Answers Practice Questions with Solutions | Newest
2026-2027 | Already Graded A+
Question 1: A risk manager is evaluating a loss exposure that has a low frequency
but extremely high severity potential. Which risk financing technique is most
appropriate for this exposure?
A) Retention with a large deductible
B) Transfer via insurance with high limits
C) Avoidance
D) Loss prevention only
Rationale: Low frequency/high severity losses are best transferred to insurance
because the cost of retention would be unpredictable and potentially catastrophic.
Question 2: Which of the following is a key limitation of using historical loss data
to predict future losses?
A) Historical data is always accurate
B) Changes in operations, exposure, or risk controls may render past data
irrelevant
C) Insurance companies do not use historical data
D) Loss data cannot be organized by size
Rationale: Historical data may not reflect current conditions. Trends, new
technologies, or regulatory changes can alter loss patterns.
Question 3: A company has a fleet of 100 delivery trucks. Over 5 years, they had
15 accidents. What is the approximate annual frequency of accidents per truck?
A) 0.03
B) 0.03 (15 accidents / 100 trucks / 5 years = 0.03)
C) 0.15
D) 0.30
,*Rationale: Frequency per truck per year = total accidents ÷ (number of trucks ×
years) = 15 ÷ (100×5) = 0.03.*
Question 4: The standard deviation of a loss distribution measures:
A) The average loss size
B) The dispersion or variability of losses around the mean
C) The most likely loss amount
D) The total loss dollars
Rationale: Standard deviation quantifies volatility. A higher standard deviation
indicates greater risk.
Question 5: Which of the following statements about the coefficient of variation
(CV) is correct?
A) CV is the mean divided by the standard deviation
B) CV allows comparison of risk across distributions with different means
C) CV is only used for normal distributions
D) CV cannot be applied to loss severity distributions
Rationale: CV = σ/μ. It standardizes risk measurement, useful when comparing
loss exposures of different sizes.
Question 6: A risk management professional is analyzing a loss distribution that is
positively skewed. This means:
A) The mean is less than the median
B) The tail on the right side is longer, indicating a few very large losses
C) Losses are symmetrically distributed
D) Most losses are extremely severe
Rationale: Positive skew means there are a few high-severity losses pulling the
mean to the right of the median.
Question 7: Which of the following is a pre-loss objective of risk management?
A) Maximizing insurance premiums
B) Economy of operations (minimizing cost of risk)
,C) Returning to operations after a loss
D) Increasing hazard risks
Rationale: Pre-loss objectives include economy, legal compliance, and social
responsibility. Post-loss objectives include survival and continuity.
Question 8: The concept of “risk appetite” refers to:
A) The amount of insurance a company buys
B) The amount and type of risk an organization is willing to accept in pursuit
of value
C) The legal limit on risk retention
D) The risk manager’s personal tolerance
Rationale: Risk appetite is a strategic statement of willingness to bear risk, guiding
risk-taking decisions.
Question 9: Which one of the following statements regarding probability is
correct?
A) The probability of an event that is absolutely certain is 0
B) Risk management professionals use theoretical probabilities because they are
generally available for and applicable to claim analysis
C) Probabilities associated with events such as coin tosses can be developed
from theoretical considerations and are unchanging
D) The accuracy of theoretical probabilities depends on the size and representative
nature of the samples being studied
Rationale: Theoretical (a priori) probabilities are based on physical symmetry
(e.g., coin toss) and do not change. Empirical probabilities depend on sample data.
Question 10: Which one of the following refers to dollar values today and
involves inflating historical values to reflect the effect of inflation?
A) Current dollars
B) Nominal dollars
C) Constant dollars
D) Actual dollars
, Rationale: Current dollars (also called nominal dollars) are dollars of the present
period, not adjusted for inflation. Constant dollars are adjusted.
Question 11: Which one of the following is correct with respect to compliance
reviews?
A) Compliance reviews determine an organization's compliance with best practices
of its industry
B) The benefit of compliance reviews is that they can help an organization
minimize or avoid liability loss exposures
C) Compliance reviews are an inexpensive and easy way to identify loss exposures
D) Compliance reviews may be completed at regular intervals, with little or no
ongoing monitoring
Rationale: Compliance reviews identify gaps relative to laws/regulations, helping
avoid fines and liability. They are not necessarily inexpensive and require follow-
up.
Question 12: When developing loss severity distributions, insurance and risk
management professionals should organize loss data by:
A) Date of loss
B) Location of loss
C) Size of loss
D) Time of loss
Rationale: Loss severity distributions require grouping losses by dollar amount
(size) to analyze the magnitude of losses.
Question 13: If 95.44 percent of all outcomes are within two standard deviations
above and below the mean and 2.15 percent of all outcomes are between two and
three standard deviations above and 2.15 percent of all outcomes are between two
and three standard deviations below the mean, the percentage of all outcomes that
lie outside three standard deviations above or below the mean is:
A) .13
B) .26