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Question 1

A hypothesis test is conducted with a null hypothesis that a population mean equals 100. The test yields a p-value of 0.03. At a 5% significance level, the appropriate conclusion is:

  • A) Fail to reject the null hypothesis, since 0.03 < 0.05
  • B) Reject the null hypothesis, since the p-value is less than the significance level
  • C) The test is inconclusive without the sample size
  • D) Accept the alternative hypothesis with certainty
Show answer & explanation

Correct answer: B) Reject the null hypothesis, since the p-value is less than the significance level

When the p-value is less than the chosen significance level, the null hypothesis is rejected, since the observed result would be unlikely under the null hypothesis.

Question 2

An investment has a 30% chance of returning 20% and a 70% chance of returning 5%. What is the expected return?

  • A) 8.5%
  • B) 9.5%
  • C) 10.5%
  • D) 12.5%
Show answer & explanation

Correct answer: B) 9.5%

Expected return = (0.30 x 20%) + (0.70 x 5%) = 6% + 3.5% = 9.5%.

Question 3

An investment offers to pay $10,000 in 5 years. If the discount rate is 6% annually, what is the approximate present value?

  • A) $6,650
  • B) $7,130
  • C) $7,470
  • D) $8,000
Show answer & explanation

Correct answer: C) $7,470

PV = FV / (1+r)^n = 10,000 / (1.06)^5 = 10,000 / 1.3382 = approximately $7,473, closest to $7,470.

Question 4

An investor deposits $2,000 at the end of each year for 4 years into an account earning 5% annually. What is the approximate future value at the end of year 4?

  • A) $8,000
  • B) $8,320
  • C) $8,620
  • D) $9,000
Show answer & explanation

Correct answer: C) $8,620

FV of an ordinary annuity = PMT x [((1+r)^n - 1)/r] = 2000 x [((1.05)^4 - 1)/0.05] = 2000 x [(1.2155-1)/0.05] = 2000 x 4.3101 = approximately $8,620.

Question 5

A data set has a mean of 50 and a standard deviation of 8. Using Chebyshev's inequality, at least what proportion of observations must lie within 2 standard deviations of the mean?

  • A) 50%
  • B) 68%
  • C) 75%
  • D) 95%
Show answer & explanation

Correct answer: C) 75%

Chebyshev's inequality states that at least 1 - 1/k^2 of observations lie within k standard deviations of the mean, for any distribution. With k=2: 1 - 1/4 = 0.75, or 75%.

Question 6

Which measure of central tendency is most appropriate for describing the typical compound rate of growth of an investment over multiple periods?

  • A) Arithmetic mean
  • B) Geometric mean
  • C) Median
  • D) Mode
Show answer & explanation

Correct answer: B) Geometric mean

The geometric mean correctly accounts for compounding across periods and is the appropriate measure for average growth rates over time, whereas the arithmetic mean overstates average compound growth when returns vary.

Question 7

A sample of five values is: 12, 18, 15, 21, 9. The arithmetic mean is closest to:

  • A) 18.0
  • B) 15.0
  • C) 16.5
  • D) 14.0
Show answer & explanation

Correct answer: B) 15.0

Mean = (12+18+15+21+9)/5 = 75/5 = 15.0.

Question 8

A researcher rejects a null hypothesis when it is actually true. This is an example of:

  • A) A confidence interval error
  • B) A sampling frame error
  • C) A Type I error
  • D) A Type II error
Show answer & explanation

Correct answer: C) A Type I error

A Type I error occurs when a true null hypothesis is incorrectly rejected. The probability of a Type I error is denoted by the significance level, alpha.

Question 9

A random variable is normally distributed with a mean of 100 and a standard deviation of 15. Approximately what percentage of observations fall between 85 and 115?

  • A) 95%
  • B) 50%
  • C) 99.7%
  • D) 68%
Show answer & explanation

Correct answer: D) 68%

Under the empirical rule for a normal distribution, approximately 68% of observations fall within one standard deviation of the mean (100 +/- 15 = 85 to 115).

Question 10

An investor needs $50,000 in 8 years and can earn 6% annually. The amount that must be invested today is closest to:

  • A) $31,371
  • B) $35,000
  • C) $34,000
  • D) $28,000
Show answer & explanation

Correct answer: A) $31,371

PV = FV / (1+r)^n = 50,000 / 1.06^8 = 50,000 / 1.5938 = $31,371.

Question 11

An investor deposits $15,000 today into an account earning 7% annually, compounded annually. The value of the account after 5 years is closest to:

  • A) $19,800
  • B) $21,038
  • C) $20,250
  • D) $22,500
Show answer & explanation

Correct answer: B) $21,038

FV = PV x (1+r)^n = 15,000 x 1.07^5 = 15,000 x 1.40255 = $21,038.

Question 12

Two events, A and B, are described as mutually exclusive. What does this imply about P(A and B)?

  • A) P(A and B) = 0, since the events cannot occur simultaneously.
  • B) P(A and B) = P(A) x P(B), always.
  • C) P(A and B) = 1, since one of them must occur.
  • D) P(A and B) cannot be determined from this information alone.
Show answer & explanation

Correct answer: A) P(A and B) = 0, since the events cannot occur simultaneously.

Mutually exclusive events cannot occur at the same time, so the probability of both occurring simultaneously is zero, by definition.

Question 13

A sample of six values is: 22, 28, 25, 31, 19, 24. The arithmetic mean is closest to:

  • A) 23.0
  • B) 27.5
  • C) 24.8
  • D) 26.0
Show answer & explanation

Correct answer: C) 24.8

Mean = (22+28+25+31+19+24)/6 = 149/6 = 24.8.

Question 14

The risk-free rate is 2.5%, the expected market return is 8%, and a stock has a beta of 1.4. Using CAPM, the stock's expected return is closest to:

  • A) 10.20%
  • B) 8.00%
  • C) 11.20%
  • D) 7.70%
Show answer & explanation

Correct answer: A) 10.20%

CAPM: E(R) = Rf + beta(Rm-Rf) = 0.025 + 1.4(0.08-0.025) = 0.025+0.077 = 10.20%.

Question 15

In hypothesis testing, the "p-value" represents:

  • A) A fixed value that is always equal to the significance level.
  • B) The probability of obtaining a test result at least as extreme as the one observed, assuming the null hypothesis is true.
  • C) The probability that the null hypothesis is true.
  • D) The probability that the alternative hypothesis is false.
Show answer & explanation

Correct answer: B) The probability of obtaining a test result at least as extreme as the one observed, assuming the null hypothesis is true.

The p-value is the probability of observing a test statistic at least as extreme as the one actually calculated, under the assumption that the null hypothesis is true; a p-value below the chosen significance level leads to rejecting the null hypothesis.

Question 16

An analyst wants to summarize the "typical" value in a data set that contains several extreme outliers. Which measure of central tendency is generally most appropriate in this situation?

  • A) The median, since it is less sensitive to extreme values than the mean.
  • B) The arithmetic mean, since it uses every data point.
  • C) The geometric mean, which cannot be used with negative values.
  • D) The range, which measures spread rather than central tendency.
Show answer & explanation

Correct answer: A) The median, since it is less sensitive to extreme values than the mean.

The median (the middle value when data is sorted) is more robust to extreme outliers than the arithmetic mean, since the mean is calculated using every value and can be significantly pulled by extremes, while the median depends only on the position of the middle value(s).

Question 17

An investor deposits $6,000 today into an account earning 5% annually. The value after 10 years is closest to:

  • A) $10,500
  • B) $9,773
  • C) $9,000
  • D) $8,000
Show answer & explanation

Correct answer: B) $9,773

FV = 6,000 x 1.05^10 = 6,000 x 1.62889 = $9,773.

Question 18

Which of the following best describes "covariance" between two variables?

  • A) A measure that is always between -1 and +1.
  • B) The average value of a single variable.
  • C) A measure exclusively used for categorical, non-numeric data.
  • D) A measure of how two variables move together, with the sign indicating the direction of the relationship.
Show answer & explanation

Correct answer: D) A measure of how two variables move together, with the sign indicating the direction of the relationship.

Covariance measures how two variables move together: a positive covariance indicates they tend to move in the same direction, negative indicates opposite directions. Unlike correlation, covariance is not bounded between -1 and +1 and its magnitude depends on the variables' units.

Question 19

A hypothesis test yields a p-value of 0.03. At a significance level of 5%, the analyst should:

  • A) Fail to reject the null hypothesis
  • B) Reject the null hypothesis
  • C) Increase the sample size before concluding
  • D) Accept the alternative hypothesis with certainty
Show answer & explanation

Correct answer: B) Reject the null hypothesis

When the p-value (0.03) is less than the significance level (0.05), the analyst rejects the null hypothesis. Note: rejecting H₀ does not prove H₁ with certainty.

Question 20

An investor deposits $10,000 today and $5,000 one year from now into an account earning 6% annually. The total value at the end of two years is closest to:

  • A) $16,536
  • B) $15,900
  • C) $17,236
  • D) $16,180
Show answer & explanation

Correct answer: A) $16,536

FV of $10,000 for 2 years: 10,000 x 1.06^2 = $11,236. FV of $5,000 for 1 year (deposited at t=1, valued at t=2): 5,000 x 1.06 = $5,300. Total = $11,236 + $5,300 = $16,536.

Question 21

A bond pays $80 annually and matures in 5 years with a face value of $1,000. If the required rate of return is 7%, its price is closest to:

  • A) $1,041
  • B) $959
  • C) $1,000
  • D) $918
Show answer & explanation

Correct answer: A) $1,041

PV = 80/1.07 + 80/1.07² + 80/1.07³ + 80/1.07⁴ + 1080/1.07⁵ ≈ 74.77 + 69.88 + 65.31 + 61.04 + 769.61 = $1,040.61 ≈ $1,041. Since coupon (8%) > required return (7%), the bond trades at a premium.

Question 22

The effective annual rate (EAR) corresponding to a stated annual rate of 12% compounded monthly is closest to:

  • A) 12.00%
  • B) 12.36%
  • C) 12.68%
  • D) 12.55%
Show answer & explanation

Correct answer: C) 12.68%

EAR = (1 + 0.12/12)^12 − 1 = (1.01)^12 − 1 = 1.12683 − 1 = 12.68%.

Question 23

A sample of 25 observations has a mean of 50 and a standard deviation of 10. The 95% confidence interval for the population mean is closest to:

  • A) 46.08 to 53.92
  • B) 45.00 to 55.00
  • C) 30.00 to 70.00
  • D) 47.20 to 52.80
Show answer & explanation

Correct answer: A) 46.08 to 53.92

SE = 10/√25 = 2. For 95% CI with n=25, use t-critical (~2.064 for 24 df) or z=1.96. Using z: 50 ± 1.96×2 = 50 ± 3.92 → [46.08, 53.92].

Question 24

An investment has the following annual returns: +20%, −10%, +15%, −5%. The geometric mean return is closest to:

  • A) 4.22%
  • B) 5.00%
  • C) 4.57%
  • D) 3.97%
Show answer & explanation

Correct answer: A) 4.22%

Geometric mean = (1.20 x 0.90 x 1.15 x 0.95)^(1/4) - 1 = (1.1799)^0.25 - 1 = 1.0422 - 1 = 4.22%.

Question 25

An investor wants to know the minimum number of standard deviations from the mean, applicable to any distribution regardless of shape, within which at least 75% of observations must lie. According to Chebyshev's inequality, this is closest to:

  • A) 2 standard deviations
  • B) 1 standard deviation
  • C) 1.5 standard deviations
  • D) 3 standard deviations
Show answer & explanation

Correct answer: A) 2 standard deviations

Chebyshev's inequality states that at least 1 - 1/k^2 of observations lie within k standard deviations of the mean, for any distribution. Setting 1 - 1/k^2 = 0.75 gives k^2 = 4, so k = 2: at least 75% of observations lie within 2 standard deviations of the mean.

Question 26

A distribution with positive skew (right-skewed) typically has which of the following relationships among its mean, median, and mode?

  • A) Median > Mean > Mode
  • B) Mean > Median > Mode
  • C) Mode > Median > Mean
  • D) Mean = Median = Mode
Show answer & explanation

Correct answer: B) Mean > Median > Mode

In a positively (right) skewed distribution, the long tail on the right pulls the mean upward more than the median, which in turn exceeds the mode: Mean > Median > Mode.

Question 27

A sample of five annual returns (%) is: 8, 12, 10, 14, 6. The sample standard deviation is closest to:

  • A) 4.00%
  • B) 2.53%
  • C) 3.16%
  • D) 2.83%
Show answer & explanation

Correct answer: C) 3.16%

Mean = (8+12+10+14+6)/5 = 10%. Sum of squared deviations = 40. Sample variance = that sum / (n-1) = 40/4 = 10. Sample standard deviation = sqrt(10) = 3.16%.

Question 28

An investment returns 20% in Year 1, -10% in Year 2, and 15% in Year 3. The geometric mean annual return is closest to:

  • A) 8.33%
  • B) 10.50%
  • C) 7.20%
  • D) 7.49%
Show answer & explanation

Correct answer: D) 7.49%

Geometric mean = [(1.20)(0.90)(1.15)]^(1/3) - 1 = [1.2420]^(1/3) - 1 = 7.49%. The arithmetic mean (8.33%) overstates the true compound growth rate.

Question 29

A stated annual interest rate of 8%, compounded quarterly, is closest to which effective annual rate?

  • A) 8.24%
  • B) 8.00%
  • C) 8.16%
  • D) 8.50%
Show answer & explanation

Correct answer: A) 8.24%

EAR = (1 + 0.08/4)^4 - 1 = (1.02)^4 - 1 = 1.0824 - 1 = 8.24%.

Question 30

An investor deposits $8,000 today and $4,000 one year from now into an account earning 5% annually. The total value at the end of three years is closest to:

  • A) $12,271
  • B) $13,671
  • C) $12,871
  • D) $14,271
Show answer & explanation

Correct answer: B) $13,671

FV of $8,000 for 3 years: 8,000 x 1.05^3 = $9,261. FV of $4,000 deposited at t=1, held for 2 years (to reach t=3): 4,000 x 1.05^2 = $4,410. Total = $13,671.

Question 31

An investor deposits $22,000 today into an account earning 6.5% annually, compounded annually. The value of the account after 6 years is closest to:

  • A) $29,500
  • B) $34,750
  • C) $27,830
  • D) $32,101
Show answer & explanation

Correct answer: D) $32,101

FV = PV x (1+r)^n = 22,000 x 1.065^6 = 22,000 x 1.45914 = approximately $32,101.

Question 32

A project requires an initial investment of $2,500 and returns $1,000 at the end of each of the next 3 years. The project's internal rate of return (IRR) is closest to:

  • A) 9.7%
  • B) 14.0%
  • C) 6.5%
  • D) 18.0%
Show answer & explanation

Correct answer: A) 9.7%

The IRR is the discount rate that sets NPV to zero. Testing r=9.7%: 1,000/1.097 + 1,000/1.097^2 + 1,000/1.097^3 = 911.6+831.0+757.6 = approximately $2,500, confirming the IRR is approximately 9.7%.

Question 33

A project requires an initial investment of $5,000 and is expected to generate $1,800 at the end of each of the next 4 years. Using a discount rate of 7%, the project's NPV is closest to:

  • A) $2,200
  • B) $450
  • C) $700
  • D) $1,097
Show answer & explanation

Correct answer: D) $1,097

NPV = -5,000 + 1,800/1.07 + 1,800/1.07^2 + 1,800/1.07^3 + 1,800/1.07^4 = -5,000 + 1,682.24+1,572.19+1,469.34+1,373.21 = -5,000+6,096.98 = approximately $1,097.

Question 34

A stated annual rate of 12%, compounded monthly, corresponds to an effective annual rate closest to:

  • A) 12.00%
  • B) 12.36%
  • C) 12.68%
  • D) 13.00%
Show answer & explanation

Correct answer: C) 12.68%

EAR = (1 + 0.12/12)^12 - 1 = (1.01)^12 - 1 = 1.12683 - 1 = approximately 12.68%.

Question 35

An investor deposits $4,000 at the end of each year for 8 years into an account earning 6% annually. The value of the account immediately after the final deposit is closest to:

  • A) $32,000
  • B) $39,590
  • C) $42,800
  • D) $36,200
Show answer & explanation

Correct answer: B) $39,590

FV of an ordinary annuity = PMT x [((1+r)^n - 1)/r] = 4,000 x [(1.06^8 - 1)/0.06] = 4,000 x 9.8975 = approximately $39,590.

Question 36

An investor needs $60,000 in 7 years and can earn 5.5% annually on invested funds. The amount that must be invested today is closest to:

  • A) $41,246
  • B) $45,000
  • C) $38,500
  • D) $50,000
Show answer & explanation

Correct answer: A) $41,246

PV = FV / (1+r)^n = 60,000 / 1.055^7 = 60,000 / 1.45468 = approximately $41,246.

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