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051

Case 051Market-making gamesWarm up

Five players trade a contract that settles at the sum of ten dice rolled one at a time in public. After four rolls totalling 17, one player bids 38 and another offers 36. What is fair value, and what can you lock in by trading between them?

DRWNew York · 2026

1The situation

Pelicandra Markets runs a group trading game at its superday. Five players trade a contract that settles at the sum of ten fair dice, rolled one at a time where everyone can see them. Each point is worth Rs 100, and players shout bids and offers in lots.

Four dice have been rolled: 3, 6, 2 and 6, a total of 17. Player B is bidding 38 for 5 lots. Player D is offering 36 for 5 lots. Nobody has traded at these prices yet, and you are flat.

2Your task

What is the contract worth now, what do the two quotes let you do, and how much do you make?

Quick check

Before any arithmetic: what is the best thing to do with these two quotes?

Worked solution

Try it on paper, then open one step at a time.

30-second answerThe answer to give first

Fair value is 38, and buying 5 lots from D at 36 while selling 5 to B at 38 locks 2 points a lot, Rs 1,000, with no position left. Six dice remain, each worth 3.5 on average, so 17 + 21 = 38. The two quotes cross, a bid above an offer, so you take both sides at once. The profit does not depend on the dice or on your fair value being right.

Step 1What is the contract worth after four rolls?

Split the sum into what you know and what you do not. The 17 already rolled is fixed; each of the six dice still to come adds 3.5 on average, so fair value is 17 + 6 x 3.5 = 38. It is the same arithmetic as a cricket chase: the runs already on the board are certain, and you add the average for the overs left. The uncertainty is only in those six dice: their total has a variance of 6 x 35/12 = 17.5, a standard deviation of about 4.2 points, so the final sum will usually land between 34 and 42.

Step 2What do two crossing quotes let you do?

Look at the prices, not at your fair value. Player B will pay 38 and player D will sell at 36. When one player's bid is above another player's offer, the market is crossedA state where the best bid is higher than the best offer. Anyone can buy at the offer and sell at the bid for an immediate profit., and you can buy from one and sell to the other with no view on the dice. Buy 5 lots from D at 36, sell 5 lots to B at 38. Your position is zero, so the last six dice cannot hurt you, and you keep 2 points on each lot: 2 x 5 x Rs 100 = Rs 1,000.

Two other players' quotes cross: buy at 36, sell at 38, no view neededPossible final sums: 23 (six ones) to 53 (six sixes)Fair value 17 + 6 x 3.5 = 38Shaded: 38 plus or minus 4.2,one standard deviation of thesix dice still to rollSeen so far: 4 rolls, total 17Player D offers 36you buy 5 lots from DPlayer B bids 38you sell 5 lots to B+2222630343842465054Final sum of ten dice. Locked profit: 2 points x 5 lots x Rs 100 = Rs 1,000
With 17 on the board and six dice to roll, fair value is 38 and the final sum usually lands within about 4.2 points of it; because player D offers at 36 while player B bids 38, buying from D and selling to B locks 2 points a lot with no exposure to the dice.

Notice what the fair value was used for. It tells you that D's offer is cheap and B's bid is exactly fair, but the locked trade would be worth 2 points even if your fair value were wrong. That is the difference between an edge and an arbitrage: an edge pays on average; an arbitrage pays every time.

Step 3Why would anyone leave a crossed market standing?

In a game where every roll is public, nobody has private information, so the cross is not a signal about the dice. It usually means a player is managing a position rather than pricing the contract. Player D may be long 20 lots and keen to sell; player B may be short and keen to buy back. Listen for that in a group game, because it tells you who will keep leaning on the market. Speed matters too: the first player to hit both quotes takes the profit, so say both trades in one breath.

Step 4What changes if the sizes do not match?

Suppose D offers 10 lots at 36 and B bids for only 5 at 38. The first 5 lots are the locked trade as before. The extra 5 lots bought at 36 are an edge, not an arbitrage: worth 2 points each on average, Rs 1,000 in total, but with a standard deviation of about Rs 2,092 from the dice. You would take them if your risk limit allows, then show a market of your own around 38, perhaps 37 bid at 39 offered, to sell them back to the room.

Where candidates lose it

Most candidates see an offer below fair value and simply buy it, then sit long six dice of risk. The interviewer wanted to hear that two other players' quotes crossed, which is a riskless 2 points, not a 2 point bet.

The second loss is recomputing fair value slowly while someone else takes both sides. In a live group game the arithmetic is secondary; spotting the cross and acting on it first is the skill being tested.

What the interviewer asks next

  • After you trade, D re-offers at 36.5 and B re-bids at 37.5. What do you do now?
  • Two more dice come up 1 and 1. Where is fair value, and what market would you show?
  • How would your quote change if the contract paid the square of the sum instead?

Asked at DRW, Quantitative Trading, New York, 2026 (Wall Street Oasis): There were a few difficult questions, but overall pretty straightforward probability questions. Super day had group mock trading.

← Case 050Three players are each dealt one card from 1 to 10 without repeats, and the contract settles at the highest card. You hold a 7. Price it, then reprice after another player immediately bids 8.5.Case 052 →A signal has an information coefficient of 0.06 at one day, 0.045 at five days and 0.03 at twenty days. Cross-sectional daily volatility is 2% and a full rebalance costs 20 bps round trip. Should you rebalance daily or weekly?

Company names and figures are illustrative.

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