Category: The BYF Canvas
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Widening the Gaze: The Bigyellowfish Human Performance Index and the Science of Sustainable Performance
Performance, safety and wellbeing are not separate outcomes — they are one human system. Where burnout runs high, performance follows: a Burnout Index of 7.04 against an assessed HPI of 7.39.
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Burnout and its impact on Operational Risk
Burnout in safety-critical work is not everyday tirednes it is an occupational condition wired directly into operational risk. Drawing on 92,074 continuous observations of the frontline, this issue of The BYF Canvas measures how high burnout runs across a fleet — a Burnout Index of 7.18 out of 10 — where it concentrates, and why…
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The Human Reliability Gap
Issue 01 of The BYF Canvas looks at the human reliability gap through the lens of continuous platform observation. Across five years and 92,074 seafarers, the data tells a clear story: long contracts, short recovery windows, and early signals that show up long before incidents do.