To get there, imagine a portfolio L:1 leverage i.e. you have $L of positions for every $1 of equity.
If the stock has a return of R, you now have equity of (1 + LR) and stock worth L(1+R)
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To maintain leverage of L you need the stock you hold to be worth L(1+LR) so you need to buy/sell X = L(1+LR) - L(1+R) = L + L^2R - L - LR = L(L-1)R Remember we are doing this per $1 of equity, so multiply by your initial account size to get a $ trade size.
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Couple of interesting things: 1. If L = 0 (you hold cash) or L = 1 (unlevered) then you never need to trade, your portfolio automatically tracks. 2. If 0 < L < 1 then L(L-1) is negative so you sell on price increases and buy on decreases, which is stabilising
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3. If L < 0 or L > 1 then you need to buy when the stock is up and sell when it is down, which is trend-following/destabilising behaviour. A recent L < 0 case is the XIV blowup and a recent L > 1 case is the Archegos blowup
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4. L(L-1) is quadratic, so when L gets big, X gets really big. For Archegos if we assume L=5 then L(L-1)=20 so whenever the stock went up 5% they would need to buy 100% of their initial position size to maintain leverage -- in retrospect not surprising that VIAC was up so much.
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Either big leverage (high L) or moderate leverage and volatile stocks (high R) is enough to create interesting feedback effects that can lead to blowups in less liquid markets like VIX futures or mid cap stocks. Big leverage *and* volatile stocks is spectacular :)
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Alternatively, just use =RANDBETWEEN(1 billion, 110 billion) and put it in all caps.
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Why should maintaining constant leverage - symmetrically both up as well as down - be an objective function? Also, what should be relevant is the extent to which the asset return exceeds or falls short of the cost of funds used to create the leverage. R can be the difference.
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In some cases it is an explicit aim of the fund (eg inverse, 2X or 3X ETFs) or it could just be the aim of the portfolio manager. To flip the question around, why would your leverage preferences change based on your recent pnl?
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If quadratic is constant necessary?. X= L^2 * R
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