The law of large numbers means that workers comp risk must be spread over a large amount of payroll or more than a few employers in a self-insured group or captive. Many captives, self-insured groups, or associations have failed as the workers’ compensation claim risk could not be spread among a small group. The law of large numbers can easily doom a small employer group, captive, or self-insured group.