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  • Exam Name: Exam II: Mathematical Foundations of Risk Measurement - 2015 Edition
  • Last Update: Oct 19, 2025
  • Questions and Answers: 132
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8007 Practice Exam Questions with Answers Exam II: Mathematical Foundations of Risk Measurement - 2015 Edition Certification

Question # 6

Concerning a standard normal distribution and a Student's t distribution (with more than four degrees of freedom), which of the following is true?

A.

The distributions have the same kurtosis.

B.

The normal distribution has higher kurtosis than the t distribution.

C.

The normal distribution has lower kurtosis than the t distribution.

D.

Which has the higher kurtosis depends on the degrees of freedom of the t distribution.

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Question # 7

What is a Hessian?

A.

Correlation matrix of market indices

B.

The vector of partial derivatives of a contingent claim

C.

A matrix of second derivatives of a function

D.

The point at which a minimum of a multidimensional function is achieved

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Question # 8

The correlation between two asset returns is 1. What is the smallest eigenvalue of their correlation matrix?

A.

1

B.

0.5

C.

0

D.

None of the above

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Question # 9

Kurtosis(X) is defined as the fourth centred moment of X, divided by the square of the variance of X. Assuming X is a normally distributed variable, what is Kurtosis(X)?

A.

0

B.

3

C.

2

D.

1

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Question # 10

A linear regression gives the following output:

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

What is the value of the test statistic for the hypothesis that the coefficient of is less than 1?

A.

0.32

B.

0.64

C.

0.96

D.

1.92

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Question # 11

You are to perform a simple linear regression using the dependent variable Y and the independent variable X (Y = a + bX). Suppose that cov(X,Y)=10, var(X)= 5, and that the mean of X is 1 and the mean of Y is 2. What are the values for the regression parameters a and b?

A.

b=0.5, a=2.5

B.

b=0.5, a=1.5

C.

b=2, a=4

D.

b=2, a=0

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Question # 12

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

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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Question # 13

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.

A.

5.19

B.

5.66

C.

6.31

D.

4.18

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Question # 14

Which of the following statements about skewness of an empirical probability distribution are correct?

1. When sampling returns from a time series of asset prices, discretely compounded returns exhibit higher skewness than continuously compounded returns

2. When the mean is significantly less than the median, this is an indication of negative skewness

3. Skewness is a sign of asymmetry in the dispersion of the data

A.

All three statements are correct

B.

Statements 1 and 2 are correct

C.

Statements 1 and 3 are correct

D.

Statements 2 and 3 are correct

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Question # 15

The correlation between two asset returns is 0.5. What is the largest eigenvalue of their correlation matrix?

A.

0.5

B.

1

C.

1.5

D.

None of the above

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Question # 16

An underlying asset price is at 100, its annual volatility is 25% and the risk free interest rate is 5%. A European call option has a strike of 85 and a maturity of 40 days. Its Black-Scholes price is 15.52. The options sensitivities are: delta = 0.98; gamma = 0.006 and vega = 1.55. What is the delta-gamma-vega approximation to the new option price when the underlying asset price changes to 105 and the volatility changes to 28%?

A.

17.33

B.

18.75

C.

19.23

D.

20.54

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Question # 17

Assume that 40% of all financial organizations investigated by authorities turn out to be fraudulent.

What is the probability of randomly investigating 2 different organizations and finding that neither is fraudulent; and what is the probability of finding exactly one being fraudulent?

A.

2/5 and 1/2

B.

2/5 and 3/5

C.

1/3 and 8/17

D.

9/25 and 12/25

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Question # 18

A 2-year bond has a yield of 5% and an annual coupon of 5%. What is the Macaulay Duration of the bond?

A.

2

B.

1.95

C.

1.86

D.

1.75

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Question # 19

Let a, b and c be real numbers. Which of the following statements is true?

A.

The commutativity of multiplication is defined by

B.

The existence of negatives is defined by

C.

The distributivity of multiplication is defined by

D.

The associativity of multiplication is defined by

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Question # 20

When the errors in a linear regression show signs of positive autocorrelation, which of the statements below is true?

A.

The regression coefficient will be too high and the standard error of the regression coefficient will be understated

B.

The regression coefficient will be too low and the standard error of the regression coefficient will be overstated

C.

The regression coefficient will be unbiased, but the standard error of the regression coefficient will be understated

D.

The regression coefficient will be unbiased, but the standard error of the regression coefficient will be overstated

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Question # 21

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

A.

90 degrees

B.

180 degrees

C.

57 degrees

D.

45 degrees

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Question # 22

You are investigating the relationship between weather and stock market performance. To do this, you pick 100 stock market locations all over the world. For each location, you collect yesterday's mean temperature and humidity and yesterday's local index return. Performing a regression analysis on this data is an example of…

A.

Simple time-series regression

B.

Multiple time-series regression

C.

Simple cross-section regression

D.

Multiple cross-section regression

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Question # 23

The fundamental theorem of analysis establishes a relation between

A.

First and second derivative of a function

B.

The derivative of a function and the slope of its graph

C.

Integration and differentiation of functions

D.

The derivative of a function and the derivative of its inverse function

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Question # 24

Which of the following is not a direct cause of autocorrelation or heteroskedasticity in the residuals of a regression model?

A.

A structural break in the dependent variable

B.

A high positive correlation between two explanatory variables

C.

The omission of a relevant explanatory variable

D.

Using an inappropriate functional form in the model

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Question # 25

Identify the type and common element (that is, common ratio or common difference) of the following sequence: 6, 12, 24

A.

arithmetic sequence, common difference 2

B.

arithmetic sequence, common ratio 2

C.

geometric sequence, common ratio 2

D.

geometric sequence, common ratio 3

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Question # 26

What is the maximum value for f(x)= 8-(x+3)(x-3)?

A.

8

B.

-1

C.

17

D.

None of these

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Question # 27

Calculate the determinant of the following matrix:

A.

4.25

B.

-4.25

C.

4

D.

2

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Question # 28

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

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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Question # 29

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

A.

0.5

B.

0

C.

1

D.

2

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Question # 30

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:

A.

0.5290

B.

0.5292

C.

0.5286

D.

0.5288

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Question # 31

The sum of the infinite series 1+1/2+1/3+1/4+1/5+.... equals:

A.

12

B.

Infinity

C.

128

D.

20

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Question # 32

Newton-Raphson iteration is used to find a solution of x5 - x3 + x = 1. If xn = 2, what is xn+1?

A.

2.362

B.

1.623

C.

1.638

D.

0.377

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Question # 33

A 2-year bond has a yield of 5% and an annual coupon of 5%. What is the Modified Duration of the bond?

A.

2

B.

1.95

C.

1.86

D.

1.75

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Question # 34

If a random variable X has a normal distribution with mean zero and variance 4, approximately what proportion of realizations of X should lie between -4 and +4?

A.

66.60%

B.

90%

C.

95%

D.

99%

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Question # 35

Consider the linear regression model for the returns of stock A and the returns of stock B. Stock A is 50% more volatile than stock B. Which of the following statements is TRUE?

A.

The stocks must be positively correlated ( )

B.

Beta must be positive ( )

C.

Beta must be greater in absolute value than the correlation of the stocks ( )

D.

Alpha must be positive ( )

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Question # 36

Simple linear regression involves one dependent variable, one independent variable and one error variable. In contrast, multiple linear regression uses…

A.

One dependent variable, many independent variables, one error variable

B.

Many dependent variables, one independent variable, one error variable

C.

One dependent variable, one independent variable, many error variables

D.

Many dependent variables, many independent variables, many error variables

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Question # 37

For each of the following functions, indicate whether its graph is concave or convex:

Y = 7x2 + 3x + 9

Y = 6 ln(3x)

Y = exp(-4x)

A.

concave, concave, concave

B.

concave, convex, convex

C.

convex, concave, concave

D.

convex, convex, concave

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Question # 38

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?

A.

11.82

B.

12.33

C.

12.49

D.

12.78

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Question # 39

A quadratic form is

A.

defined as a positive definite Hessian matrix.

B.

an algebraic expression in two variables, x and y, involving , and terms.

C.

a specific solution of the Black-Scholes pricing formula

D.

an algebraic expression in two variables, x and y, involving , , and terms.

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