Capital-intensive surface coal mining in Gillette, WY - (Greg Geobel via Wikimedia)
Coal sector employment: protecting workers and families, not specific jobs
Jobs matter. For the job holder, this is obvious: the wages support them and their family. But jobs also matter to the country overall, as economic strength forms the basis for a strong foundation of political stability, prosperity, and growth. Community relationships can turn ugly if lots of people are thrown out of work, purchasing power evaporates, and a downward economic spiral begins. But preventing this spiral is more about protecting the golden goose than it is about trying to protect any one of the goose's golden eggs.
Sound management of the country needs to create a business environment and stable political environment that allows capital to flow to good ideas; rule of law to protect patents and property rights; and an opportunity for firms to grow and prosper within the United States. This is not the same thing as preventing job loss. Indeed, job losses are sometimes necessary in order to redeploy labor from declining sectors to new ones. If shedding workers is too hard, firms won't be willing to take the risk of hiring new ones, driving up baseline unemployment. Just ask France. The best policies for job creation and retention should focus generally on labor market conditions and transitional assistance; not on hard-wiring protectionism for this industry or that.
Admittedly, this broader focus can be a big shift for people coming into government from upper management positions in private firms. In their old jobs, they had the luxury of focusing only on a small piece of the economy: how does policy A, B, or C affect my bottom line or my firm? In contrast, public sector concerns span the entire labor market. It's a much tougher balancing act since policies that boost one firm or prop up particular employees quite often do so at the expense of others.
Though environmental regulations get blamed, coal jobs have been under pressure for decades, from many factors
Coal has been under pressure for decades (see Figure 1). The chart below shows coal jobs in West Virginia peaking before 1950. While environmental controls were greatly needed in this industry, it is clear that they were not a factor in the early declines in employment shown; and that they have been part of a constellation of pressures in the years since.
To be clear, worker and mine safety; wide ranging air emissions of concern; proper management of coal waste; and stabilization and reclamation of old mines have all been issues the industry should have addressed proactively and willingly as a core part of their business practices. Unfortunately, compliance on these issues both in the US and in many other countries as well, has tended not to be voluntary but rather the result of accidents, litigation, regulation, and other pressure.
But while the industry frequently blames environmental regulations for the competitive troubles it faces, there's lots more going on. A shift to mechanized mining has been continuous, reducing the labor intensity of each ton of coal produced (see Figure 2). Productivity in Eastern mines more than tripled between 1949 and 2015; but in comparison to the mechanization of massive Western strip mines, the labor productivity at Eastern mines remains low.
The closure of integrated steel mills in the US has been another factor, cutting coal demand in states such as WV. In recent years, falling natural gas prices have been the largest pressure, encouraging the retirement of old coal plants and their replacement with natural gas facilities. In addition to cost, natural gas burns cleaner, is easier to move long distances (pipelines rather than rail), and has much lower long-term market risk should carbon pricing again enter the policy arena. As presidential terms last only four years, and as international focus on reducing greenhouse gases remains strong, most large companies do anticipate carbon pricing will remain important in their planning. Change is the norm; how well each individual state diversified its economy is a central question not only for coal, but for pretty much all commodity-based industries. Predictable though boom-bust cycles for commodities and single-industry states may be, too many have not adequately diversified. Concluding that their lack of diversification means we should stop cutting pollution from coal production, however, is exceedingly short-sighted.
Figure 1.
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)
Source of graphic: West Virginia Center on Budget and Policy, 2013
Figure 2. Labor productivity in coal mining, 1949-2015
![](data:image/png;base64,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)
Source of graphic: Charles Kolstad, Standford Institute for Economic Policy Research, March 2017
Scott Pruitt, coal job magician
Federal policy on jobs is supposed to be industry neutral. This is long-term efficient: we want to shift to new industries, phase out of sectors that are no longer competitive, and provide unemployment support and job training for all unemployed individuals regardless of industrial sector.
This is not the approach followed by the Trump administration, and certainly not by EPA Administrator Scott Pruitt who seems to relish the rollback of environmental controls. Trump has promised to restart coal country, restoring jobs lost long ago, and is using the elimination of environmental regulations as his lever.
According to Pruitt, they've already been remarkably successful. He noted on June 4th that "we've added almost 50,000 jobs in the coal sector" since October 2016. In actuality, the US Bureau of Labor Statistics reported there were only 51,000 jobs in total in the sector as of May 2017, making Pruitt's claim a home run if true. It's not. Turns out, his figure is for all mining, of which 75% was associated with oil and gas. For coal mining alone, the BLS data shows a decline since April 2016, and an increase of only about 1,000 since the Trump administration took office in January 2017.
Coal isn't the only sector shedding jobs
While it is irritating that Pruitt spouts false statistics to justify short-sighted policies, it is the underlying policy miss that is most important. A lost job is still a lost job, even if it happens in less visible or less iconic sectors. And it turns out that some of those more mundane losses greatly exceed labor reductions in the coal sector.
Take retailing: just as natural gas is displacing coal-fired power plants throwing miners out of work, so too is the shift to online retail triggering a bloodbath in brick-and-mortar retail employment:
Overall retail employment has fallen every month this year. Department stores, including Macy's and JC Penney, have shed nearly 100,000 jobs since October -- more than the total number of coal miners or steel workers currently employed in the U.S... [D]epartment stores have lost 18 times more workers than coal mining since 2001.
Pick any decade since the start of the United States. Pick any region of the country and map out what jobs its people have held over time. The common pattern one will see not a pattern at all; it is continual flux, evolution, and change. Those changes inevitability include job loss -- followed by some mix of retraining, redeployment, and migration to other parts of the country for work. A portion of these workers will not be so resilient, but instead face long-term unemployment and with it, economic deprivation for themselves and their families. These people may include coal miners; but they will also include people who worked in retail or any other sector in decline. And the role of public policy should be to alleviate suffering and to expedite transitions to new jobs for this last group of people. It is not, and should not be, to hold labor markets frozen in time. When even Charles Murray, the founder and CEO of Murray Energy, the largest privately held coal mining company, says that the coal mining jobs aren't likely to come back, it's time to focus on job creation more broadly.