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General InsuranceVerified · outline & fact-checked · Sep 2026Difficulty 2/5

For the law of large numbers to produce reliable premium predictions, the losses in the insured group must be:

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Answer & full 3-part explanation (select an option above, or peek)

Why A is correct

The law of large numbers assumes that losses occur randomly and are fortuitous — accidental and beyond the insured's control. If losses are deliberately caused, the pattern is distorted: intentional losses are correlated with the insureds' behavior and are not governed by the chance distribution the tables assume. This is one reason insurers exclude intentional, self-inflicted losses and underwrite to screen out fraud. Randomness is what lets actual losses converge on expected losses as the pool grows.

Why the other options are wrong

  • B) The law requires similarity of risk characteristics, not identical loss amounts; loss severity varies from one claim to the next.
  • C) If every insured were certain to incur a loss, there would be no risk to pool and no insurance; losses must be uncertain.
  • D) Geographic concentration actually threatens predictability by creating correlated, catastrophic exposures; the law favors diversification.

Memory hook

Random losses, reliable math. When losses get staged, the tables stop working.

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