For a trade, derive the spread risk factor and the cost expected on execution; for a position sold down across multiple days, compute the resulting liquidity adjustment applied to VaR.
The idea
Liquidating a position costs about half the bid-ask spread, because you trade from the mid price to the bid or ask. With relative spread s, the expected cost is half the position's value times mean s: Expected cost = ½ × value × mean s. To allow for wide spreads at a confidence level, add z standard deviations of s to its mean: Spread risk factor = mean s + z × σs. In this simplified spread-based adjustment, ignoring market impact, the liquidity cost is half the position's value times that factor, and liquidity-adjusted VaR adds it to VaR: LVaR = VaR + liquidity cost. If the position is sold in T equal parts at the end of T days and daily returns are independent, the shrinking position is exposed for longer, and the loss variance scales with (T + 1)(2T + 1) ÷ 6T rather than T. Liquidation-adjusted VaR scales one-day VaR by the square root of that factor: VaR_T = one-day VaR × √[(T + 1)(2T + 1) ÷ 6T]. Typical mistakes are charging the full spread and scaling the whole position by the square root of T.
Formulas
Spread risk factor
Spread factor = μs + z × σs
- μs
- the mean relative bid-ask spread
- z
- the standard normal multiplier for the confidence level
- σs
- the standard deviation of the relative spread
Allows for spreads wider than average. The liquidity cost is then half the position value times this factor; omitting either term understates it.
Liquidity cost at a stressed spread
Cost = ½ × V × (μs + z × σs)
- V
- the position value at mid
- μs
- the mean relative bid-ask spread
- z
- the standard normal multiplier for the confidence level
- σs
- the standard deviation of the relative spread
Added to VaR to give LVaR, ignoring market impact. Dropping the ½ charges a round trip, not a one-way exit.
VaR of a position sold in T equal daily parts
VaR_T = VaR₁ × √[(T + 1) × (2T + 1) ÷ (6T)]
- VaR₁
- the one-day VaR of the full position
- T
- the number of days over which equal parts are sold
Assumes independent daily returns and a sale at the end of each day. Scaling the whole position by √T overstates the risk of a position that shrinks.
A practice question
Ignoring price impact, which expression gives the expected cost of liquidating a position at the quoted bid, relative to its mid-price value?
- The full proportional bid-ask spread multiplied by the position valueWhy not: Charges the full spread, which is the cost of a round trip, rather than the half-spread paid in one direction.
- One half of the proportional bid-ask spread multiplied by the position value - correct
- The daily volatility multiplied by the square root of the holding period and by the position valueWhy not: This is a market VaR style formula, not a transaction cost.
- The position value divided by the average daily trading volumeWhy not: This is a measure of days or scale to liquidate, not a cost in value terms.
A sale is made at the bid, which is half a spread below the mid price, so the expected cost is 1/2 x spread x value; the full spread applies only to a buy and sell round trip.
A harder one
A position is worth USD 25 million. The relative bid-ask spread has a mean of 0.30% and a standard deviation of 0.10%. Using a 99% confidence multiplier of 2.33, what is the liquidity cost of closing the position, closest to?
- USD 133,250Why not: Omits the factor one half and so charges the full spread.
- USD 37,500Why not: Uses only the mean spread and omits the spread risk term z x sigma.
- USD 29,125Why not: Uses only the volatility term z x sigma and omits the mean spread.
- USD 66,625 - correct
Spread risk factor = 0.30% + 2.33 x 0.10% = 0.533%. Cost = 0.5 x 25,000,000 x 0.00533 = 66,625.
The hardest tier
A fund holds a USD 80 million position with daily volatility of 2% and plans to sell it in 4 equal parts at the end of each of the next 4 days. Assume independent normal daily returns with zero mean and a 99% multiplier of 2.33. The loss variance equals the sum of daily variances of the position still held during each day. What is the 99% liquidation-period VaR (ignoring spread costs), closest to?
- USD 7.46 millionWhy not: Holds the whole position for the full four days and scales the one-day VaR by the square root of 4.
- USD 5.10 million - correct
- USD 9.32 millionWhy not: Adds the daily VaRs of the declining position, assuming perfect correlation between days.
- USD 3.73 millionWhy not: Uses the one-day VaR of the full position and ignores the remaining exposure on later days.
Exposure is 80, 60, 40, 20 over the four days, so variance is proportional to (1 + 0.5625 + 0.25 + 0.0625) = 1.875 = (T+1)(2T+1)/(6T). VaR = one-day VaR 3.728 x sqrt(1.875) = 5.10.
In the app: 6 practice questions on this outcome, spaced review that brings it back before you forget it.
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