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01 / 05
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.

Waypoint | Motor Vehicles

Waymo Takes Riders Further, Safely with Freeways

“The open road symbolizes freedom and unlimited possibility – highlighted especially by the ease and speed by which freeways allow us to get where we’re going. Waymo is now bringing that experience into the autonomous driving age, as we begin welcoming riders to use Waymo on freeways across the San Francisco Bay Area, Phoenix, and Los Angeles. 

We’re offering freeway access to a growing number of public riders and will introduce the service to more over time, including as we expand freeway capabilities to Austin, Atlanta, and beyond – always guided by our commitment to safety and service excellence. Freeway trips make Waymo even more convenient and efficient, whether you’re headed to Sky Harbor International Airport, cruising from Downtown LA to Culver City, or commuting in our newly expanded Bay Area service.

Today [11/12/25], we’re also opening access across the entire Peninsula, expanding service from San Francisco all the way down to San Jose, including curbside service at San Jose Mineta International Airport (SJC).”

From Waypoint.

Notes from Poland | Accidents, Injuries & Poisonings

Poland Records EU’s Joint-Biggest Decline in Road Deaths

“Poland has recorded the joint-largest decline in road deaths among European Union countries over the last five years. During that time, it has also fallen from having the third-highest fatality rate in the bloc to the joint-seventh highest.

Last year, Poland recorded 52 road deaths per million inhabitants, according to new figures from Eurostat, an EU agency. That number was 35% lower than in 2019, with only Lithuania recording an equally large decline.”

From Notes from Poland.

Asimov Press | Accidents, Injuries & Poisonings

An Antivenom Cocktail, Made by a Llama

“Today [10/29/25], researchers reported in Nature how a llama and an alpaca were injected with venoms from 18 of the most deadly snakes on the African continent to make a broad-spectrum antivenom, the product of a vast amount of experimental work, spanning years of effort. By isolating antibodies from these animals, expressing more than 3,000 recombinantly in engineered E. coli cells, and combining eight, the resultant antivenom prevented venom-induced death in mice injected with 17 of Africa’s most lethal elapid snake venoms. And while this antivenom has yet to move into phase I trials, it offers greater protection to mice than Inoserp PAN-Africa, a commercial antivenom approved by the WHO that was specifically developed for snakes found in sub-Saharan Africa”

From Asimov Press.

Mongabay | Accidents, Injuries & Poisonings

AI System Prevents Deadly Elephants Encounters in India

“Engineer-turned-conservationist Seema Lokhandwala has developed an AI-powered device that listens for elephant vocalizations and plays sounds like tiger roars or buzzing bees to drive herds away from villages near India’s Kaziranga National Park.

Early field trials show the device is about 80% accurate in detecting elephants and 100% effective in deterring them, gaining support from local communities and forest officials despite limited funding.”

From Mongabay.