World Data Ocean/human factors

human factors

human factors at World Data Ocean is a file of 4 stories. The newest of them: “Quantifying human factors in vessel loss-of-control risk models”, “Mapping the Human Factors Behind Maritime Accidents Through Systematic Review”, and “Icebreaker escorts on the Northern Sea Route: learning from the Baikal: Vladivostok failure”. A loss of control at sea is rarely the end of the story, it is the beginning of a race against time. Human error drives most maritime accidents, yet the underlying causal factors remain stubbornly difficult to map systematically. A Global Hub for Ocean Intelligence 4 World Data Ocean is a centralized digital platform where researchers, scientists, and ocean enthusiasts converge to… The list below is every human factors story on World Data Ocean, newest first.

Quantifying human factors in vessel loss-of-control risk models
Frontiers in Marine Science | New and Recent Articles

Quantifying human factors in vessel loss-of-control risk models

A loss of control at sea is rarely the end of the story, it is the beginning of a race against time. Traditional risk models treat vessel blackouts as technical failures, yet whether a ship drifts into disaster depends almost entirely on human and organizational response in the critical minutes that follow. This study quantifies that decisive window, revealing how initial response capacity, not the failure itself, determines the outcome.

Mapping the Human Factors Behind Maritime Accidents Through Systematic Review
Frontiers in Marine Science | New and Recent Articles

Mapping the Human Factors Behind Maritime Accidents Through Systematic Review

Human error drives most maritime accidents, yet the underlying causal factors remain stubbornly difficult to map systematically. A new systematic review of 65 eligible studies confirms that the Human Factors Analysis and Classification System has matured beyond simple accident classification into a genuinely integrated analytical tool. Researchers in China and Türkiye are leading this growth, combining HFACS with probabilistic and data-driven methods. For deeper context on how human factors shape risk models, see our related study *Quantifying human factors in vessel loss-of-control risk models*.

Icebreaker escorts on the Northern Sea Route: learning from the Baikal: Vladivostok failure
Frontiers in Marine Science | New and Recent Articles

Icebreaker escorts on the Northern Sea Route: learning from the Baikal: Vladivostok failure

A single catastrophic failure can sharpen safety systems across an entire ocean. The 2024 Baikal, Vladivostok accident in the Yenisey Gulf exposed layered failures in icebreaker escort operations on the Northern Sea Route. By applying the Swiss Cheese Model, the analysis reveals how weaknesses in planning, communication, and real-time ice data combined to breach multiple safety layers. The path forward demands risk-based escort protocols and governance that prioritises human factors. For deeper context, see our related study on how geopolitical shocks are reshaping shipping routes.

Calibration Error: Incident Highlights Importance of Safety Protocols at Sea
Marine Insight

Calibration Error: Incident Highlights Importance of Safety Protocols at Sea

A single misstep in rough seas turned routine maintenance into a serious incident, as an engineer lost balance and contacted a running A/C compressor belt. The injury underscores a plain truth: protocols exist to be followed, not admired. Safety at sea is not theoretical, and this event is a measured reminder that operational discipline is the difference between a close call and a casualty.