Witnessing how the pandemic exposed restaurant servers and grocery cashiers to unexpected hazards made me think more about workplace safety and the way our society values necessary, potentially hazardous work.
Do people with all levels of education have access to jobs with varying degrees of hazard, or are the least-hazardous jobs reserved for workers with college degrees? Can workers seamlessly transition from high-hazard jobs to lower-hazard jobs when they need or want to?
The Federal Reserve has a dual mandate to promote price stability and maximum employment. In support of the latter, we consider a range of factors, from the overall unemployment rate to how gender, race, and education level influence labor market outcomes such as employment, wages, and job stability.
Newly risky roles
Another important labor market outcome is whether occupations properly compensate workers for the hazards and health risks related to that work.
During the COVID-19 pandemic, many workers had to factor safety—their own and that of their family members—into their decisions to work and for what wages. This was a new consideration for many workers whose jobs weren’t previously considered hazardous or unsafe. The new calculus of risk contributed to many workers changing or leaving jobs both during and after the pandemic.
These workforce shifts led labor market researchers to consider workplace hazard and context—or the environment in which a worker performs their job—among labor market outcomes. Doing so can lend insight into important trends in the economy and how we identify uneven outcomes in the labor market.
By looking at data specific to workplace safety, occupations, and educational attainment, researchers can explore an important aspect of job quality and equity in the labor market. As always, data play a key role.
Quantifying workplace health risks
The Occupational Information Network (O*NET) is one organization that provides data to assess workplace health risks. O*NET surveys workers and experts in each occupation to provide information on occupation contexts and characteristics.
According to O*NET, jobs that carry some of the highest hazards include roles in the energy and chemical fields. Explosives workers, petroleum pump system operators, wind turbine service technicians, electrical power-line installers, and chemical plant operators have the highest exposure to hazardous conditions. Elevator technicians and installers, embalmers, and automotive technicians are also jobs with high-hazard scores.
Which is likely not surprising, given the physical danger associated with positions like these. But jobs can carry less obvious hazards, too. O*NET data reveal fascinating insights into the nature of different occupations. Even within the same occupation, wages, exposure to hazards, and working conditions can differ significantly.
Delving deeper into these and other disparities raises an intriguing question: Do all workers face equal risks in their respective fields, or are some workers unfairly subjected to greater workplace hazards and insufficiently compensated for those hazards?
Exploring the hazards of my past jobs
O*NET’s work context scores serve as a rough proxy for exposure to specific attributes of a work environment—contact with others, for instance, or frequency of conflict situations. A score of 1 means a worker never experiences a specific work context. A score of 5 indicates a worker experiences that work context every day.
O*NET Work Context Scores | |
---|---|
1 | Never |
2 | Once a year or more but not every month |
3 | Once a month or more but not every week |
4 | Once a week or more but not every day |
5 | Every day |
I was curious about different context scores for the jobs that I’ve had. My prior jobs include a barista, a restaurant host, a math tutor, and a research analyst. All of my jobs have involved relatively low exposure to hazards. My time as a restaurant host involved the highest exposure. This also happened to be my lowest-paying position.
__________ | Tutors |
---|---|
4.59 | Contact with Others |
2.76 | Deal with Unpleasant or Angry People |
1.57 | Exposed to Disease or Infections |
1 | Exposed to Hazardous Conditions |
2.82 | Frequency of Conflict Situations |
__________ | Economists |
---|---|
3.35 | Contact with Others |
2.04 | Deal with Unpleasant or Angry People |
1.22 | Exposed to Disease or Infections |
1 | Exposed to Hazardous Conditions |
2.09 | Frequency of Conflict Situations |
__________ | Fast Food and Counter Workers |
---|---|
4.73 | Contact with Others |
3.4 | Deal with Unpleasant or Angry People |
1.17 | Exposed to Disease or Infections |
1.03 | Exposed to Hazardous Conditions |
2.62 | Frequency of Conflict Situations |
__________ | Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop |
---|---|
4.78 | Contact with Others |
3.98 | Deal with Unpleasant or Angry People |
1.65 | Exposed to Disease or Infections |
1.18 | Exposed to Hazardous Conditions |
3.73 | Frequency of Conflict Situations |
Hazard scores by educational attainment and gender
Looking at the work context data more broadly, we can determine that workers without a high school diploma have the highest scores for exposure to hazardous conditions. Those with a college degree or graduate degree have the lowest. We also find that male workers tend to have occupations with higher scores for exposure to hazardous conditions and contaminants on average. Meanwhile, female workers tend to have occupations with higher scores for dealing with unpleasant or angry people or contact with others on average.
_______ | Male workers |
---|---|
4.39 | Contact with Others |
3.00 | Deal with Unpleasant or Angry People |
1.58 | Exposed to Disease or Infections |
2.05 | Exposed to Hazardous Conditions |
3.02 | Frequency of Conflict Situations |
_______ | Female workers |
---|---|
4.59 | Contact with Others |
3.20 | Deal with Unpleasant or Angry People |
2.01 | Exposed to Disease or Infections |
1.52 | Exposed to Hazardous Conditions |
3.11 | Frequency of Conflict Situations |
Ability to work from home and workplace hazards
Additionally, jobs that can only be done in person have more frequent exposure to hazards. In-person jobs without a work-from-home option were greatly impacted by shutdowns, COVID-19 infections, child care shortages, and other factors.
________ | In-person jobs (average) |
---|---|
2.44 | Exposed to Hazardous Conditions |
1.61 | Deal with Physically Aggressive People |
2.99 | Deal with Unpleasant or Angry People |
3.32 | Exposed to Contaminants |
2.03 | Exposed to Disease or Infections |
1.38 | Exposed to Radiation |
2.91 | Frequency of Conflict Situations |
3.63 | Responsible for Others’ Health and Safety |
__________ | Remote-friendly jobs (average) |
---|---|
1.33 | Exposed to Hazardous Conditions |
1.42 | Deal with Physically Aggressive People |
2.78 | Deal with Unpleasant or Angry People |
1.79 | Exposed to Contaminants |
1.47 | Exposed to Disease or Infections |
1.08 | Exposed to Radiation |
2.93 | Frequency of Conflict Situations |
2.62 | Responsible for Others’ Health and Safety |
The connection between job security and hazards
I was also curious about the relationship between job security and hazardous occupations during the pandemic. Did individuals working in dangerous occupations experience less job security than those in safer occupations?
I categorize the occupations into two groups: the “Low-hazard occupation” group includes individuals exposed to hazards less frequently (never or once a year). In contrast, the “High-hazard occupation” group includes those exposed to hazards once a month or more.
The findings reveal that workers in occupations with higher hazardous conditions experienced a substantial increase in the unemployment rate during the pandemic. Their unemployment rate remains persistently higher today.
Conclusion
When we evaluate our current and past jobs, we naturally weigh how the work impacted our mental health, physical health, and free time relative to what we were paid and whether the role provided insurance, time off, or both. A recent report on worker experiences in the pandemic highlights the importance to workers of flexibility, safety, and respect in our jobs.
For me, my lowest-paying jobs were those in which I experienced the most exposure to angry people, long hours on my feet, slipping risks, and no benefits. Occupations with high face-to-face contact and no ability to work from home tend to have higher hazard scores on average, pandemic aside.
The pandemic increased health risks even more for these workers. Moving forward, job hazard and health risks should be considered key components of job quality.
Data Sources
- O*NET® 27.3 Database: Individual Files
- O*NET Work Context
- O*NET Work Context Categories
- CPS IPUMS
- Work-From-Home Measure: Jonathan I. Dingel, Brent Neiman, How many jobs can be done at home?, Journal of Public Economics, Volume 189, 2020, 104235, ISSN 0047-2727, https://doi.org/10.1016/j.jpubeco.2020.104235.