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071

Case 071Market making and trading scenariosCore

After selling calls to a client, your desk must buy 2 lakh shares to hedge delta. Mid is 500.5 and the offers are 20,000 at 501, 40,000 at 502, 60,000 at 503 and 80,000 at 505. What are the average fill and the slippage if you sweep the book, and what else could you do?

Tower Research CapitalNew York · 2020

1The situation

Your desk has just sold a block of call options on Dhodap Chemicals to an institutional client. The options' combined delta is 2 lakh shares, so to be hedged the desk must buy 2 lakh shares. Dhodap is a mid-cap stock and the screen is thin.

The best bid is 500 and the best offer 501, a mid of 500.5. Behind the best offer the book shows 20,000 shares at 501, 40,000 at 502, 60,000 at 503 and 80,000 at 505, exactly 2 lakh shares across four levels. Nothing further is visible above 505.

2Your task

Work out the average price and the cost against mid if the desk sweeps all four levels now, then lay out the alternatives and what each one trades off.

Quick check

Before working it: the average fill on a full sweep is closest to:

Worked solution

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

30-second answerThe answer to give first

Sweeping the book fills 2 lakh shares at an average of Rs 503.40, Rs 2.90 above the 500.5 mid, a cost of about Rs 5.8 lakh. The alternatives are to take the cheap levels now and work the rest over the day, to hedge with stock futures if they are more liquid, or to accept some unhedged delta for a while. Each swaps a known impact cost for price risk on Rs 10 crore of exposure. The lasting lesson is that this cost belongs in the option's price.

Step 1What does sweeping the book cost?

Buying a hundred tickets for a sold-out concert is the everyday version. The first few resellers ask a little over face value, the next ask more, and the last pair costs the most, because you have used up the cheap supply. An order book works the same way: each level is a seller at a price, and a buy order larger than the best offer eats through level after level, so the average price is a size-weighted average that sits well above the first offer. Here that is 20,000 times 501 plus 40,000 times 502 plus 60,000 times 503 plus 80,000 times 505, Rs 10.068 crore for 2 lakh shares, or Rs 503.40 each.

Every level you take is more expensive than the last: the sweep's average is 503.450150250350450520kat 50140k at 50260k at 50380k at 505midaverage fill 503.4050k100k150k200kShares bought, cumulativeSlippageRs 2.90 a shareabove midRs 5.8 lakhon 2 lakh shares
Sweeping the four offer levels of 20,000, 40,000, 60,000 and 80,000 shares fills 2 lakh shares at an average of Rs 503.40, Rs 2.90 above the 500.5 mid, which is a cost of about Rs 5.8 lakh.
The relationship
pˉ=20,000(501)+40,000(502)+60,000(503)+80,000(505)200,000=503.40(503.40−500.50)×200,000=Rs 5.8 lakh\bar{p} = \frac{20{,}000(501) + 40{,}000(502) + 60{,}000(503) + 80{,}000(505)}{200{,}000} = 503.40 \qquad (503.40 - 500.50) \times 200{,}000 = \text{Rs } 5.8 \text{ lakh}
p barthe size-weighted average fill
500.50the mid between the best bid of 500 and the best offer of 501
200,000shares the delta hedge needs
What it says in wordsWeight each price by the shares bought there, then compare the average with mid to get the cost of taking liquidity.
Step 2What else could the desk do, and what does each choice risk?

The sweep's cost is known; the alternatives replace it with risk. Waiting to hedge saves impact but leaves the desk short delta on about Rs 10 crore of stock, and if the stock moves 2% in a day, an assumption to check against its history, one standard deviation of that move over an hour is about Rs 8 lakh, more than the whole sweep cost. So the choice is between a certain Rs 5.8 lakh and an uncertain amount with a zero average and a wide spread.

ChoiceImpact costWhat it risks
Sweep all four levels nowRs 5.8 lakh, knownSignals the hedge; the book above 505 is unknown for the next trade
Take the first two levels, work the restRs 0.7 lakh now on 60k shares, less laterAbout 1.4 lakh shares of delta open while working
Hedge with stock futures, then switchDepends on futures liquidity and basisBasis between futures and stock; a second trade later
Leave part unhedged deliberatelyNone todayFull price risk on the open delta
Every alternative to the full sweep lowers the Rs 5.8 lakh impact cost by holding some delta open for longer, and the open delta is the price of the saving.
Step 3Where should this cost have been handled?

Before the trade. The client bought calls with a delta of 2 lakh shares, about 4 lakh options at a delta of 0.5. Sweeping costs about Rs 1.45 per option just for the first hedge, and the hedge will need rebalancing as the stock moves, each time against the same thin book, so the desk should price that cost into the option's offer. A desk that quotes options on a thin stock off the screen mid, as if hedging were free, gives this money away on every trade. In practice the answer is usually a blend: take the cheap levels, show a working order on the rest, watch whether new sellers refill the book, and keep the open delta inside a limit agreed in advance. Say the limit of the analysis too: the visible book is not the whole supply, and hidden or refilling sellers can make patient buying cheaper than the screen suggests, or more expensive if others are buying too.

Where candidates lose it

Candidates average the four prices to 502.75 and call the cost Rs 2.25 a share. The levels are different sizes, and the largest sits at the highest price, so the size-weighted average is 503.40.

The second miss is treating slow execution as free. Every share not yet bought is open delta on a stock that can move more in an hour than the whole sweep costs.

What the interviewer asks next

  • The book refills at 502 every few minutes with 10,000 shares. How would you change the plan?
  • How much wider would you quote the next client's calls on Dhodap to cover this cost?
  • Why might sweeping the book move the price against you for the rest of the day, beyond the Rs 5.8 lakh?

Asked at Tower Research Capital, Equities, New York, 2020 (Wall Street Oasis): Yet it is the one about market micro structure that baffled me

← Case 070A stock joins the Satpura 50 and index funds must buy about Rs 900 crore at the close on the effective date, against average daily trading of Rs 150 crore. A facilitation desk can pre-position or offer the funds a guaranteed close. Size the liquidity problem and the desk's risk, and say what happens if the stock falls 4% after inclusion.Case 072 →A bank's bond portfolio has DV01 of Rs 12 lakh, concentrated in ten-year bonds. It hedges with five-year payer swaps with DV01 of Rs 4,300 per Rs 1 crore notional. Size the hedge, then work the P&L if two-year yields fall 10 bp, five-year yields fall 3 bp and ten-year yields rise 5 bp.

Company names and figures are illustrative.

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