages 4.10%. A move is 25 basis points. What probabilities of a cut do these imply at each meeting? What do you need to adjust in practice?
Answer
Answer to Question 16.24.
They imply about 64% for a cut at the first meeting and about 28% for one at the second.
First. The month’s average is half at 4.33 and half at the new rate : . So , a priced fall of 16 basis points, or .
Second. The month 2 future averages the rate after the second meeting: 4.10. That’s 7 basis points below 4.17, or .
So cumulatively, 23 basis points of cuts are priced by month 2.
What to adjust. Day counts: use the exact days before and after the meeting. Move sizes: a 50 might also be priced. Risk premium: futures aren’t a pure forecast. The gap between the effective rate and the target’s midpoint. And whether the contract settles on the average of the month, as this one does.
Classic wrong answer. Using 4.25 against 4.33 directly: . That forgets that the meeting falls in the middle of the month, so half the average is already fixed.
Question 16.25 ★★★★ Trader, Analyst, QR, Risk • hedge fund, bank • experienced
Inflation data comes tomorrow, with consensus at 0.3% month on month. Your view: 0.2% with probability 25%, 0.3% at 50%, 0.4% at 25%. You map those to equity returns of , and , and two-year yield moves of , 0 and basis points. You hold $100 million of equities and $50,000 of DV01 long two-year bonds. Find the P&L in each state, its mean and its standard deviation. An at-the-money index straddle for the day costs 1%. Is it worth buying? What do you do tonight, and what would you tell your manager?
Answer
Answer to Question 16.25.
The P&L is million, million and million. The mean is zero, and the standard deviation is about $1.24 million. At 1%, the straddle isn’t worth buying on these numbers: its expected payoff is about 0.78%. I’d cut the position by selling equity index futures or switching out of the two-year: the book is a single bet against high inflation.
States. P&L in millions is :
- 0.2%: .
- 0.3%: .
- 0.4%: .
Mean. .
Spread. The variance is , and the root is 1.239.
Straddle. The expected absolute move is , against a cost of 1%. So on your own numbers, you lose about 22 cents per dollar of premium. It would pay only if your map of moves is too small, or the distribution has more than these three states.
Reading the position. Stocks and two-years both lose in the bad state, so there’s no diversification: they are the same bet. The two-year looks small next to $100 million of stock, but it makes up 25% of the worst case.
Tonight. The mean is zero, and the left tail is the bigger. So there’s no reason to hold this size through the number. Decide your maximum loss, say $1 million, and work back. Reducing the equities by 30% takes the bad state to about million. Closing the two-year as well takes it to million. If the desk wants to keep the long, buy a put spread, and accept a cost that you can state.
To the manager. “We’re long one risk: inflation below consensus. A bad print costs about $2 million, with a 25% chance on my numbers. The rest of the distribution doesn’t pay for that. I propose to cut by about a third, close the two-year, and re-enter after the release. And here’s what would change my mind.” Your map of states is a judgment: say so.
Classic wrong answer. Comparing each position’s expected value and stopping. The two legs are correlated by the event, so a position that looks like a mix of equities and bonds is really a one-factor bet.
Follow-up. The print is 0.4% and equities only fall 0.5%. What do you think? The market moved less than your map. So either it was positioned for this, or it’s reading something else in the release. Don’t assume the remaining move is yours to fade. Check the two-year: if it agrees with your map, the equity reaction may lag, but say what you’d need to see.