Research Programme

Marine Alert Fatigue Study

21 instruments and 3 in-depth surveys measuring how alert fatigue affects decision-making aboard sailing vessels. Contribute your data in 90 seconds.

Read the paper: DOI 10.20944/preprints202603.1014.v1

21
Instruments
14
Cognitive Measures
7
Safety Assessments
3
Surveys
5
Languages

About This Research

This page documents the methodology behind each instrument in the Marine Alert Fatigue Study.

What We Study

Alert fatigue occurs when frequent, indistinguishable alarms cause sailors to respond more slowly, less accurately, or not at all. Our instruments measure this effect across six dimensions: discrimination, attention, reaction time, working memory, triage, and habituation.

How It Works

  • Each instrument takes 60–180 seconds
  • No email required to take part
  • Results compared to all participants
  • Available in EN, ES, FR, DE, IT
  • Quiz responses are anonymous

Tier 1: Alert Fatigue Research

14 instruments that directly measure cognitive performance under conditions that simulate alert fatigue. These generate data for peer-reviewed publication. Participants see a "DATA RECORDING" indicator during play.

Tier 2: Sailing Safety Assessment

7 instruments that measure applied sailing knowledge — navigation lights, radar interpretation, COLREGs, AIS, and anchor alarm awareness. Valuable for safety education and engagement.

Take Part
Each instrument takes 60–180 seconds. Surveys take ~5 minutes.
For Everyone Who Goes to Sea

Young sailors tend to have faster reflexes. Experienced sailors know the answers. Find out where you stand — then challenge your crew, your family, your whole boat.

All ages welcome. Every result contributes to real research on safety at sea.

Tier 1 — Alert Fatigue Research
🌙
Night Watch ChallengeIdentify what you see on watch
▶ Play
🚨
Alert OverloadTriage cascading alerts under pressure
▶ Play
How Fast Can You React?Rank emergency actions by priority
▶ Play
Plan the Watch8 passage scenarios. Can you plan a safe watch rotation?
▶ Play
🌙
What Woke You Up?6 night alarms. Read the clues.
▶ Play
⚓️
Who Gives Way?COLREGS encounters. Give way or stand on?
▶ Play
🚨
The Cry Wolf Test55 alarms. How many will you still trust?
▶ Play
⏱️
Bridge Watch Reaction TimeAlarm fires on watch. How fast can you react?
▶ Play
🔊
The Oddball Test75 beeps. Can you hear the one that’s different?
▶ Play
🚨
Triage DegradationCan you keep up as alerts accelerate?
▶ Play
🔇
The Alarm Filter60 alarms. Can you still tell critical from routine?
▶ Play
🎯
Which Alarm, Which Action?5 alarms, 5 responses. Can you match them under pressure?
▶ Play
👁
The Peripheral WatchMonitor instruments AND spot vessel lights. Dual-task challenge.
▶ Play
📡
Vessel TrackerRadar goes dark. Can you remember what was where?
▶ Play
🔔
Alarm Sound Challenge 🐟Can you tell 5 MFD alarms apart? (Think carefully...)
▶ Play
Tier 2 — Sailing Safety Assessments
Anchor Watch Investigation7 risks hiding in your anchorage
▶ Play
🗺️
Chartplotter Symbols5 symbols every skipper should know
▶ Play
🟢
Navigation LightsIdentify vessels by their lights
▶ Play
📡
AIS Danger AssessmentRead AIS data and spot the danger
▶ Play
🎯
Radar InterpretationAIS is down. Read raw radar returns
▶ Play
🆘
MOB EmergencyEvery second = 3 metres of drift
▶ Play
Surveys — In-Depth Self-Assessment
Anchor Anxiety SurveyHow well do you really sleep at anchor? 21 questions, personalised profile.
▶ Survey
COLREGs Knowledge Survey13 scored questions. Confidence vs actual knowledge revealed.
▶ Survey
🌙
Passage Fatigue SurveyHow well do you manage fatigue on passage? Personalised profile.
▶ Survey

21 Instruments + 3 Surveys

Q21
The Red Herring 🐟
Alarm Sound Challenge — Can you tell them apart? (Spoiler: no.)
▶ Participate

🐟 This quiz is a deliberate red herring. All 5 alarm sounds are identical — because that is exactly what most MFDs do. Depth, AIS, wind, autopilot, off-course: same beep. The quiz is designed to let you experience the problem first-hand.

Why it matters: You cannot prioritise what you cannot distinguish. If every alarm sounds the same, the only way to know what triggered is to get up, walk to the screen, and read it. At 3 AM that delay can be the difference between a course correction and a collision.

What you will experience: You will hear 5 alarms and try to identify each one. You will almost certainly fail — not because of your ears, but because the sounds are genuinely indistinguishable. That is the point.

Format
Audio multiple choice
Items
5 alarm sounds
Scoring
Correct identifications out of 5
Duration
~90 seconds
Tier 1

Alert Fatigue Research Instruments

Q3
Fatigue-Impaired Change Detection
Night Watch Challenge
▶ Participate

What it measures: A sailor's ability to detect visual changes on the horizon after a simulated night-vision disruption. The participant views a night scene, a white flash simulates a glare event, and they must identify what changed.

Why it matters: At night, a single glance at a bright screen resets dark-adapted vision, requiring up to 20–30 minutes to recover full sensitivity. This instrument measures how well sailors detect changes (new vessel, altered course, missing light) after such disruption.

Format
Visual change detection
Items
6 scenes (drawn from pool of 10)
Scoring
Correct detections out of 6
Duration
~90 seconds
Q4
Alert Triage Under Pressure
Alert Overload
▶ Participate

What it measures: The ability to prioritise cascading alerts when multiple alarms fire simultaneously. Alerts appear with colour-coded severity and countdown timers. The participant must tap the highest-priority alert before time expires.

Why it matters: In a real alarm cascade, the critical alert is buried among routine ones. This instrument measures how accurately and quickly sailors can identify what matters most when everything is demanding attention at once.

Format
Real-time triage arcade
Items
Up to 10 rounds (survival-based)
Scoring
Rounds survived + cumulative score
Duration
~90 seconds
Q6
Emergency Escalation Ranking
How Fast Can It Go Wrong?
▶ Participate

What it measures: Whether sailors understand how quickly different maritime scenarios escalate from routine to critical. Participants rank 12 scenarios (drawn from a pool of 15) across 4 rounds by the speed at which they become dangerous.

Why it matters: Incorrect mental models of escalation speed lead to delayed responses. A dragging anchor in a crowded anchorage escalates faster than most sailors assume. This instrument reveals those gaps.

Format
Drag-to-rank with countdown
Items
12 scenarios per play (from pool of 15) across 4 rounds
Scoring
Ranking accuracy per round
Duration
~120 seconds
Q11
Watch Rotation Knowledge
Plan the Watch
▶ Participate

What it measures: A sailor's ability to design safe watch rotation schedules based on crew size, weather conditions, fatigue factors, and passage type. Eight passage scenarios test understanding of circadian rhythm impact, seasickness management, novice crew integration, and recognition of fatigue blindness.

Why it matters: Poor watch rotation is a leading contributor to fatigue-related incidents at sea. Two-person crews on overnight passages, odd-numbered crew rotations, and the notorious "death watch" (0200–0600, spanning the circadian nadir) each demand different scheduling strategies that many skippers have never formally considered.

Format
Scenario-based multiple choice
Items
8 passage scenarios
Scoring
Correct rotation choices out of 8
Duration
~120 seconds
Q12
Night Alarm Diagnostic Reasoning
What Woke You Up?
▶ Participate

What it measures: A sailor's ability to deduce which alarm woke them based on instrument readings and environmental clues. Each scenario presents a 3 AM cabin scene with visible instruments, and the participant must identify the alarm source.

Why it matters: When woken at 3 AM by an unidentified alarm, crew must rapidly diagnose the source to determine the correct response. Misidentification wastes critical time or causes an inappropriate reaction.

Format
Multiple choice diagnosis
Items
6 scenarios
Scoring
Correct diagnoses out of 6
Duration
~90 seconds
Q14
The Cry Wolf Effect
The Cry Wolf Test
▶ Participate

What it measures: Alarm habituation — whether a participant's response behaviour drifts when false alarms dominate. Across 3 phases with increasing false alarm rates, the instrument tracks whether the participant continues to respond to genuine critical alarms or begins ignoring them.

Why it matters: The "cry wolf" effect is well-documented in clinical settings, where 85–99% of hospital alarms are false or non-actionable and staff stop responding — including to genuine emergencies. This instrument tests whether even moderate false alarm rates (up to 70%) produce the same behavioural drift in sailors.

Format
Binary response (ACK critical / IGNORE routine)
Items
55 alarms across 3 phases
Scoring
Hit rate, false alarm rate per phase
Duration
~120 seconds
Q15
Bridge Watch Reaction Time
How Fast Can You React?
▶ Participate

What it measures: Simple reaction time and its degradation over a sustained session, inspired by the Psychomotor Vigilance Task (PVT) used in fatigue research. The participant responds to alarm stimuli as quickly as possible across 3 blocks of 10 trials.

Why it matters: Reaction time is the most direct measure of vigilance. The PVT is the gold standard in sleep and fatigue research. This marine-contextualised version measures whether reaction time degrades over even a short sustained-attention session — a preview of what happens during a 4-hour night watch.

Format
Reaction time (PVT-inspired)
Items
30 trials (3 blocks of 10)
Scoring
Mean RT, lapses (>500ms), anticipation errors
Duration
~120 seconds
Q16
Oddball Detection
The Oddball Test
▶ Participate

What it measures: Sustained auditory attention using the classic oddball paradigm. A repeating standard tone plays continuously; the participant must detect when a rare target tone (the "oddball") appears among the standards.

Why it matters: The oddball paradigm measures the brain's ability to maintain attention to a monotonous stream and detect deviations. On a boat, this is exactly what watch-keeping demands — hours of routine punctuated by rare events that require immediate recognition.

Format
Auditory oddball detection
Items
75 tones (3 blocks of 25)
Scoring
Hit rate, false alarm rate
Duration
~180 seconds
Q17
Triage Degradation
Can You Keep Up?
▶ Participate

What it measures: Alert priority sorting under progressively escalating time pressure. Across 4 phases, alerts arrive faster and overlap more, measuring the point at which triage accuracy breaks down.

Why it matters: In real alarm cascades, the rate of incoming alerts increases as systems fail. This instrument identifies the threshold at which a sailor's triage ability degrades — the point where they start missing critical alerts or responding to the wrong ones.

Format
Streaming alert triage
Items
4 phases with progressive overload
Scoring
Correct catches vs misses per phase
Duration
~120 seconds
Q18
Go/No-Go Alarm Filter
The Alarm Filter
▶ Participate

What it measures: Alarm discrimination under perceptual convergence. Genuine alarms and false alarms are initially easy to distinguish, then become progressively more similar. The participant must act on genuine alarms (Go) and suppress responses to false alarms (No-Go).

Why it matters: As alarm systems age or are poorly configured, the visual and auditory cues that distinguish critical from routine alerts degrade. This instrument measures how well sailors maintain discrimination accuracy as the signals converge.

Format
Go/No-Go binary response
Items
60 alarms across 3 phases
Scoring
Hit rate, false alarm rate, d-prime
Duration
~90 seconds
Q19
Alarm-Action Mapping
Which Alarm, Which Action?
▶ Participate

What it measures: Audio discrimination and action mapping. After a brief training phase where participants learn 5 distinct alarm sounds and their associated responses, they must correctly identify each alarm and select the appropriate action under time pressure.

Why it matters: Knowing what an alarm means is only useful if you can recall the correct response. This instrument measures the complete alarm-to-action chain: hear, identify, and act correctly.

Format
Audio identification + action mapping
Items
40 trials across 3 rounds
Scoring
Correct alarm-action matches
Duration
~120 seconds
Q20
Peripheral Watch
The Peripheral Watch
▶ Participate

What it measures: Dual-task attention — the ability to maintain a primary task (compass heading correction) while detecting peripheral threats (navigation lights appearing at screen edges). Across 3 phases, the demands increase.

Why it matters: On watch, a sailor must simultaneously monitor instruments, maintain course, and scan the horizon. This instrument measures the dual-task cost — how much peripheral detection degrades when the primary task demands attention.

Format
Dual-task (primary + peripheral detection)
Items
3 phases (3 minutes total)
Scoring
Primary task accuracy + peripheral detection rate
Duration
~180 seconds
Q21
Vessel Tracker
Vessel Tracker
▶ Participate

What it measures: Spatial working memory — the ability to remember vessel positions after a radar display goes dark. Each round shows vessels on a radar screen for a brief period, then the screen blanks and the participant must recall where each vessel was.

Why it matters: When radar fails, AIS drops out, or visibility closes in, the only thing keeping you safe is your mental model of where other vessels were. This instrument measures that spatial memory capacity under increasing load (3 to 5 vessels).

Format
Spatial working memory
Items
5 rounds (3–5 vessels per round)
Scoring
Correct vessel positions recalled
Duration
~90 seconds
Tier 2

Sailing Safety Assessments

Q2
Anchor Watch Investigation
Anchor Watch: Spot the Risks
▶ Participate

What it measures: A sailor's ability to identify independent failure modes in smartphone-based anchor alarm systems. 10 cockpit scenarios at 3 AM — 7 are genuine risks, 3 are safe. Participants classify each as "Risk" or "Safe."

Why it matters: The scenarios are drawn from documented failure modes catalogued in our analysis of smartphone anchor alarm failures. False alarms (marking safe items as risks) are tracked separately to measure over-alertness bias.

Format
Binary classification (Risk / Safe)
Items
10 scenarios (7 risks, 3 safe)
Scoring
Risks identified (0–7) + false alarms (0–3)
Duration
~60 seconds
Q5
Chartplotter Symbol Recognition
Can You Read Your Chartplotter?
▶ Participate

What it measures: Chart symbol identification speed and accuracy. SVG-rendered chart symbols appear with time pressure, and the participant must classify each as "Danger" or "Safe" before time runs out.

Why it matters: Chartplotter symbols are the visual language of electronic navigation. Misreading a wreck symbol as a buoy, or not recognising a restricted area, has direct safety consequences.

Format
Symbol identification arcade
Items
25 symbols across 5 waves
Scoring
Points (correct / wrong / missed)
Duration
~90 seconds
Q8
AIS Danger Assessment
Spot the AIS Danger
▶ Participate

What it measures: The ability to read AIS data and identify which vessel is on a collision course. Each scenario presents multiple AIS targets with CPA (Closest Point of Approach) and TCPA (Time to CPA) data.

Why it matters: AIS provides rich data, but only if you can interpret it quickly. Identifying which of several vessels poses the greatest collision risk is a critical decision that must be made in seconds, not minutes.

Format
Multi-target CPA detection
Items
6 scenarios
Scoring
Correct threat identifications out of 6
Duration
~90 seconds
Q9
Radar Interpretation
What's That Blob?
▶ Participate

What it measures: The ability to identify radar echoes without AIS overlay. Raw radar returns are displayed and the participant must identify what each echo represents — vessel, land, buoy, rain, or sea clutter.

Why it matters: When AIS fails or targets are non-transmitting, radar is the last electronic line of defence. Reading raw radar returns is a skill that many sailors have lost as they rely increasingly on AIS overlay.

Format
Radar echo identification arcade
Items
25 echoes across 5 waves
Scoring
Points (correct / wrong / missed)
Duration
~90 seconds
Q10
MOB Emergency Response
The MOB Button Test
▶ Participate

What it measures: MOB (Man Overboard) response knowledge with a real-time drift penalty. Each scenario presents a MOB situation and multiple response options. Wrong answers accumulate drift time — every second of delay equals 3 metres of drift.

Why it matters: In a real MOB event, the clock starts the moment someone goes over. The drift penalty makes this instrument visceral — incorrect responses don't just lose points, they lose distance to the person in the water.

Format
Multiple choice + drift penalty
Items
5 scenarios
Scoring
Correct responses out of 5
Duration
~90 seconds
Q13
COLREGs Encounter Assessment
Who Gives Way?
▶ Participate

What it measures: Application of the International Regulations for Preventing Collisions at Sea (COLREGs). Each encounter presents two vessels and the participant must determine who gives way and who stands on.

Why it matters: COLREGs are the rules of the road at sea. Misapplication leads to close-quarters situations and collisions. This instrument tests practical application under time pressure across a wide range of encounter types.

Format
Binary choice arcade (Give Way / Stand On)
Items
32 encounters across 5 waves
Scoring
Correct encounters
Duration
~120 seconds
Surveys

In-Depth Self-Assessment Surveys

While the quizzes above measure specific cognitive abilities, these longer surveys explore how sailors experience sleep, fatigue, and navigation knowledge in real-world conditions. Each takes around 5 minutes and includes personalised results with a profile assessment.

Anchor Anxiety Survey
Sleep at Anchor: A Sailor's Survey
▶ Take Survey

What it measures: How well sailors really sleep at anchor — covering anchor watch habits, alarm usage, weather anxiety, anchorage selection, and sleep disruption patterns. Participants receive a personalised sleep profile based on their responses.

Why it matters: Anchor anxiety is one of the most commonly reported sources of poor sleep among cruising sailors, yet it is rarely studied. Understanding these patterns helps us design better alert systems that let sailors rest with confidence.

Format
Multi-choice self-assessment
Items
21 questions across 5 sections
Results
Personalised anchor anxiety profile
Duration
~5 minutes
COLREGs Knowledge Survey
Rules of the Road: How Well Do You Really Know Them?
▶ Take Survey

What it measures: How well recreational sailors retain the International Regulations for Preventing Collisions at Sea (COLREGs) — years after their original training. 13 scored questions cover right-of-way, sound signals, light configurations, and restricted visibility.

Why it matters: Research focuses heavily on professional mariners, but recreational sailors face the same encounters with far less ongoing training. This survey reveals the gap between perceived and actual knowledge — a Dunning-Kruger effect in maritime navigation.

Format
Scored knowledge assessment
Items
13 scored questions
Results
Score + confidence comparison
Duration
~5 minutes
🌙
Passage Fatigue Survey
Passage Fatigue: How Well Do You Really Manage?
▶ Take Survey

What it measures: How sailors manage fatigue during offshore passages — covering watch-keeping systems, sleep banking, fatigue self-assessment, and decision-making under sleep deprivation. Participants receive a fatigue management profile.

Why it matters: Most sailors believe they handle fatigue well on passage. The science suggests otherwise. This survey explores the gap between self-perception and evidence-based fatigue management, helping identify where better systems and alerts could make a difference.

Format
Multi-choice self-assessment
Items
21 questions across 5 sections
Results
Personalised fatigue management profile
Duration
~5 minutes

Data Collection & Ethics

What We Collect

  • Quiz scores and response accuracy
  • Response times per item
  • Total completion time
  • Browser language (for demographic analysis)
  • Email address (optional, only if participant subscribes)

What We Do Not Collect

  • No IP addresses stored by quiz instruments
  • No cookies used by quiz instruments
  • No personal identification without consent
  • No data sold to third parties
  • No account or login required

All participation is voluntary. Quiz responses are collected anonymously. Email collection is optional and governed by our privacy policy in compliance with GDPR. Aggregate results may be published in peer-reviewed journals. This study collects anonymous, voluntary responses for exploratory analysis and is exempt from formal ethics committee review under standard institutional criteria for anonymous, non-interventional web-based surveys (no identifiable data, no vulnerable populations, no deception).

Limitations

1. Test conditions differ from reality. Participants are awake, alert, and using a familiar device. At 3 AM on a boat, they would be sleep-deprived, disoriented, and dealing with motion, noise, and darkness.

2. Knowledge does not equal behaviour. Identifying a risk in a quiz does not mean the participant has addressed it on their own boat.

3. Self-selected sample. Participants who seek out a marine safety quiz may already be more aware than the general sailing population. Our results likely represent a best-case scenario.

4. Browser-based audio and visuals. Audio instruments depend on the participant's device speakers and ambient noise. Visual instruments depend on screen size and brightness. Neither can replicate the sensory conditions aboard a vessel at night.

5. No longitudinal tracking. Each session is independent. We cannot currently measure how performance changes over time or with repeated exposure (though the passport system tracks which instruments a participant has completed).

Our Research

This study builds on our review paper examining alert fatigue in recreational sailing contexts:

Zucchelli, P. & Smith, N. (2026). Alert Fatigue in Recreational Sailing: A Review of Alarm System Design, Cognitive Load, and Safety Implications. Preprints.org.
DOI: 10.20944/preprints202603.1014.v1

Disclaimer: These quizzes and surveys are designed for research, education, and entertainment purposes only. They are not a substitute for formal maritime training, certification, or professional safety assessments. Always follow the training and qualification requirements of your flag state and relevant maritime authorities. If in doubt, seek professional instruction.