There are a [bunch of possibilities](https://en.wikipedia.org/wiki/List_of_LED_failure_modes). The failures could be related to the packaging, to the LED semiconductor chip itself, or the conditions under which it was used. To know the exact answer for a particular LED, of course, would require failure analysis of that unit.
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