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From Muscle to Mind: Earn More with Fewer Calories and Fewer Deaths

Blog Post | Labor & Employment

From Muscle to Mind: Earn More with Fewer Calories and Fewer Deaths

Office workers use 77.8 percent less energy and experience a 95.3 percent lower fatality rate than construction workers.

Summary: Work has changed dramatically over time, shifting significantly from physical to mental labor. Today, office jobs demand far less physical energy and carry far lower risks of injury or death compared to physically demanding trades. This transition shows how progress has allowed us to create more value with less strain on our bodies—and with far greater safety than workers of the past could have imagined.


Economist George Gilder points out that using blue-collar hourly wage rates to calculate time prices underestimates the gains we’re enjoying in an economy that’s no longer driven by muscle but by mind. Knowledge workers earn more in an hour, consume fewer calories, and risk far less death or injury than other workers. In other words, they do far more with far less. This is the true compounding of progress—and we can see it mapped on a single chart.

Calories Per Hour of Work

I asked several AI models about the number of calories per hour that different kinds of work require and this is what I got:

The energy demands of physical work versus knowledge work reveals a dramatic difference in caloric expenditure. Workers in physically demanding jobs burn significantly more calories than do their office counterparts:

High-energy physical work:

  • Construction tasks such as masonry or hanging sheetrock: 400–500 calories per hour (equivalent to running or high-intensity aerobics)
  • Heavy lifting and transport: 285–300 calories per hour for a 170-pound worker

Moderate physical work:

  • Manufacturing: 228 calories per hour (men), 180 calories per hour (women)

Office work:

  • Standing desk: 186 calories per hour for a 170-pound person
  • Sitting desk work: 100 calories per hour

As we transition from working with atoms to working with knowledge our bodies require a lot less energy to perform that work. Moving from construction work to sitting at a desk in an office requires 77.8 percent fewer calories per hour. Put another way, the calories needed to fuel one construction worker can power 4.5 office workers. The result is an economic system that creates more value with less resource consumption.

Fatal work injury rate

The Bureau of Labor Statistics reports on fatalities on the job:

Farming, fishing, and forestry are the most dangerous professions at 24.4 fatal injuries, with transportation and material moving at 13.6, and construction and extraction at 12.9. Office and administrative support are the least risky professions at 0.6. Farmers, fishermen, and loggers are more than 40 times likely than an office worker to be killed on the job. Moving from construction work to sitting at a desk in an office reduces the risk of a work fatality by 95.3 percent. Adjusted for population size, construction workers experience a work-related fatality rate more than 21 times higher than that of office workers.

And it was much worse in the past—something that we tend to forget when looking at present statistics. In 1900, deaths in the mining and oil extractions fields (lumped under mining) was estimated at 333 per 100,000 workers and remained that high through the 1920s. We can hardly comprehend just how good we’ve got it now.

Calorie-fatality index

If we combine these two factors into a calorie-fatality index and compare the construction and office industries, we note that office work is 99 percent lower than construction work on the index. Moving from blue-collar construction work to an office job indicates an overall improvement factor of 96.75 (or 9,575 percent) on the calorie-fatality index.

Find more of Gale’s work at his Substack, Gale Winds.

Yale Environment 360 | Accidents, Injuries & Poisonings

Mountain Lions Are Keeping Deer Off the Road, Study Finds

“Mountain lions in Washington state may be cutting down on traffic accidents by scaring deer away from roads, new research finds.

Deer often avoid open spaces, including roads, when predators are nearby. But while it has long been suggested that predators might tamp down on traffic collisions with prey, that has never been demonstrated in areas where big predators are well established, researchers say…

Researchers found that where mountain lions were active, deer avoided roads. Overall, deer in those areas were 15 percent less likely to be found near roads, which led to a 67 percent drop in the odds of a traffic accident involving deer. The findings were published in the journal Current Biology.”

From Yale Environment 360.

International Civil Aviation Organization | Accidents, Injuries & Poisonings

Global Airline Safety Improved as Accident Rates Fell in 2025

“One of the clearest indicators of progress is the global accident rate, which measures how many accidents occur per one million flight departures.

In 2025, the global accident rate improved from 2.6 to 2.2 accidents per million departures, a reduction of nearly 13 per cent. Put simply, airlines conducted more flights while experiencing fewer accidents overall.

The strongest safety improvement in 2025 occurred in the area of fatal accidents, in which at least one person loses their life.

The number of fatal accidents fell from 10 in 2024 to 4 in 2025, while the fatal accident rate declined by 60 per cent, from 0.27 to 0.11 fatal accidents per million departures.”

From International Civil Aviation Organization.

Insurance Institute for Highway Safety | Accidents, Injuries & Poisonings

Waymo’s Driverless Cars Crash Less Often Than People

“Waymo’s driverless cars are involved in fewer crashes than human drivers, but the federal system for monitoring automated vehicles needs improvement, a new study from the Insurance Institute for Highway Safety shows.

Per vehicle mile traveled (VMT), Waymo’s driverless vehicles deployed in San Francisco, Phoenix, Los Angeles and Austin were involved in 68% fewer crashes than human drivers, researchers found. The sample was restricted to crashes that a person would typically report to the police.”

From the study: “Overall, 22% of L4 crash involvements were deemed police-reportable or maybe police-reportable, and two thirds of these occurred in driverless operation. L4 vehicles were unlikely to be the striking vehicle or primary contributor to crashes. Waymo L4 vehicles in driverless operation had police-reportable crash involvement rates 68% lower than human drivers in the same areas and years. Waymo’s rate of rear-ending another vehicle was 91% lower; its vehicles’ rate of being rear-ended was 40% lower. These results apply only to the L4 vehicles in driverless operation that were studied.”

From Insurance Institute for Highway Safety.

World Health Organization | Accidents, Injuries & Poisonings

Road Deaths Fall by 21 Percent Globally

“Despite the addition of more than one billion motor-vehicles to the world’s roads, the global rate of road traffic deaths declined by 21% between 2011 and 2025, according to new data released by the World Health Organization (WHO).

The world has experienced profound changes in road traffic during this time with the emergence of new modes of transport and a sharp rise in motorcycle use. Despite this progress, however, road traffic crashes still claimed 1.16 million people's lives in 2025. Road traffic injuries remain the leading cause of death among children and youth aged 5–29 years.”

From World Health Organization.