1.1 Risk, Peril, Hazard, and the Law of Large Numbers

Key Takeaways

  • Only pure risk (loss or no loss) is insurable; speculative risk includes a chance of gain and is not.
  • A peril is the cause of loss; a hazard increases the likelihood or severity of loss.
  • The three hazard types are physical, moral (intent/dishonesty), and morale (carelessness).
  • The law of large numbers makes losses predictable as the pool of similar insureds grows.
  • Insurers control adverse selection through underwriting, exclusions, and waiting periods.
Last updated: June 2026

Risk: The Foundation of Insurance

Insurance exists to manage risk, which is defined as uncertainty regarding financial loss. The entire industry, every premium calculation, and most exam questions trace back to this single idea. The state exam will test whether you can distinguish the two fundamental categories of risk.

Pure Risk vs. Speculative Risk

  • Pure risk involves only two possible outcomes: loss or no loss. There is no chance of gain. Dying prematurely, becoming disabled, or incurring a hospital bill are pure risks. Only pure risk is insurable.
  • Speculative risk involves three outcomes: loss, no change, or gain. Gambling, investing in stocks, and starting a business are speculative. Insurers will not cover speculative risk because the chance of gain attracts people who want to profit rather than protect.

Peril vs. Hazard

Students constantly confuse these two terms, and the exam exploits that confusion.

  • A peril is the immediate cause of a loss — the thing that actually produces the damage. Heart attack, cancer, a car accident, and fire are perils.
  • A hazard is a condition that increases the likelihood or severity of a loss. A hazard does not cause the loss itself; it makes the peril more likely or more damaging.

There are three classic types of hazard tested on the exam:

Hazard TypeDefinitionExample
PhysicalA tangible condition of the body, property, or environmentPre-existing heart disease; oily rags near a furnace
MoralDishonesty or a tendency to cause a loss for gainFaking a disability claim; arson for insurance money
MoraleCarelessness or indifference to loss because one is insuredLeaving a car unlocked; reckless behavior

Trap: Moral hazard involves intent to defraud; morale hazard involves mere carelessness. Examiners deliberately pair these as answer choices.

The Law of Large Numbers

Insurers cannot predict whether you specifically will file a claim, but they can predict with striking accuracy how many people out of a large group will. The law of large numbers states that the larger the number of similar exposure units (insureds), the more closely actual loss experience will match the predicted (expected) loss experience.

This is why insurers need many policyholders. With 10 insureds, results are unpredictable; with 1,000,000 insureds, an actuary can forecast deaths or claims within a narrow margin. Premiums are built on this predictability.

Elements of an Insurable Risk

Not every pure risk is insurable. To be insurable, a risk must generally satisfy these conditions:

  1. Loss must be due to chance — accidental and outside the insured's control.
  2. Loss must be definite and measurable — determinable as to time, place, cause, and amount.
  3. Loss must be predictable — the insurer can estimate future losses (law of large numbers).
  4. Loss must not be catastrophic — a single event should not bankrupt the insurer (war and nuclear events are typically excluded).
  5. The premium must be affordable — economically feasible relative to the coverage.
  6. A large number of homogeneous exposure units must exist — similar units to spread the risk.

Memory aid (CANHAM): Chance, Affordable, Non-catastrophic, Homogeneous, And Measurable. Catastrophe avoidance is why floods, war, and pandemics are commonly excluded or specially underwritten.

Methods of Handling Risk

Insurance is only one of several ways individuals and businesses respond to risk. The exam frequently asks you to identify which method is being described. Memorize the five techniques, often abbreviated STARR:

MethodDescriptionExample
SharingSpreading risk across a group so each bears a portionA partnership; a reciprocal exchange
TransferShifting the financial burden to another partyBuying an insurance policy
AvoidanceEliminating exposure entirelyChoosing never to skydive
RetentionAccepting the risk and paying losses yourselfA deductible; self-insuring small losses
ReductionLowering frequency or severity of lossInstalling smoke detectors; wellness programs

Insurance is the purest form of risk transfer. A deductible or self-insured retention is a form of retention. Note that avoidance removes the chance of any gain too, so it is rarely practical for business risks. The exam may describe a person installing a sprinkler system (reduction) versus one keeping a $5,000 emergency fund instead of buying coverage (retention).

Loss Exposure, Frequency, and Severity

Underwriters and actuaries analyze each risk along two dimensions:

  • Loss frequency — how often a loss is expected to occur.
  • Loss severity — how large (costly) each loss is expected to be.

A risk that is high frequency but low severity (minor dental visits) is best handled through budgeting or retention. A risk that is low frequency but high severity (premature death, a catastrophic hospital stay) is the classic candidate for insurance, because the rare-but-ruinous loss is exactly what risk transfer protects against. This frequency/severity grid explains why insurers cover catastrophic medical bills but exclude or limit routine, predictable costs.

Adverse Selection

Adverse selection is the tendency of higher-than-average risks to seek or continue insurance at standard rates. A person diagnosed with a terminal illness has a powerful incentive to buy a large life policy. Insurers combat adverse selection through underwriting (risk selection), exclusions, waiting/elimination periods, and rate classification. If insurers fail to control adverse selection, claims exceed premiums and the pool becomes financially unsound.

Test Your Knowledge

An insured leaves the keys in an unlocked car because "insurance will cover it if it's stolen." This attitude is an example of which type of hazard?

A
B
C
D
Test Your Knowledge

Which characteristic explains why an insurer can accurately predict the number of claims it will pay across one million policyholders?

A
B
C
D