Jeremy M. Gernand, PhD, CSP, CRE
Associate Professor of Environmental Health and Safety Engineering
John and Willie Leone Department of Energy and Mineral Engineering
College of Earth and Mineral Sciences
The Pennsylvania State University, University Park, PA, USA
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Does increased safety really reduce worker productivity?

I just came across the linked paper [https://doi.org/10.1177/0019793920931495] that analyzed the impact of MSHA flagrant violations levied on US mines on worker productivity in those mines. The author, Ling Li, found that productivity was reduced after flagrant violations were issued and that these costs together with the associated fines outweighed the benefits from reduced safety incident rates that resulted after these fines were levied.

The MINER Act that authorized the MSHA flagrant violations rule (fines of more than $220,000) was passed in 2006. Li’s paper confirms that mines experiencing a flagrant violation meaningfully improved safety and reduced injuries after being cited but also finds that the tons of coal per hour produced at those mines also decreased resulting in a total cost impact 30% greater from decreased production than would have been paid to treat injured workers.

I think there are a few weaknesses with this conclusion that could be addressed in future analyses.

  • First, all mines are potentially affected by publicized flagrant violations, not just the mine that received it, since these are made public, and other management teams are likely to pay attention and update procedures where necessary to avoid a similar fine themselves. An analysis that considered the industry as a whole rather than the effects on individual mines would be more relevant to the effectiveness of the regulation.
  • Second, there are potential explanations for reduced coal output beyond safety-related changes in response to a fine from MSHA including mine age resulting in depleting coal seams, or reduced investment by the owner to focus on other sites, or a loss of more experienced workers. These and other alternative explanations for the decline in productivity need to be investigated rather than assuming it is the result of the response to the flagrant violation.
  • Third, the costs of safety incidents were estimated at a flat rate of $69,363 each, and there weren’t enough fatalities occurring (thankfully) to be able to assess whether these were reduced as well. This is important since the policy analysis of the rule was heavily dependent on reductions in fatalities which have values around $10 million each. However, fatalities usually result from the same sorts of events that cause less severe injuries, so it should be possible to assess the expected number of reduced fatalities based on the observed reductions in more common injuries.
  • Lastly, the comparison groups of mines with and without flagrant violations are matched via another mine at the shortest distance rather than matching mine characteristics such seam height, surface or underground, equipment employed, mine size in terms of overall production or employment, and so on. These attributes can dramatically change the baseline of risks to workers. Our group has some previous research on this topic: https://doi.org/10.1016/j.ssci.2018.10.005. While most mines nearby are likely to share some of these characteristics, they need to be explicitly included in the analysis as predictors, otherwise conclusions could be misleading.
VA mine safety accident reduction program personnel (Image from https://energy.virginia.gov/coal/coal-mine-safety/SmallMineSafety.shtml)

Trump administration pauses new mine safety regulation − here’s how those rules benefit companies as well as workers

New article in The Conversation: pause on enforcement of silica exposure rule is unlikely to do much to aid the mining industry and leaves the costs of exposure to rest on families and American taxpayers.

https://theconversation.com/trump-administration-pauses-new-mine-safety-regulation-heres-how-those-rules-benefit-companies-as-well-as-workers-254178?utm_source=clipboard&utm_medium=bylinecopy_url_button

A NIOSH industrial hygienist measuring silica-containing respirable dust levels in the drilling area at a surface stone quarry.
A NIOSH industrial hygienist measuring silica-containing respirable dust levels in the drilling area at a surface stone quarry. Photo from NIOSH.

Student Paper Contest in Safety and Risk Engineering [Submissions Due 31 July 2025]

Graduate or undergraduate students with research or design projects related to Safety, Risk or Reliability Analysis are encouraged to submit their work to the Safety Innovation Challenge, a student award program sponsored by the ASME Safety Engineering, Risk and Reliability Analysis Division (SERAD). Winners will be honored at the annual SERAD awards dinner, which will be held in Memphis, Tennessee, USA in November (though attendance is not a requirement to receive the award). More details in the attached flyer.

We need government safety data to know what our real problems are

Having accurate data on the harms faced by Americans is critical to making our country’s people safer regardless of how you believe we should go about that (through government regulation or some kind of market-oriented mechanism or doing nothing due to bigger priorities). I would be willing to listen to an argument that some kind of non-profit could do this job, but I’m skeptical, and in any case, such an organization doesn’t yet exist. Researchers can try to fill the gap, but their/our time better spent testing potential solutions rather than just trying to keep up with tracking statistics. | CDC injury prevention team faced major cuts, putting critical work at risk : Shots – Health News : NPR

Congratulations to Our 2025 Student Award Winners in Environmental Systems Engineering

Congratulations to Leiyu He (left), Sean Naughton (not pictured), and Miranda Quezada (right) for winning the 2025 Student Merit Awards in Environmental Systems Engineering for their records of outstanding academic achievement. We also congratulate Katie Siedel (not pictured) for being awarded the Good Citizenship Award in Environmental Systems Engineering for her record of university and community service.

Congratulations to Todd Krause, the 2025 Recipient of the Distinguished Alumni Award in Environmental Systems Engineering

Congratulations to Todd Krause (right) for being awarded the 2025 Distinguished Alumni Award in Environmental Systems Engineering by the Penn State’s Department of Energy and Mineral Engineering. Also pictured: Luis Ayala (left, EME Department Head), and Jeremy Gernand [me] (center, Environmental Systems Engineering Program Chair).

Personal Lessons from NASA’s Day of Remembrance

Yesterday (January 23) was NASA’s Day of Remembrance (https://www.nasa.gov/dor/) commemorating the lives lost in the Apollo 1 fire in 1967, the Challenger explosion in 1986, and the Columbia disaster in 2003.

I was in elementary school at the time of the Challenger explosion located just a few miles away from Mission Control, and though we were not watching live, we all filed into the common room to watch the news on the television once the explosion had happened and word had spread to the teachers (the inclusion of the “civilian” teacher, Christa McAuliffe, on that launch struck many deeply as we could identify her with people in our lives personally). When Columbia burned up on re-entry, I was employed at Johnson Space Center as a Safety and Mission Assurance Engineer, not responsible for shuttle vehicle safety (I oversaw internal ISS systems supporting crew health), but I knew and interacted with those who were. I participated in a very small way in the investigation into that event and still keep a copy of the final report on my bookshelf. I had seen one or two of the Columbia astronauts in meetings but not interacted directly with them.

One common lesson emerged from each of these events: we could do better. When risk was abstract, we accepted it, we put on a brave (or sometimes cavalier) face, we were more optimistic than our data could justify. Afterwards, we saw mistakes, we found our skepticism and critical thinking skills again, and we resolved to not let ourselves be led astray. These outcomes were not inevitable, even as human space exploration remains filled with hazards that we struggle to mitigate. The causes of the actual losses of life in these events were all squarely under our control.

Beyond those general lessons, what sticks with me personally is this: we read the stories of these astronauts and laud their bravery and sacrifice; we empathize with their families and the loss of a spouse, parent, friend, child, or colleague; we invest millions of dollars to reduce the chance that something like this happens again, and we judge the cost to be worth it. Over 5,000 Americans died on the job in 2023, and those losses impacted their families and friends and coworkers and organizations just as severely, yet we are unlikely to have the chance to hear their stories and extend our empathy to their friends and family, and we will not invest millions of dollars in ensuring their fate is not repeated. Honestly, we lack the resources necessary to do that even as wealthy as we are, but this remains true: we could do better.

Small leaks now dominate methane emissions in Texas/New Mexico

A new study from the Environmental Defense Fund indicates that 72% of methane emissions in the Permian Basin come from small sources (leaks rather than major ruptures or releases) <https://apnews.com/article/methane-gas-texas-permian-basin-satellite-climate-81b9cfea311275806c6fbf8621f821c2>. This is a sign of progress, though it means further improvements will be more labor intensive. Methane has significant climate change impacts, and while not toxic itself, it can lead to increased human exposures to ozone and other toxic chemicals created due to reactions in the atmosphere. Reducing methane emissions will have concrete health benefits to people who live nearby.

My group is currently working on a study of Marcellus area air emissions including methane, NOx, SOx, and PM. While the number of wells is less than in the Permian, this remains a significant source of regional air emissions. We hope to publish results later in 2025.

New regulation for transit worker safety seeks to limit assaults

The Federal Rail Administration (FRA) just announced the finalization of a new regulation to improve the job safety of rail transit workers in response to dangers from assaults. Over the past 16 years at least 29 transit workers have been killed and 144 injured due to assaults (https://www.transit.dot.gov/about/news/biden-harris-administration-announces-new-rule-protect-rail-transit-workers-nationwide).

“On average, the rule would prevent an estimated 1.4 fatalities and 3.9 injuries per year, resulting in annual safety benefits of $14.2 million in 2021 dollars. To meet the safety standards, [transit agencies] and [state safety oversight agencies] would incur an estimated $2.0 million in start-up costs plus $11.3 million in ongoing annual costs.” (https://www.federalregister.gov/documents/2024/03/25/2024-06251/rail-transit-roadway-worker-protection)

Public safety and commercial space innovation

The House Space and Aeronautics subcommittee recently held a hearing on commercial space utilization and public safety (https://science.house.gov/2024/9/space-aeronautics-subcommittee-hearing-risks-and-rewards-encouraging-commercial-space-innovation-while-maintaining-public-safety). A key issue at this hearing was the tension between preserving public safety as a priority and also facilitating innovation and more rapid changes. You can read the chair and witness statements at the link above. The increase in the pace of commercial space launches and overall utilization puts pressure on the existing regulatory apparatus to appropriately review these operations, and it certainly seems like increased investment whether funded through general appropriations or through increased fees on the part of the launch service companies would be appropriate to not compromise the historically high safety standards in this industry.

Applying CART models to risk analysis

I had a great time presenting a lecture on the application of CART machine learning models to risk analysis at the Civil Aviation University of China yesterday. Many thanks to my hosts. I look forward to further opportunities for collaboration in the applications of advanced data analytics to questions on risk analysis and management.

CART models have several valuable characteristics for risk analysis including learning more effectively from incomplete data, identifying critical thresholds, identifying conditionally important variables, and interpretability. I have employed CART models and random forest models in a variety of risk-related applications from mine worker safety to nanoparticle toxicity, and always looking for more that they can do.

The non-climate-change related benefits of emissions reduction are substantial

A thing that doesn’t get talked about enough is the accompanying benefits of reducing CO2 emissions. This new paper does that and puts a dollar value on those benefits: https://doi.org/10.1016/j.egycc.2024.100165.

When we stop emitting CO2 to the air, we also stop emitting a lot of other pollutants that increase people’s risks of cardiovascular disease and cancer and other problems. This analysis estimates $65 to $250 billion in annual benefits from this reduction in non-CO2 emissions, for only partly achieving zero emissions goals. That’s big.

Time Changes Have [Unnecessary] Safety Costs

While it feels nice after the end of Daylight Saving Time (DST) in the Fall to wake up or head into work or school with the sun and not in darkness, changes into and out of DST are both associated with increases in vehicle and other forms of home and work accidents (https://doi.org/10.1016/j.aap.2017.11.029) (https://doi.org/10.1016/j.aap.2017.11.029).

The reasons for DST are no longer pertinent in our internet-connected world and this applies to time zones as well. We can make our own local decisions on school start times and business hours and make national and international coordination easier. Permanent DST (or ending DST) is just a necessary start, though one we should implement immediately. The human costs of these changes are unnecessary, and we owe it to each other to end them.

Stay Safe and Keep Your Kids Safe on Halloween

The biggest risk to kids on Halloween comes from collisions with automobiles. With all the excitement of friends about in the neighborhood after dark and wearing special costumes, it can be difficult for cars to see children and challenging for kids to see and recognize the danger from cars. Adults need to take special care to supervise street crossings even for kids who are “too old” to normally need such supervision. Finding ways to make costumes reflective, incorporating light features into costumes, and taking action as a neighborhood to slow local traffic on this one evening are valuable mitigations that can help prevent serious injuries. Being safe is more fun! <https://www.thefloridalawgroup.com/news-resources/5-halloween-accident-statistics-you-should-know-5-halloween-safety-tips-for-children-parents-this-weekend/>

PAPER REPRISE: Aerosol Mineral Sunscreens Have Nanoparticles, But Not Enough to be Dangerous

In this undergraduate-led research project that we concluded in 2020, we found small quantities of nanoparticles in the breathing zone during application of aerosol mineral sunscreens recommended for use on children (https://doi.org/10.1007/s41810-020-00079-x). Overall, 85% of the particles by count had diameters less than 100 nm, and this project captured direct images of several different particle types with some clearly the product of mineral grinding processes, while others show signs of having been manufactured. Interestingly, plume sizes for the 3 tested products were widely different with some extending more than 2.5 m from the pressurized can. There seems to be little risk under the particular scenario we tested, as the highest measured concentration for all particles was 0.8 micrograms per cubic meter, and the lowest recommended exposure limit for titanium dioxide nanoparticles (from NIOSH) is 300 micrograms per cubic meter.

Updates Needed for Ebike Rules

Hawaii and other states and localities are in the midst of considering new rules and laws about the operation of electric bikes (ebikes) [https://www.hawaiinewsnow.com/2024/10/23/officials-brainstorm-new-rules-e-bikes-improve-safety-amid-rising-accidents/]. As an ebike rider myself, I am both encouraged by and a little leery of new regulations for ebikes. Many jurisdictions, however, are stuck with rules developed for gasoline powered mopeds more than 40 years ago. Ebike technology is a potentially excellent way to increase mobility and reduce car use at the same time by making it easier to make trips on bicycle regardless of physical fitness. But ebikes are heavy, and children and others can easily get to speeds and situations that are beyond their experience and capabilities and put themselves at risk. Prioritizing facilitating this transportation method, while keeping riders away from cars first, and separated from pedestrians second, can help our towns and cities get the most out of this technology.

Nanoparticles in Coatings Reduce Corrosion

A recent article in Scientific Reports (https://doi.org/10.1038/s41598-024-74345-0)(https://www.azom.com/news.aspx?newsID=63822) demonstrated the efficacy of copper and zinc oxide nanoparticles in reducing corrosion. Corrosion is a major problem worldwide that requires large amount of labor and resources to combat and limits the useful lifetime of metal components that are energy intensive to manufacture. As we explore benefits like this, we need to keep in mind the potential environmental and occupational health risks and take action now to limit the potential downsides of this technology. As these particles are manufactured and processed into coatings and applied to products, we need to keep them from washing away into the environment and from being inhaled by workers and maintainers.

PAPER REPRISE: Model Estimated Safe Exposure Limits for Engineered Nanoparticles

My student Vignesh Ramchandran and I made an effort in this 2023 paper to estimate the NOAEL (No Observed Adverse Effect Level) for groups of engineered nanoparticles (https://doi.org/10.1115/1.4055157). The NOAEL is the highest dose of an exposure that produces no detectable negative effect in the subject (usually rodents). It is the basis for setting safe exposure limits for people, where it is usually reduced by a factor of between 10 and 100 due to humans’ longer lifespans and other factors.

Interestingly, we identified clusters of nanoparticles that displayed similar combinations of effects with a regression tree model, and estimated NOAELs between 20 and 16,000 micrograms/kilogram for 8 clusters of metal oxide nanoparticles. Uncertainty remains an issue given the data available at the time, but seeing several orders of magnitude difference from one cluster to the next suggests that we might not want to treat all these nano-substances as the same thing when creating regulatory limits.

The CPSC Gets to Keep Its Board (for now)

The Supreme Court recently declined to review and potentially invalidate the leadership structure of the Consumer Product Safety Commission (CPSC) (https://thehill.com/homenews/4944532-supreme-court-consumer-safety-agency/). The CPSC is led by 5 board members, political appointees confirmed by the senate, who serve 7-year terms and can only be removed for cause (rather than at the president’s discretion). Some safety regulators have similar structures like the Nuclear Regulatory Commission (NRC), whose members serve 5-year terms, while many have single directors or administrators like OSHA, MSHA, the EPA, and the FRA. The Supreme Court did not elaborate on why they declined the case, so it is possible an entity directly regulated by one of these agencies could bring a similar challenge in the future.

I have never seen a comprehensive review or analysis on the effectiveness of regulators lead by a board versus a single administrator, so I wonder what the difference is in reality. Please point me to one, if you know. Proposing a board rather than a single administrator is often a compromise measure for Congress to moderate the management of an agency that will initially be overseen by a president of an opposing party. The laws that govern rule making, however, are the same.

FAA and Boeing Safety Review Needs to be Transparent

The safety review of Boeing by the FAA (https://www.reuters.com/business/aerospace-defense/faa-says-new-boeing-safety-review-will-take-about-three-months-2024-10-18/) is needed to restore confidence by the public and corporate customers and ensure continuation of commercial aviation in the US. Safety culture is a tenuous thing and is challenging to hold on to during times of restructuring of the kind Boeing has undertaken in the recent decade (having suppliers take on more of the design and assembly tasks than before). But safety reviews or audits only work when taken seriously by both sides and when the audience for that review includes all stakeholders like customers. As uncomfortable as it can be for open discussion of failings, this is a critical part of getting risk management right.