Formula Sheet for BBA FN415 2016
Sutee Mokkhavesa PhD
1. Probability density function: f(x) = Pr[X=x]
2. (Cumulative) Distribution function: F(x) = −∞x f(x)dx
3. Mean: E(X) =µ= xf(x)dx
4. Variance: V (X) =σ2 = (x−µ)2f(x)dx 5. Skewness: γ= [ (x−µ)3f(x)dx]/σ3
Positively skewed→mean> median>mode Negatively skewed→mean<median <mode
6. Kurtosis: δ= [ (x−µ)4f(x)dx]/σ4
7. Covariance: σ12= X2 X1(x−µ1) (x−µ2)f1,2(x1, x2)dx1dx2
8. Correlation: ρ12=cov(x1, x2)/ var(x1)var(x2) =σ12/(σ1σ2)
9. Linear Transformation of Random Variables Y =a+bX
Expectation of Y is E[Y] =a+bE[X]
Variance ofY is V[Y] =b2V[X]
10. Normal Distribution:
68% of observations fall within±1σ 90% of observations fall within±1.65σ 95% of observations fall within±1.96σ 99% of observations fall within±2.58σ
11. Portfolios of random variables: Y =wTX, E[Y] =µ
p =wTµ, σ2p =wTMw w={w1, w2, ..., wN,}T, µ={µ
1, µ2, ..., µN,}T, M =
σ11 σ12 ... σ1N σ22
ց
σN1 ... ... σNN
12. Treasury Bill: DR= (F−FP).360t 13. Macaulay Duration:
D= Tt=1t×wt= tT=1t× TCt/(1+y)t t=1Ct/(1+y)t
14. Wiener Process: ∆z∼N(0,∆t)
15. The Generalised Wiener Process: ∆x=a∆t+b∆z
17. Geometric Brownian Motion: ∆S=µS∆t+σS∆z
18. Forward price, no income on the asset: Fte−rt=St
19. Forward price, income on the asset:
discrete dividend, Fte−rt=St−P V (D) continuous dividned, Fte−rt=Ste−r∗
t
20. Valuation of outstanding forward contract: Value of contract: Vt=Ste−r∗
t−Ke−rt=Fte−rt−Ke−rt= (F−K)e−rt
21. Put-call parity: c−p=Se−r∗
t−Ke−rτ = (F−K)e−rτ
22. Bounds on call value (no dividends): ct Ct St & ct St−Ke−rτ
23. Bounds on put value (no dividends):pt Pt K & pt Ke−rτ −St
24. Geometric Brownian motion: ln (ST) = ln (S0) + µ−σ
2
2 τ +σ
√
τ ǫ
25. Risk-neutral discounting formula: ft=ERN[e−rτF(ST)]
26. Black-Scholes call option pricing: c=SN(d1)−Ke−rτN(d2)
d1 = ln S
Ke−rτ σ√τ +
σ√τ
2 , d2=d1−σ
√
τ
27. Black-Scholes put option pricing: p=S[N(d1)−1]−Ke−rτ[N(d2)−1]
28. VaR: c= −∞V aRf(x)dx
29. CVaR: E[X |X < q] =
q
−∞xf(x)dx
q
−∞f(x)dx
30. Square Root of Time Adjustment: V aR(T days) =V aR(1day)×√T
31. Cross-exchange rate: S3(EUR/GBP) = SS1($/GBP)
2($/EU R)
σ23=σ21+σ22−2ρ12σ1σ2
32. Volatility of the rate of return in the bond price: σ dPP =|D∗| ×σ(dy)
33. CAPM: Ri =αi+βiRM +εi
34. Profit on position with unit hedge: Q[(S2−S1)−(F2−F1)] =Q[b2−b1]
35. Optimal Hedge Ratio: N∗ =−β
sfQfQ.s.f
36. Optimal Hedge Ratio (Unitless): βsf = σsf
σ2
37. Volatility of the Hedge Position: σ∗
V =σs (1−R2) 38. Duration Hedge: N∗ =−DS∗S
D∗
FF
39. Beta Hedge: N∗ =−βS F
40. Linear VAR, fixed income: V AR(dP) =|−D∗P| ×V AR(dy)
41. Full Valuation VAR, fixed income: dPworst =P y
0+dyworst −P[y0]
42. Quadratic VAR, fixed income:
V AR(dP) =|−D∗P| ×V AR(dy)− 1
2CP ×V AR(dy) 2
43. Delta VAR: V AR(df) =|∆|V AR(dS)
44. Delta-normal VAR: V AR=ασ(Rp,t+1), σ2(Rp,t+1) =xTtΣt+1xt
45. Historical-simulation VAR: ∆fk
i ={∆fi,1,∆fi,2, ...,∆fi,t}
46. Monte Carlo simulation VAR: ∆fk ∼g(θ)
47. Absolute Risk: σ(∆P) =σ(∆P/P)×P =σ(RP)×P
48. RelativeRisk: σ(e)P = [σ(RP −RB)]×P = [σ(∆P/P −∆B/B)]×P =ω×P
49. Tracking error volatility (TEV): ω=σ(∆P/P −∆B/B)
ω= σ2
P +σ2B−2ρσPσB 50. Sharpe Ratio (SR): SR= µ(Rpσ(RP)−RF)
51. Information Ratio (IR): IR= µ(Rp)−ωµ(RB)
52. Alpha, from: RP,t−RF,t=α+βP[Rm,t−RF,t] +εP,t
53. Credit Loss: CL= Ni=1bi×CEi×(1−fi)
54. Joint probability with independence: p(A andB) =p(A)×p(B)
55. Joint probability: p(A and B) =p(A)p(B)+Corr(A, B) p(A) [1−p(A)] p(B) [1−p(B)], using E[bA×bB] =Cov[bA, bB] +E[bA]E[bB]
56. Binomial expansion:
1 =pN + N
1 pN−1(1−p) 1+ N
2 pN−2(1−p)
2+...+ N
N−1 p1(1−p)
N−1+ (1
−p)N
where Nk = k!(NN−!k)!
57. Default rateX mean and variance: E X =p ; V X = p(1N−p)
58. Marginal default rate for firm initially ratedRduring yearT =t+N :
dN(R) = m[t+n]
59. Survival rate forN years: SN(R) = N
i=1(1−di(R))
60. Marginal default rate from start to year T:kN(R) =SN−1(R)dN(R)
61. Cumulative default rate: CN(R) =k1(R) +k2(R) +....+kN(R) = 1−SN(R)
62. Average default rate,d: CN = 1− Ni=1(1−di) = 1−(1−d)N
63. Implied default probability, 1 period: (1 +y) = (1 +y∗) [1−π(1−f)]
64. Approximation of implied default probability: y∗ ≈y+π(1−f)
65. Implied default probability, T period: (1 +y)T = (1 +y∗)T (1
−π)T +f 1−(1−π)T
66. Approximation of physical default probability: y∗≈y+π′(1−f) +rp
67. Merton model for stock price: ST = max (VT −K,0)
68. Merton model for bond price: BT =VT −ST = min (VT, K)
69. Stock valuation: S =Call=V N(d1)−Ke−rτN(d2)
70. Firm value and stock volatility: σV = ∆σS(S/V)
71. Bond valution: B/Ke−rτ = [N(d
2) + (V /Ke−rτ)N(−d1)]
72. Risk-neutral PD: 1−N(d2) =N(−d2)
73. ECL at maturity: ECLT =N(−d2) [K−V erτN(−d1)/N(−d2)] =p×[Exposure×LGD]
74. Credit default swap, or put option: P ut=Ke−rτ − {Ke−rτN(d
2) +V [1−N(d1)]}=−V N[(−d1)] +Ke−rτ[N(−d2)]
75. Credit loss: Ni=1bi×CEi×LGDi
76. Expected credit loss: ECL= Pr [default]×E[Credit exposure]×E[LGD]
77. A credit portfolio of sizeSmade up ofN independent credits with equal probability of default P.
The expectation of the credit loss:E[X]NS =P N.NS =P S
The variance of the credit loss: V[X] NS 2 =P(1−P)N NS 2 78. Present value of expected credit losses (PVECL):
P V ECL= tE[CLt]×P Vt= t[kt×ECEt×(1−f)]×P Vt
79. Approximation to PVECL: PVECLF =cT ×ECE×(1−f)×P VT
80. Credit VAR: CVAR = WCL - ECL
81. Net Beta: (βLVL−βSVS) =βEVE
83. Gross leverage: VLVE+VS=´Long P ositions +Absolute value of short positionsEquity
84. Net leverage: VL−VS VE =´