Just culture
The principle that honest mistakes made inside a flawed system are learning opportunities rather than punishable offenses, while genuine recklessness or malice is a separate and rare matter. The line is drawn on what the person knew and faced at the time, not on how the result turned out, which is what makes blamelessness workable and guards against outcome bias.
Defined in 2 GAGE programs, which carry 3 distinct definitions of it. The wording above is taught in AI Governance: Applied Mastery.
How each discipline defines it
The same term does different work depending on who is using it. These are the definitions as each program teaches them, unedited.
Sidney Dekker's framework for evaluating a human contribution to a failure by asking whether the system made the correct action clear and achievable, rather than by asking only whether a person's action was, in hindsight, the wrong one; distinguishes genuine negligence from a person who followed a flawed procedure, an ambiguous interface, or incomplete information correctly. In practice, this evaluation happens under real pressure to reach a fast, liability-limiting conclusion, especially after a workplace injury; holding the just culture question honestly, rather than assigning blame quickly to close the matter, is itself part of the engineering judgment this topic builds.
The principle that honest mistakes made inside a flawed system are learning opportunities rather than punishable offenses, while genuine recklessness or malice is a separate and rare matter. The line is drawn on what the person knew and faced at the time, not on how the result turned out, which is what makes blamelessness workable and guards against outcome bias.
An investigation practice, used across aviation, healthcare, and increasingly industrial safety, that distinguishes honest human error (examined for its system-level causes, not punished) from reckless or willful violation (which carries individual accountability), because treating every error as blameworthy discourages the honest reporting that safety engineering depends on to find gaps before they cause harm.
Where it is taught
The exact lessons this term appears in. The first 7 topics of every program are free with a free account.
- The post-incident review: what you missed, written without blaming the tool · Shipping AI and Surviving the Incident, AI Governance: Applied Mastery
Terms it appears with
Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.