Show why trading liquidity risk matters and work out its size using the cost of liquidating a position and liquidity-adjusted VaR (LVaR).
The idea
Trading liquidity risk is the risk that a position cannot be closed quickly without a price concession. It matters because conventional VaR values positions at the mid-price as if they could be sold at no cost. The relative spread is the ask minus the bid, divided by the mid-price. The cost of liquidating a position is half the relative spread times the position value, written Cost = 0.5 × Spread × Position. It is half because you give up only the distance from mid to bid. In this simplified spread-based adjustment, liquidity-adjusted VaR is VaR plus this cost, written LVaR = VaR + Cost. With a variable spread, the cost uses the mean spread plus k standard deviations of the spread in place of the average. If liquidation takes T days, scale VaR by the square root of T. Typical mistakes are using the full spread and ignoring price impact from a large position. The exam wants VaR plus half the spread times the position, but market impact, position size and a longer sale than assumed need further modelling.
Formulas
Relative bid-ask spread
Spread = (Ask − Bid) ÷ Mid
- Ask
- the ask price
- Bid
- the bid price
- Mid
- the mid-price, (ask + bid) ÷ 2
Expressed as a proportion of the mid-price, so a 0.40 point spread on a price of 100 is 0.40%, not 0.04%.
Cost of liquidating a position
Cost = 0.5 × Spread × Position
- Spread
- the relative bid-ask spread; with a variable spread, the mean plus k standard deviations
- Position
- the market value of the position at mid
A seller gives up only the distance from mid to bid, so half the spread. Charging the full spread is the classic slip, and the cost ignores price impact from a large position.
Liquidity-adjusted VaR
LVaR = VaR + Cost
- VaR
- the conventional VaR at mid-price, scaled by √T if liquidation takes T days
- Cost
- the half-spread cost of liquidating the position
The simplified spread-based adjustment, so LVaR is always above VaR. Market impact and a longer sale than assumed need further modelling.
A practice question
A trader holds USD 40 million of a bond quoted at 99.80 bid and 100.20 ask. Relative to valuing the position at mid-price, the closest estimate of the cost of liquidating it is:
- USD 80,000 - correct
- USD 160,000Why not: Uses the full spread (0.4% x 40 million) instead of half the spread.
- USD 8,000Why not: Unit slip: reads the 0.40 point spread as 0.04% of value rather than 0.40%.
- USD 40,000Why not: Halves twice (a quarter of the spread); the cost is only one half-spread.
Mid = 100.00, relative spread = 0.40/100 = 0.40%. Liquidation cost = 1/2 x 0.40% x 40 million = USD 80,000, the distance from mid to bid.
A harder one
A fund must sell a position several times the normal daily volume, and dealers are known to move quotes against large sellers. Which statement about a spread-based LVaR (VaR plus half the quoted spread times position) is correct?
- It overstates the cost because the quoted spread already includes the price impact of very large block trades.Why not: Quoted spreads apply to normal trade sizes; they do not include the impact of a block many times the usual volume.
- It is exact, because liquidation cost grows in direct proportion to the size of the position being sold.Why not: Assumes linear cost; price impact rises more than proportionally with size, which the spread approach ignores.
- It is irrelevant because only price volatility, and not spreads or impact, determines losses when a position is liquidated.Why not: Ignores the liquidation cost that LVaR is designed to add; spread and impact matter as well as volatility.
- It captures exogenous liquidity at normal sizes but understates cost, since the fund's own selling creates endogenous price impact. - correct
Spread-based LVaR treats liquidity as exogenous (given by the market). Endogenous liquidity risk is the extra price move caused by the trader's own size, which the simple half-spread cost does not capture.
The hardest tier
A dealer holds USD 80 million of a bond. Daily volatility is 1.5% and a normal 99% quantile of 2.326 applies over a 10-day horizon (square-root-of-time scaling). The relative spread has a mean of 0.30% and a standard deviation of 0.12%, and the liquidity cost is set at half of (mean + 3 x standard deviation) times the position. LVaR is closest to:
- USD 8.95 millionWhy not: Uses only the mean spread and omits the 3 standard deviation allowance for spread variability.
- USD 9.36 millionWhy not: Uses the full spread (mean + 3 sd) instead of half of it.
- USD 9.09 million - correct
- USD 3.06 millionWhy not: Uses 1-day VaR although the question specifies a 10-day horizon.
10-day VaR = 2.326 x 1.5% x sqrt(10) x 80 = 8.828 million. Stressed spread = 0.30% + 3 x 0.12% = 0.66%; cost = 1/2 x 0.66% x 80 = 0.264 million. LVaR = 9.09 million.
In the app: 6 practice questions on this outcome, spaced review that brings it back before you forget it.
Start free →More in Liquidity Risk
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