Quantitative Flashcards

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1
Q

P(AB)

A

P(A|B) * P(B)

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2
Q

P(A or B)

A

P(A) + P(B) - P(AB)

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3
Q

Probability

to

Odds

A

P(E)

—————

1 - P(E)

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4
Q

Expected Value

E(X)

A

ΣX*P(X)

Weighted average of the possible outcomes of a random variable, where the weights are the probabilities that the outcomes will occur.

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5
Q

Degrees of Freedom

A

n - 1

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6
Q

Combination

A

n!

——————

(n - r)! r!

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7
Q

Permutation

A

n!

——————

(n - r)!

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8
Q

Percentile

A

(n + 1)*(y/100)

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9
Q

Money-Weighted

Rate of Return

A

The internal rate of return (IRR)

The rate of return where NPV = 0

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10
Q

Time-Weighted

Rate of Return

A

For periods less than one year

Σ(1 + HPRn) - 1

For periods greater than one year (geometric mean)

Σ(1 + HPRn)1/n - 1

The rate at which $1 compounds over time.

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11
Q

HPR

A

(P1 + D)

   ————   - 1

P

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12
Q

Harmonic Mean

A

1

———————

Σ(1/Pn)

Average cost of shares purchased over time.

(Dollar cost averaging)

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13
Q

Population Variance

A

Σ(x - µ)<span>2</span>

—————

n

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14
Q

Sample Variance

A

Σ(x - µ)<span>2</span>

—————

(n - 1)

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15
Q

MAD

A

Σ|x - µ|

—————

n

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16
Q

Z or T

A

(x - µ)

————

σ

17
Q

Standard Deviation

σ

A

SQRT of the Variance (σ2)

SQRTσ2

18
Q

Standard Error

A

σ

————

SQRTn

The deviation between the sample mean and the population mean.

19
Q

Z Score for 90%

A

1.65

µ (+/-) 1.65σ

20
Q

Z Score for 95%

A

1.96

µ (+/-) 1.96σ

21
Q

Z Score for 99%

A

2.58

µ (+/-) 2.58σ

22
Q

Confidence Interval

A

X(+/-) Zσ

or

X(+/-) Z(Standard Error)

23
Q

7 Steps in

Hypothesis Testing

A
  1. State hypothesis
  2. Select test statistic
  3. Specify level of significance
  4. State decision rule
  5. Collect sample, calculate sample statistic
  6. Make a decision based on hypothesis
  7. Make a decision based on results
24
Q

Hypothesis Test Statistic

A

(x - H0)

————————

Standard Error

25
Q

Coefficient of Variation

CV

A

S

———

X

Excess risk per unit of return.

(Lower is better)

26
Q

Sharpe Ratio

A

E(Rp) - Rrf

——————

σp

Excess return per unit of risk.

(Higher is Better)

27
Q

Chebyshev’s Inequality

A

The percentage of observations that lie within k standard deviations of the mean is at least

1 - 1/k2

for all k > 1 regardless of the shape of the distribution.

28
Q

Roy’s Safety First Criterion

A

E(Rp​) - RL

——————

σp

Probability that the portfolio expected return E(Rp) will be greater than the threshold RL.

(Higher is Better)

29
Q

APR to EAR

A

(1 + APR/n)n - 1

30
Q

EAR to APR

A

[(1 + EAR)1/n- 1]n

31
Q

EAR to HPR

A

(1 + EAR)n/365 - 1

32
Q

HPR to EAR

A

(1 + HPR)365/n - 1

33
Q

HPR to r<span>mm</span>

A

HPR(360/n)

34
Q

EAR with

Continuous Compounding

A

er - 1

or

(rex - 1)

35
Q

Perpetuity

A

PMT

P = ———

     r