To extract a full account of the incident, remove blame and punishment on an organizational level from your retrospectives. You get there easier by reducing the fear and biases that creep in during the investigation of failures, and by choosing reconciliation and immunity over retribution.
Often, the conditions that lead to the negative outcome would still be there even if you removed the guilty individuals. And if the guilty are fired, you lose those who are better placed to help you learn from the incident.
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