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GPTs Are GPTs: An Early Look at the Labor Market Impact Potential of LLMs

arxiv.org

1–10 of 235 posts

Re: GPTs Are GPTs: An Early Look at the Labor Market Impact Potential of LLMs

#2
==Occupations with no labeled exposed tasks==

Agricultural Equipment Operators

Athletes and Sports Competitors

Automotive Glass Installers and Repairers

Bus and Truck Mechanics and Diesel Engine Specialists

Cement Masons and Concrete Finishers

Cooks, Short Order

Cutters and Trimmers, Hand

Derrick Operators, Oil and Gas

Dining Room and Cafeteria Attendants and Bartender Helpers

Dishwashers

Dredge Operators

Electrical Power-Line Installers and Repairers

Excavating and Loading Machine and Dragline Operators,

Surface Mining

Floor Layers, Except Carpet, Wood, and Hard Tiles

Foundry Mold and Coremakers

Helpers–Brickmasons, Blockmasons, Stonemasons, and Tile and

Marble Setters

Helpers–Carpenters

Helpers–Painters, Paperhangers, Plasterers, and Stucco Masons

Helpers–Pipelayers, Plumbers, Pipefitters, and Steamfitters

Helpers–Roofers

Meat, Poultry, and Fish Cutters and Trimmers

Motorcycle Mechanics

Paving, Surfacing, and Tamping Equipment Operators

Pile Driver Operators

Pourers and Casters, Metal

Rail-Track Laying and Maintenance Equipment Operators

Refractory Materials Repairers, Except Brickmasons

Roof Bolters, Mining

Roustabouts, Oil and Gas

Slaughterers and Meat Packers

Stonemasons

Tapers

Tire Repairers and Changers

Wellhead Pumpers

Re: GPTs Are GPTs: An Early Look at the Labor Market Impact Potential of LLMs

#3
This is an incredibly interesting study and brings to light some crucial points that we, as a society, need to address sooner rather than later. As GPTs become more powerful and ubiquitous, they have the potential to reshape the labor market in ways we haven't seen since the industrial revolution.

Re: GPTs Are GPTs: An Early Look at the Labor Market Impact Potential of LLMs

#4
post #2

==Occupations with no labeled exposed tasks== Agricultural Equipment Operators Athletes and Sports Competitors Automotive Glass Installers and Repairers Bus and Truck Mechanics and Diesel Engine Specialists Cement Masons and Concrete Finishers Cooks, Short Order Cutters and Trimmers, Hand Derrick Operators, Oil and Gas Dining Room and Cafeteria Attendants and Bartender Helpers Dishwashers Dredge Operators Electrical…

[deleted]

Re: GPTs Are GPTs: An Early Look at the Labor Market Impact Potential of LLMs

#6
post #2

==Occupations with no labeled exposed tasks== Agricultural Equipment Operators Athletes and Sports Competitors Automotive Glass Installers and Repairers Bus and Truck Mechanics and Diesel Engine Specialists Cement Masons and Concrete Finishers Cooks, Short Order Cutters and Trimmers, Hand Derrick Operators, Oil and Gas Dining Room and Cafeteria Attendants and Bartender Helpers Dishwashers Dredge Operators Electrical…

Unfortunately, the great majority of these jobs are already being automated with basic robotics

Re: GPTs Are GPTs: An Early Look at the Labor Market Impact Potential of LLMs

#7
post #2

==Occupations with no labeled exposed tasks== Agricultural Equipment Operators Athletes and Sports Competitors Automotive Glass Installers and Repairers Bus and Truck Mechanics and Diesel Engine Specialists Cement Masons and Concrete Finishers Cooks, Short Order Cutters and Trimmers, Hand Derrick Operators, Oil and Gas Dining Room and Cafeteria Attendants and Bartender Helpers Dishwashers Dredge Operators Electrical…

I feel like everyone is trying to draw very linear conclusions about what LLMs will affect, almost as if it's a circle that will be cut out of the market.

But if we really get to the point where programmers can be replaced with LLMs, I expect something closer to swiss cheese: For example, if you're a meat packer, maybe you work someplace that doesn't want to pay for a fancy new machine that can do your job...

But a massive plummeting in the cost of software paired with a massive spike in the rate at which we develop things means machines will cost a lot less. Who knows what kind of material sciences advancements we'll see for example.

At that point the margins may be razor thin, but automation will start to work in places where it couldn't be done profitably before. I think things get a little dystopian from there, since I'd expect the employers still holding onto humans to essentially be holding all the cards. What good is a union when the "scab" is a machine with a one time cost?

-

(but again, this is all assuming LLMs reach a place that is seriously earthshattering)

Re: GPTs Are GPTs: An Early Look at the Labor Market Impact Potential of LLMs

#9
> Our findings indicate that the importance of science and critical thinking skills are strongly negatively associated with exposure, suggesting that occupations requiring these skills are less likely to be impacted by current language models. Conversely, programming and writing skills show a strong positive association with exposure, implying that occupations involving these skills are more susceptible to being influenced by language models...

Am I reading this correctly that the assumption here is that programming and writing skills aren't reliant on critical thinking?

There is also a table which indicates exposure to LLMs in various models and it shows Mathematicians to have 100% exposure. This bit is more puzzling to me. Maybe I am misunderstanding something here.

edit: styling

Re: GPTs Are GPTs: An Early Look at the Labor Market Impact Potential of LLMs

#10
post #6
post #2

==Occupations with no labeled exposed tasks== Agricultural Equipment Operators Athletes and Sports Competitors Automotive Glass Installers and Repairers Bus and Truck Mechanics and Diesel Engine Specialists Cement Masons and Concrete Finishers Cooks, Short Order Cutters and Trimmers, Hand Derrick Operators, Oil and Gas Dining Room and Cafeteria Attendants and Bartender Helpers Dishwashers Dredge Operators Electrical…

Unfortunately, the great majority of these jobs are already being automated with basic robotics

How is that unfortunate?
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