Finance-Theory ยท Unit 13 ยท Video 3 ยท Interactive Practice

Risk-Neutral Probabilities and Arbitrage Enforcement in the Binomial Model

IKey Formulas

FormulaNameMeaning
pโˆ—โ‰กrโˆ’duโˆ’d,1โˆ’pโˆ—=uโˆ’ruโˆ’dp^* \equiv \dfrac{r-d}{u-d}, \quad 1-p^* = \dfrac{u-r}{u-d}Risk-neutral probabilityThe numerators add to uโˆ’du-d, so the two weights sum to one; built from rr, uu, dd only (rr is the gross riskless return per period)
C0=1r[pโˆ—โ€‰Cu+(1โˆ’pโˆ—)โ€‰Cd]C_0 = \dfrac{1}{r}\left[p^*\,C_u + (1-p^*)\,C_d\right]Binomial priceThe expected payoff under pโˆ—p^*, discounted one period at the riskless rate
d<r<ud < r < uEquilibrium conditionBoth weights positive; if rโ‰คdr \le d nobody holds bills, if rโ‰ฅur \ge u nobody holds the stock
C0=V0=S0โ€‰ฮ”โˆ—+Bโˆ—C_0 = V_0 = S_0\,\Delta^* + B^*No arbitrageC0>V0C_0 > V_0: sell the call, buy the portfolio. C0<V0C_0 < V_0: buy the call, sell the portfolio. Either way a riskless profit today

Key Insight: pโˆ—p^* is not the true probability pp. The true pp never enters the formula; it is already inside today's stock price S0S_0.

IIVisualization 1 โ€” When the Weights Are Probabilities

The two weights always sum to one; both are positive exactly when the riskless rate lies between dd and uu.

IIIVisualization 2 โ€” Your pp Versus pโˆ—p^*

Your probability pp moves your forecast of the stock price but leaves the call price untouched.

IVVisualization 3 โ€” Arbitrage Enforces C0=V0C_0 = V_0

Any market price other than V0V_0 lets you sell the dear side, buy the cheap side, and keep the gap riskless.

LegPositionTodayTomorrow, up (S1=30S_1 = 30)Tomorrow, down (S1=10S_1 = 10)
Call
Stock, ฮ”โˆ—=0.5\Delta^* = 0.5
Bonds, Bโˆ—โ‰ˆโˆ’4.85B^* \approx -4.85
Net

๐Ÿ’ก The money machine runs only while the model's assumptions hold: exactly two possible stock prices tomorrow, and borrowing or lending at the riskless rate rr.

VQuiz Questions

Problem 1 ยท The Risk-Neutral Probability

Given (illustrative figures): a stock trades at $75. Over one period it moves up by u=1.35u = 1.35 or down by d=0.85d = 0.85, and the riskless rate is r=1.03r = 1.03 (gross, per period). Analysts put the probability of the up move at 0.650.65. Find the risk-neutral probability pโˆ—p^*.

โœ… Correct! pโˆ—=(1.03โˆ’0.85)/(1.35โˆ’0.85)=0.18/0.5=0.36p^* = (1.03 - 0.85)/(1.35 - 0.85) = 0.18/0.5 = 0.36, and the analysts' 0.650.65 plays no part.
โŒ Close, butโ€ฆ 0.64=(uโˆ’r)/(uโˆ’d)0.64 = (u - r)/(u - d) is the down-state weight, (1โˆ’pโˆ—)(1 - p^*). The up-state weight has rโˆ’dr - d on top.
โŒ Check the rate. That uses r=0.03r = 0.03. In this formula rr is the gross return 1.031.03; a net rate put in its place gives a meaningless negative weight.
โŒ Not quite. 0.650.65 is the true (subjective) probability pp. The risk-neutral probability is built from rr, uu and dd alone.
โŒ Not quite. Use pโˆ—=(rโˆ’d)/(uโˆ’d)p^* = (r - d)/(u - d) with the gross rate.
Show solution

With r=1.03r = 1.03, u=1.35u = 1.35, d=0.85d = 0.85:

pโˆ—=rโˆ’duโˆ’d=1.03โˆ’0.851.35โˆ’0.85=0.180.5=0.36,1โˆ’pโˆ—=uโˆ’ruโˆ’d=0.320.5=0.64p^* = \frac{r - d}{u - d} = \frac{1.03 - 0.85}{1.35 - 0.85} = \frac{0.18}{0.5} = 0.36, \qquad 1 - p^* = \frac{u - r}{u - d} = \frac{0.32}{0.5} = 0.64

Both weights lie between 0 and 1 because 0.85<1.03<1.350.85 < 1.03 < 1.35. The stock price of $75 and the analysts' probability of 0.650.65 are not needed: pโˆ—=0.36p^* = 0.36.

Problem 2 ยท Can Stocks and Bills Coexist?

Given (illustrative figures): four candidate one-period economies, each with gross stock moves uu, dd and gross riskless rate rr. Which one is consistent with investors holding both the stock and Treasury bills?

โœ… Correct! 0.90<1.04<1.150.90 < 1.04 < 1.15, so pโˆ—=0.14/0.25=0.56p^* = 0.14/0.25 = 0.56 and 1โˆ’pโˆ—=0.441 - p^* = 0.44 are both positive.
โŒ Not quite. Here r=1.03<d=1.05r = 1.03 < d = 1.05: even the stock's worst outcome beats bills, so nobody holds bills. The weight pโˆ—=(1.03โˆ’1.05)/0.20=โˆ’0.1p^* = (1.03 - 1.05)/0.20 = -0.1 is negative.
โŒ Not quite. Here r=1.10>u=1.08r = 1.10 > u = 1.08: even the stock's best outcome falls short of bills, so nobody holds the stock. The weight 1โˆ’pโˆ—=(1.08โˆ’1.10)/0.16=โˆ’0.1251 - p^* = (1.08 - 1.10)/0.16 = -0.125 is negative.
โŒ Close, butโ€ฆ With r=dr = d the stock never does worse than bills and sometimes does better, so nobody holds bills. The condition is strict, and here pโˆ—=0p^* = 0.
โŒ Not quite. Check d<r<ud < r < u strictly.
Show solution

Stocks and bills can both be held only when d<r<ud < r < u, strictly. Check each economy:

  • (a) 0.90<1.04<1.150.90 < 1.04 < 1.15 โœ“: pโˆ—=1.04โˆ’0.901.15โˆ’0.90=0.56p^* = \frac{1.04 - 0.90}{1.15 - 0.90} = 0.56.
  • (b) r=1.03<d=1.05r = 1.03 < d = 1.05: bills are dominated; pโˆ—=โˆ’0.1p^* = -0.1.
  • (c) r=1.10>u=1.08r = 1.10 > u = 1.08: the stock is dominated; 1โˆ’pโˆ—=โˆ’0.1251 - p^* = -0.125.
  • (d) r=d=1.00r = d = 1.00: the stock weakly dominates bills; pโˆ—=0p^* = 0.

Only economy (a) works.

Problem 3 ยท Price a Call With pโˆ—p^*

Given (illustrative figures): a stock trades at $150 and over one period moves up by u=1.24u = 1.24 or down by d=0.92d = 0.92; the riskless rate is r=1.04r = 1.04 (gross, per period). Investors believe the up move has probability 0.60.6. Find the price of a one-period European call with strike $156.

โœ… Correct! The expected payoff under pโˆ—=0.375p^* = 0.375 is 0.375โ‹…30=11.250.375 \cdot 30 = 11.25; one period's discount at 1.041.04 gives about $10.82.
โŒ Close, butโ€ฆ 11.2511.25 is the expected payoff under pโˆ—p^*, which arrives tomorrow. Divide by r=1.04r = 1.04 to bring it to today.
โŒ Not quite. That weights the payoffs with the believed probability 0.60.6. The price uses pโˆ—=(rโˆ’d)/(uโˆ’d)p^* = (r - d)/(u - d), never the true pp.
โŒ Check the weights. That puts 1โˆ’pโˆ—=0.6251 - p^* = 0.625 on the up state. The up-state weight is pโˆ—=(rโˆ’d)/(uโˆ’d)=0.375p^* = (r - d)/(u - d) = 0.375.
โŒ Not quite. Find CuC_u, CdC_d and pโˆ—p^*, then C0=[pโˆ—Cu+(1โˆ’pโˆ—)Cd]/rC_0 = [p^* C_u + (1 - p^*) C_d]/r.
Show solution

Payoffs: uS0=1.24โ‹…150=186uS_0 = 1.24 \cdot 150 = 186 and dS0=0.92โ‹…150=138dS_0 = 0.92 \cdot 150 = 138, so

Cu=Max[186โˆ’156,ย 0]=30,Cd=Max[138โˆ’156,ย 0]=0C_u = \text{Max}[186 - 156,\ 0] = 30, \qquad C_d = \text{Max}[138 - 156,\ 0] = 0

Risk-neutral probability (0.92<1.04<1.240.92 < 1.04 < 1.24, so it is valid):

pโˆ—=1.04โˆ’0.921.24โˆ’0.92=0.120.32=0.375,1โˆ’pโˆ—=0.625p^* = \frac{1.04 - 0.92}{1.24 - 0.92} = \frac{0.12}{0.32} = 0.375, \qquad 1 - p^* = 0.625

Price:

C0=11.04[0.375โ‹…30+0.625โ‹…0]=11.251.04โ‰ˆ10.82C_0 = \frac{1}{1.04}\left[0.375 \cdot 30 + 0.625 \cdot 0\right] = \frac{11.25}{1.04} \approx 10.82

The call is worth about $10.82. The believed probability of 0.60.6 never enters.

Problem 4 ยท Exploit a Mispriced Call

Given: the stock and call of Problem 3 (S0=150S_0 = 150, u=1.24u = 1.24, d=0.92d = 0.92, gross r=1.04r = 1.04, strike $156, model price about $10.82). The call trades in the market at $10.20. Find the arbitrage trade and the riskless profit it locks in today, per call.

Which trade?

Riskless profit today, per call?

โœ… Correct! The call is cheap: buy it for $10.20, sell its replica for about $10.82, keep about $0.62 today, and owe nothing tomorrow.
โŒ Check the direction. That trade profits when the call is dear. At $10.20 the call is below V0โ‰ˆ10.82V_0 \approx 10.82, so it is the side to buy.
โŒ Check the bond sign. The replica borrows about $82.93 (Bโˆ—โ‰ˆโˆ’82.93B^* \approx -82.93), so selling the replica means lending that amount. Borrowing as well would leave you owing $86.25 on the loan tomorrow on top of buying back the shares, far more than the call pays.
โŒ Not quite. One share is not the replica: it pays 186 or 138 tomorrow against the call's 30 or 0. The replica holds ฮ”โˆ—=0.625\Delta^* = 0.625 share and a loan.
โŒ Check the trade. Buy the cheap side, sell the dear side, using the replicating portfolio ฮ”โˆ—\Delta^*, Bโˆ—B^*.
โŒ Close, butโ€ฆ 11.25โˆ’10.2011.25 - 10.20 compares with the undiscounted expected payoff. The replica is worth V0=11.25/1.04โ‰ˆ10.82V_0 = 11.25/1.04 \approx 10.82 today.
โŒ Not quite. 17.3117.31 is the call valued with the believed probability 0.60.6, which is not a price the replica delivers. Compare with V0โ‰ˆ10.82V_0 \approx 10.82.
โŒ Close, butโ€ฆ 0.62ร—1.04โ‰ˆ0.640.62 \times 1.04 \approx 0.64 is that profit carried a period forward. The profit is collected today, and nothing more arrives tomorrow.
โŒ Check the profit. It is the replica's value today minus the market price, V0โˆ’10.20V_0 - 10.20.
Show solution

Replicating portfolio (Cu=30C_u = 30, Cd=0C_d = 0):

ฮ”โˆ—=Cuโˆ’Cd(uโˆ’d)S0=300.32โ‹…150=0.625,Bโˆ—=uCdโˆ’dCu(uโˆ’d)r=0โˆ’0.92โ‹…300.32โ‹…1.04โ‰ˆโˆ’82.93\Delta^* = \frac{C_u - C_d}{(u - d)S_0} = \frac{30}{0.32 \cdot 150} = 0.625, \qquad B^* = \frac{uC_d - dC_u}{(u - d)r} = \frac{0 - 0.92 \cdot 30}{0.32 \cdot 1.04} \approx -82.93 V0=150โ‹…0.625โˆ’82.93โ‰ˆ93.75โˆ’82.93โ‰ˆ10.82V_0 = 150 \cdot 0.625 - 82.93 \approx 93.75 - 82.93 \approx 10.82

Trade: the market price 10.20 is below V0V_0, so buy the call and sell the replica: short 0.6250.625 share (receiving 93.75) and lend about $82.93. Cash today: 93.75โˆ’82.93โˆ’10.20โ‰ˆ0.6293.75 - 82.93 - 10.20 \approx 0.62.

Tomorrow: the loan repays โˆฃBโˆ—โˆฃโ€‰r=27.60.3328โ‹…1.04=86.25|B^*|\,r = \frac{27.6}{0.3328} \cdot 1.04 = 86.25.

  • Up (S1=186S_1 = 186): buying back 0.6250.625 share costs 116.25116.25; the loan repays 86.2586.25 and the call pays 30, so 30+86.25โˆ’116.25=030 + 86.25 - 116.25 = 0.
  • Down (S1=138S_1 = 138): buying back 0.6250.625 share costs 86.2586.25; the loan repays 86.2586.25 and the call pays 0, so the net is 0.

The positions cancel in both states, so the $0.62 per call is riskless profit.

Solved: 0 / 4