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8007 Exam II: Mathematical Foundations of Risk Measurement - 2015 Edition Questions and Answers

Questions 4

Your stockbroker randomly recommends stocks to his clients from a tip sheet he is given each day. Today, his tip sheet has 3 common stocks and 5 preferred stocks from Asian companies and 3 common stocks and 5 preferred stocks from European companies. What is the probability that he will recommend a common stock AND/OR a European stock to you when you call and ask for one stock to buy today?

Options:

A.

11/16

B.

7/8

C.

9/16

D.

None of these

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Questions 5

I have a portfolio of two stocks. The weights are 60% and 40% respectively, the volatilities are both 20%, while the correlation of returns is 100%. The volatility of my portfolio is

Options:

A.

4%

B.

14.4%

C.

20%

D.

24%

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Questions 6

Consider two securities X and Y with the following 5 annual returns:

X: +10%, +3%, -2%, +3%, +5%

Y: +7%, -2%, +3%, -5%, +10%

In this case the sample covariance between the two time series can be calculated as:

Options:

A.

0.40729

B.

0.00109

C.

0.00087

D.

0.32583

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Questions 7

Find the roots, if they exist in the real numbers, of the quadratic equation

Options:

A.

4 and -2

B.

-4 and 2

C.

1 and 0

D.

No real roots

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Questions 8

Maximum likelihood estimation is a method for:

Options:

A.

Finding parameter estimates of a given density function

B.

Estimating the solution of a partial differential equation

C.

Solving a portfolio optimization problem

D.

Estimating the implied volatility of a simple European option

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Questions 9

The natural logarithm of x is:

Options:

A.

the inverse function of exp(x)

B.

log(e)

C.

always greater than x, for x > 0

D.

46

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Questions 10

For a quadratic equation, which of the following is FALSE?

Options:

A.

If the discriminant is negative, there are no real solutions

B.

If the discriminant is zero, there is only one solution

C.

If the discriminant is negative there are two different real solutions

D.

If the discriminant is positive there are two different real solutions

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Questions 11

Which of the following is consistent with the definition of a Type I error?

Options:

A.

The probability of a Type I error is 100% minus the significance level

B.

A Type I error would have occurred if the performance of a stock was positively correlated with the performance of a hedge fund, but in a linear regression, the hypothesis of positive correlation was rejected

C.

A Type I error would have occurred if the performance of a stock was positively correlated with the performance of a hedge fund, but in a linear regression, the hypothesis of no correlation was rejected

D.

A Type I occurs whenever data series are serially correlated

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Questions 12

What is the sum of the first 20 terms of this sequence: 3, 5, 9, 17, 33, 65,…?

Options:

A.

1 048 574

B.

1 048 595

C.

2 097 170

D.

2 097 172

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Questions 13

A linear regression gives the following output:

Figures in square brackets are estimated standard errors of the coefficient estimates.

Which of the following is an approximate 95% confidence interval for the true value of the coefficient of ?

Options:

A.

[0, 1.5]

B.

[1, 2]

C.

[0, 3]

D.

None of the above

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Questions 14

An asset price S is lognormally distributed if:

Options:

A.

the change in price (dS) is normally distributed

B.

1/S is normally distributed

C.

ln(dS/S) is normally distributed

D.

ln(1+dS/S) is normally distributed

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Questions 15

In a 2-step binomial tree, at each step the underlying price can move up by a factor of u = 1.1 or down by a factor of d = 1/u. The continuously compounded risk free interest rate over each time step is 1% and there are no dividends paid on the underlying. Use the Cox, Ross, Rubinstein parameterization to find the risk neutral probability and hence find the value of a European put option with strike 102, given that the underlying price is currently 100.

Options:

A.

5.19

B.

5.66

C.

6.31

D.

4.18

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Questions 16

Suppose a discrete random variable can take on the values -1, 0 and 1 each with a probability of 1/3. Then the mean and variance of the variable is

Options:

A.

mean is 0, variance is 2/3

B.

mean is 0, variance is 1/3

C.

mean is 0, variance is 1/2

D.

mean is 1/3, variance is 1/3

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Questions 17

Find the first-order Taylor approximation p(x) for the function: at the point .

Options:

A.

-x

B.

-x+1

C.

x-1

D.

x+1

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Questions 18

What is the indefinite integral of the function f(x) = ln(x), where ln(x) denotes the natural logarithmic function?

Options:

A.

x ln(x) - x

B.

ln(x) - x

C.

1/x

D.

exp(x)

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Questions 19

Let E(X ) = 1, E(Y ) = 3, Corr(X, Y ) = -0.2, E(X2 ) = 10 and E(Y2 ) = 13. Find the covariance between X and Y

Options:

A.

-2.8

B.

1.3

C.

-1.2

D.

None of the above

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Questions 20

If a time series has to be differenced twice in order to be transformed into a stationary series, the original series is said to be:

Options:

A.

non-linear

B.

integrated of order 2

C.

differential

D.

non-functional

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Questions 21

What is the angle between the following two three dimensional vectors: a=(1,2,3), b=(-4,2,0)?

Options:

A.

90 degrees

B.

180 degrees

C.

57 degrees

D.

45 degrees

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Questions 22

A 95% confidence interval for a parameter estimate can be interpreted as follows:

Options:

A.

The probability that the real value of the parameter is within this interval is 95%.

B.

The probability that the real value of the parameter is outside this interval is 95%.

C.

The probability that the estimated value of the parameter is within this interval is 95%.

D.

The probability that the estimated value of the parameter is outside this interval is 95%.

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Questions 23

Evaluate the derivative of exp(x2 + 2x + 1) at the point x = -1

Options:

A.

0.5

B.

0

C.

1

D.

2

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Questions 24

In a portfolio there are 7 bonds: 2 AAA Corporate bonds, 2 AAA Agency bonds, 1 AA Corporate and 2 AA Agency bonds. By an unexplained characteristic the probability of any specific AAA bond outperforming the others is twice the probability of any specific AA bond outperforming the others. What is the probability that an AA bond or a Corporate bond outperforms all of the others?

Options:

A.

5/7

B.

8/11

C.

6/11

D.

None of these

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Questions 25

The determinant of a matrix X is equal 2. Which of the following statements is true?

Options:

A.

det(2X) =

B.

det(2X) = 2 det(X)

C.

det(2X) = det(X)2

D.

det(2X) = 4 det(X)

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Questions 26

Let N(.) denote the cumulative distribution function of the standard normal probability distribution, and N ' its derivative. Which of the following is false?

Options:

A.

N(0) = 0.5

B.

N ' (0) ≥ 0

C.

N(x) → 0 as x → ∞

D.

N ' (x) → 0 as x → ∞

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Questions 27

In statistical hypothesis tests, ' Type I error ' refers to the situation in which…

Options:

A.

The null hypothesis is accepted when in fact it should have been rejected

B.

The null hypothesis is rejected when in fact it should have been accepted

C.

Both null hypothesis and alternative hypothesis are rejected

D.

Both null hypothesis and alternative hypothesis are accepted

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Questions 28

A simple linear regression is based on 100 data points. The total sum of squares is 1.5 and the correlation between the dependent and explanatory variables is 0.5. What is the explained sum of squares?

Options:

A.

0.75

B.

1.125

C.

0.3333

D.

0.375

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Questions 29

Stress testing portfolios requires changing the asset volatilities and correlations to extreme values. Which of the following would lead to a non positive definite covariance matrix?

Options:

A.

Changing the volatilities to be greater than 100%

B.

Changing all the correlations to be unity

C.

Changing all the correlations to be zero

D.

All of the above

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Questions 30

Let X be a random variable normally distributed with zero mean and let . Then the correlation between X and Y is:

Options:

A.

negative

B.

zero

C.

not defined

D.

positive

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Questions 31

Evaluate the derivative of ln(1+ x2) at the point x = 1

Options:

A.

0.5

B.

0

C.

1

D.

2

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Questions 32

A 2-step binomial tree is used to value an American put option with strike 104, given that the underlying price is currently 100. At each step the underlying price can move up by 20% or down by 20% and the risk-neutral probability of an up move is 0.55. There are no dividends paid on the underlying and the discretely compounded risk free interest rate over each time step is 2%. What is the value of the option in this model?

Options:

A.

11.82

B.

12.33

C.

12.49

D.

12.78

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Questions 33

Which of the following can induce a ' multicollinearity ' problem in a regression model?

Options:

A.

A large negative correlation between the dependent variable and one of the explanatory variables

B.

A high positive correlation between the dependent variable and one of the explanatory variables

C.

A high positive correlation between two explanatory variables

D.

The omission of a relevant explanatory variable

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Questions 34

Which statement regarding the matrix below is true?

Options:

A.

It is not positive definite

B.

It is positive semi-definite

C.

It is positive definite

D.

It is negative definite

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Questions 35

Two vectors are orthogonal when:

Options:

A.

one is a scalar multiple of the other

B.

their components are linearly dependent

C.

their determinant is zero

D.

their scalar product (sum product) is zero

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Questions 36

Let A be a square matrix and denote its determinant by x. Then the determinant of A transposed is:

Options:

A.

x -1

B.

x

C.

ln(x)

D.

-x

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Questions 37

In a binomial tree lattice, at each step the underlying price can move up by a factor of u = 1.1 or down by a factor of . The continuously compounded risk free interest rate over each time step is 1% and there are no dividends paid on the underlying. The risk neutral probability for an up move is:

Options:

A.

0.5290

B.

0.5292

C.

0.5286

D.

0.5288

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Questions 38

You invest $100 000 for 3 years at a continuously compounded rate of 3%. At the end of 3 years, you redeem the investment. Taxes of 22% are applied at the time of redemption. What is your approximate after-tax profit from the investment, rounded to $10?

Options:

A.

$9420

B.

$7350

C.

$7230

D.

$7100

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Questions 39

Which of the following is a false statement concerning the probability density function and the cumulative distribution function of a random variable?

Options:

A.

the PDF is non-negative.

B.

the definite integral of the CDF from minus infinity to plus infinity is undefined.

C.

the CDF approaches 1 as its argument approaches infinity.

D.

the definite integral of the PDF from minus infinity to plus infinity is zero.

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Exam Code: 8007
Exam Name: Exam II: Mathematical Foundations of Risk Measurement - 2015 Edition
Last Update: Apr 30, 2026
Questions: 132

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