This report analyzes the results of a survey involving 101 respondents in safety-sensitive and operational roles spanning multiple industries.

The results show a consistent pattern: people recognize fatigue and feel its consequences, but the workplace often does not have a clear, trusted way to detect and respond to it.

"I was using some machinery as a chemical engineer and the machine almost ended my life because I was tired from having slept poorly the night before and was not using the machine properly."
Engineer · Manufacturing / Industrial sector

Fatigue exposure was common across the sample, suggesting plausible adoption of fatigue management tools. The findings indicate that fatigue risk is most relevant in roles involving decisions, equipment, patients, vehicles, coworkers, and public safety. The need is not simply greater awareness, but a practical monitoring layer that provides timely visibility into fatigue risk.

85%
identified a direct safety consequence of reduced alertness
62%
reported working while less alert than they should have been
72%
rated a brief alertness/fatigue test as useful
"I was exhausted, had to be called off because my supervisor could see I was tired as I made a few mistakes."
Construction worker
Who is represented in the data

Where fatigue risk shows up

The sample reflects the operational environments where fatigue risk is most consequential — concentrated in frontline, supervisory, and managerial roles across industries where reduced alertness can have immediate consequences.

Industry / work setting mix
Manufacturing / industrial
35%
Construction
16%
Transportation / logistics
14%
Healthcare
12%
Warehousing / distribution
9%
Public safety / emergency
4%
Oil & gas
3%
Aviation
2%
Top job functions
Frontline / field / operator
25%
Manager / executive
20%
Supervisor / team lead
18%
Maintenance / technical
12%
Administrative or support
9%
Other
16%
Drivers of fatigue risk

Operational causes require operational controls

The most common drivers were workload, long shifts, physically demanding work, personal responsibilities, mentally or emotionally demanding work, heat or uncomfortable environments, limited recovery time, and staffing pressure. These are system-level conditions, not simply individual willpower problems.

What workers say is driving fatigue
High workload or stress
65%
Long shifts
57%
Poor sleep outside of work
57%
Physically demanding work
53%
Personal responsibilities outside work
50%
Mentally or emotionally demanding work
47%
Hot or uncomfortable work environment
43%
Too little recovery time between shifts
40%
% of valid survey respondents
But formal detection is still uncommon
What workplaces currently use
Mandatory rest periods or break rules
41%
No formal fatigue management practice
37%
Supervisor observations
28%
Fatigue training or education
27%
Self-reporting or checklists
22%
Scheduling rules or hours-of-service limits
18%
Fatigue included in incident reporting
17%
Rest areas or nap opportunities
14%
% of valid survey respondents
"I manage shift operations and shift supervisors... once I nearly missed noticing that a driver departing had not correctly secured something."
Operations manager · Transportation / Logistics sector
Trust and Adoption

Fatigue monitoring is acceptable when trust is built in

Most respondents saw value in fatigue monitoring, but concerns about accuracy, privacy, and potential employment consequences remain significant barriers to adoption.

Adoption barriers
Adoption barriers are human, not just technical
False positives or inaccurate results
61%
Can be used to get me in trouble
51%
Lack of trust in how results would be interpreted
45%
Loss of pay or work opportunities
43%
Employer misuse of data
42%
Privacy
39%
Added time burden
35%
% of valid survey respondents
Implications for Fatigue Monitoring

The cost of not monitoring is already being absorbed.

Respondents described real-world impacts of fatigue, including reduced productivity, compromised safety, and impaired decision-making. The findings suggest that earlier visibility into fatigue could help organizations intervene before errors or incidents occur.

What reduced alertness could affect
76%
Productivity or quality of work
66%
Personal safety
64%
Team or coworker safety
38%
Public safety or critical operations
"When I am fatigued, I often need to lower my scope of thought to compensate, which results in me making suboptimal decisions which costs a lot of money and inconvenience our work teams."
Supervisor / Team lead · Transportation / Logistics sector
Introducing NeuroUX

Fatigue Monitoring Platform

The survey findings point to fatigue as a recurring operational issue that is experienced by workers but not consistently visible through existing management systems. NeuroUX fatigue monitoring platform is built to address that gap.

NeuroUX offers a fatigue monitoring platform that delivers objective, brief alertness checks at the point of work — giving teams a practical way to identify fatigue concerns before they become safety incidents.