The same glitch looks different depending on the terrain. Finance, medicine, a
relationship, a team — same mechanism, different costume.
Finance & investing
Investors tend to blame others who suffer losses on poor judgment or greed while attributing their own similar losses to unforeseeable market conditions, with the disparity in blame increasing as the losing investor seems less demographically similar to the observer.
Medicine & diagnosis
Healthcare providers may unconsciously attribute a patient's illness to lifestyle choices (diet, exercise, substance use) more readily when the patient is demographically dissimilar to them, while showing greater empathy and citing environmental or genetic factors for patients who resemble them in background.
Education & grading
Teachers may attribute a student's academic failure to laziness or lack of talent when the student's background differs from their own, while offering more situational explanations — such as family difficulties or learning disabilities — for students whose circumstances mirror their own past.
Relationships
When a friend's relationship ends badly, people often attribute blame to the friend's choices or character flaws to preserve their own sense of security. But when someone in a very similar relationship situation experiences the same outcome, the blame shifts to the partner or to circumstances.
Tech & product
When reviewing post-mortems for system outages, engineering teams tend to assign more personal blame to operators or developers they perceive as less experienced or from different teams, while interpreting failures by similar or in-group engineers as systemic or tooling issues.
Workplace & hiring
In performance reviews, managers tend to attribute poor results of dissimilar employees to effort and ability, while attributing similar poor outcomes for employees who share their background or career trajectory to external obstacles like insufficient resources or unreasonable deadlines.
Politics Media
When communities are struck by natural disasters, observers who are demographically distant tend to blame victims for not evacuating or preparing, while communities similar to their own receive more sympathetic coverage emphasizing the unpredictability of the disaster and systemic failures in response.