Energversity

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CAPITAL

$2.0 Trillion Dollars has been spent since 2011 on wind & solar across the world. Another $5 Trillion has been appropriated by the US Congress through 2035 for tax credits, loans, grants, & spending via the "Inflation Reduction Act."

That's $291 Billion a year/ $799M/day or $33 million per hour. 

The ROI from that spending has been about 1%. Meaning that for every 99 dollars spent it's getting back 1.

 $60 Trillion dollars would get the world to about 1/3 "clean energy" &  cost the USA 2 years of GDP.

China is building more coal fire power plants than the total of all plants in the world.

China is the #1 emitter in the world

Maybe they know that the efficacy of 'renewables' isn't so renewable. 

A wind mill has 34.8 % efficiency (on a good day)

A solar panel has 24.5% efficiency (on a good day)

A blended efficiency rate is just shy of 30% 

A better way of saying it, 70% chance it doesn't WORK when needed. 

The USA Taxpayer pays: 

0.5 cents to 2.5/kw for production - no cap, 10 years. ( PTC)

30% tax "credit" for every dollar spent on solar - no cap (ITC)

(Legislation in 2025 has required projects to have started construction by July 5th 2026 or be in service by December 27th 2027 to obtain them.)

Since 2010 over $150 Billion has been given in PTC and ITC.  That's about $300 for every women, man, & child in America or $1,200 per household.

(That $1200 per household is just shy of what 3 billion people earn in an entire year.)

With 100 GW of solar capacity & 120 GW of wind capacity in the USA (2021) that's $6.70/kw average given out by the government.

PROSPERITY

Sadly, 3 Billion people "live" off $2.50 a day and don't have stable electricity & clean water. That's 10 x the entire population of the USA.

About 75% of the world, 6 billion people are living off less than $10.00/day.

The average citizen in the USA makes $152/day, over 15x what 6 Billion people do.

It's 1875 and 74% of income was spent on food, clothes, & shelter. 

120 years later it's 1995 & only13% is spent on essentials for survival. Today it's even less & continues to decline exponentially. 

In the late 1800s 53% of people were in farming to produce enough food to live. 

Since then there has been a 95% drop in climate related death because of products & materials made from petroleum & natural gas especially the combustible engine & electricity. 

You see people used to be killed by the environment. It was HOSTILE to life. Today it still is but we have a way to fight back. 

Today 3% are farming & family members don't need to drop out of school to work the fields. 

Think clean water - 4 billion people don't have access to it in the world because they neither have electricity to run pumps nor the facilities to purify & distribute.  

Life span in 1900 was 40 today it's 79. Just about DOUBLED. 

Medical supplies, pharmaceuticals, & daily living products are NOT possible without oil & gas based products.

There are over 6,000 products made from Oil & Gas.

In the 1950s a household was considered wealthy if they had one vehicle & a color television.

 Today most homes have 3 vehicles, 4 televisions, 4 mobile phones, 4 computers/tables, 10 kitchen devices, 6 bathroom amenities, not to mention AC, water heater, that need stable & affordable electricity.

Simply put Oil & Gas are everywhere. It's living matter for living people.

California and Texas both account for 24% of all BTU (British Thermal Units) in the USA. 

BTU are the de facto measurement of energy. 

The are the very essence of life. 

Each year the USA consumes 100 quad trillion BTUs. 

Simply put it's called "Energy Density."

https://www.engineeringtoolbox.com/fossil-fuels-energy-content-d_1298.html

There is a direct correlation between quality of life & BTUs. 

Wind & Solar simply can't give the same output in term of BTUs that Oil, Gas, & Coal have been doing for 140 years. 

GEOPOLITICS

In 1972 the USA found itself rationing off gasoline & diesel because the Middle East decided they no longer wanted to supply oil to the USA. 

By 1977 a new Cabinet level department was created called the DOE.

Due to bringing domestic Oil & Gas to the surface our country is no longer reliant on foreign countries which are more than often "hostile."

13.5 million barrels a day of oil & 96 Billion Cubic Feet of Natural Gas are produced everyday in the USA. 

5 Million Barrels of Oil are exported each day making the USA a net exporter.

The USA is no longer dependent upon OPEC; changing the geo-political risk for the entire world. Less global military intervention. 

Wars in the Middle East are less likely as our domestic need is met at home. 

Peace deals have been signed & more are in development. 

The Abraham Accords have drastically impacted Middle East politics & war.

In February 2022 Russia invaded Ukraine and Oil broke above $100/bbl for the first time in a decade.

Northern Africa is fast becoming and area of interest with Nigeria & Egypt being a "Swing Producer." Hence, the increased activity of China on the continent. 

India is only in early birth for consumption of Oil & Gas. 

The world consumes 102,000,000 barrels or 4.3 billion gallons everyday. 

COMMERCE

 There are 1 Billion + vehicles in the world (out of 7.9 Billion people) 

 280 million vehicles

200,000 airplanes

 17 million boats

  3 TRILLION miles driven every year in the USA alone.

 Of those miles 450,000 are first time motorcycle purchasers. 

What about all the other toys, tech, entertainment, clothes, materials, etc. that you buy? 

How do they get to the USA?

Ships. 60,000 of them on the high seas everyday. 

You couldn't have the life you have today if weren't for those cargos carrying your stuff from the rest of the world.

Coffee beans from Africa & Latin America that didn't arrive would stop your Starbucks dead. 

What about avocados? Chile.

Chocolate beans? Africa.

Won't go on but hopefully you get the picture. 

So you eat good, while streaming Netflix on a huge screen, Instagraming your food on your phone at home or maybe ordering it delivered from an app.

Speaking of homes they don't work without electricity. 

ELECTRICITY

63% of electricity is from fossil fuels.

20% of electricity is from nuclear.

17% of electricity is from renewables. 

47% of all electricity is used for residential.

36% is for commercial.

16% for industrial. 

1% for transportation.

13 quadrillion BTUs are consumed every year in the USA. 

One human in America consumes 45 million BTUs every year.

Heating and cooling account for 55-60% of electricity usage.

Natural Gas is used to heat 76% of homes and commercial properties.

Average household uses 855 kw/month 

There are about 130 million households in the USA.

10,100,000 megawatts are demanded on average  - everyday  - in the USA.

3.7 Trillion  kilowatts were demanded in 2019 alone. 

Each American (330 million) consumes about 30 kw everyday.

National average household price is 13.0 cents/kw therefore $111/month.

EV's (Electrical Vehicles) will require an additional 200kw/month in "fuel."

 A person's electric bill would increase by 23% assuming the rate holds @ 13.0 cents/kw.

Moreover, 2,300,0000 megawatts would be needed to meet the demand for just one EV/house.

Most homes have 2.5 vehicles on average today.

There are 230 million vehicles in the USA alone.

Did you know there are 600 million people in Africa that don't have electricity which is 2.5 times the number of vehicles in the USA & twice the population of America. 

600 Million people in Africa without electricity yet we make them mine for metals & minerals to power our "clean energy."

In 2016, 140 "disturbances & unusual occurrences" were reported and in 2020 383 were reported. 

That's a 270% increase. In 2002 there were 23.

In that time, more "renewable energy" displaced coal & nuclear plants in accordance with the 2005 Energy Policy Act (i.e. subsidized tax credits for wind & solar).

Speaking of homes, how much land does it take to generate all those kilowatts? 

LAND

Think for a moment about the amount of land it takes to put in solar & farms. You don't hear about Oil & Gas farms do you?

Clearing green lands for solar panels - check. 

Making farmland un - workable due to wind farms - check.

Killing livestock to make way for solar farms - check.

It's all about "gravimetric density energy." Oil & gas is 80x. Solar, wind, & battery are about 1x-2x.

One Marcellus Natural Gas Well Pad (1,000 cu. ft. = 1 kilowatt):

5 acres 

12MMcf/day = 12,000 kw (12 MW)

2400 kw/acre

One 2 MW Wind Turbine:

5 acres

34.8% operation  = 696 kw

139.20 kw/acre   

One 2MW Solar Farm:

8 acres 

24.5% operation = 490 kw

                               8,000 panels & batteries (@ 250 watts/panel)                                      

61.25 kw/acre

The 'dirty' word NUCLEAR:

1 Uranium pellet = 1 ton of coal = 2.79 barrel of oil = 17,000 cf natural gas.

1 Gigawatt = 431 wind mills = 4,000 soar panels

640 acres/1 Gigawatt = 1562.5 kw/acre

As of 2020 there are 67,000 wind turbines in the USA and close to 3 million solar panels with capacity of 120 GW and 100 GW respectively.

That equates to 1.7 MW/windmill & 0.03MW/panel (0.3 kw/panel)

SOLAR

Lets not mention what goes into a solar panel right now (17 metals & minerals from hostile countries) but look at cost, size, weight, & most importantly ROI.

The "average" home uses 855 kw/month. So let's keep the math "simple."

1000kw/month x 12 = 12,000kw/yr for a 2,000 square foot home.

365 days = 32.8 kw/day & 731kw/sqft 

9.6 kw system (5 hours of sun and 0.8 derate factor i.e DC to AC)

$2.91/kw cost of materials & labor (panels only)

$27,936 cost of panels & install.

$7.500 in batteries (15kwh x $500) or 3 day supply. 

$35,436 total system cost (38 panels @ 250 watt/each)   

$140 mo/bill ($0.14 cents/kw) x 12 months = $1,680

35,436/$1,680 = 21.0

21 years to recover the cost of the system of which will have to be repaid again as the panels would now need to be replaced. 

What about the size?

One Panel is about 3' wide and 5' height. 

At 15 sqft/panel you're looking at needing 38 of them & 570 sqft of roof space. 

On a 2,000 sqft house that would be one side of an entire house completely covered in panels.

Now add in the weight of about 4 lbs/sqft and you're looking at 2,280 lbs or over a ton of weight (pun intended) on your roof. 

Many homes not built for this could buckle over time. 

Wait there's more?

Batteries. Lots of them. 

Speaking of batteries you know what uses even more of them?

Electric Vehicles (EVs)

ELECTRIC VEHICLE

 European Union electricity costs have increased 3x because of it's "green initiatives."  A gallon of gasoline is $5.80.

Depending on which state you're in the cost is more than half of that in the USA.

A single electric-car battery weighs about 1,000 pounds and requires 500,000 lbs of raw materials to be moved to get its metals.

EV's now weigh 500 + lbs MORE than other vehicles on the roads.

How will that affect roads designed for less weight per non-commercial vehicle?

Don't forget the need for an additional 7.9  million kw/day to "fuel" the EVs so an additional 79 BILLION cubic feet/day in NEW natural gas production to feed the power plants. 

That would be 88% increase from current consumption levels in the USA of 89 bcf/day. 

Well the average EV will need 200kw/month in charging. 

That is about a 25% uplift per home per EV from current consumption just on one EV.

With homes having an average of 2.5 vehicles that's a lot of NEW POWER GENERATION needed.

To meet the additional 7.8 million MW/day to charge all EVs (assuming all vehicles replaced with EVs) there would need to be an additional 9,750 natural gas power plants. (800 MW/ plant/day)

Ironically, China has about 10,000 coal fired power plants right now to make the solar panels, products, etc. used to charge the "clean energy EVs." 

How does the price of a new EV compare to a combustible engine? 

Average combustible engine vehicle (new) $47,000.

Average price for a new EV $55,000.

I'll leave you with this. Most EVs can't go over 150 miles without a charge. 

There are 4 "levels" of charge.

Level 1

1 kw (home outlet) 120 volts

5-6 MPHc (miles per hourly charge)

12-24 hours for full charge

Level 2

7 - 19 kw (tap your electric panel) 240 volts

25 MPHc 

5-10 hours for full charge

Level 3 ("Fast Charger")

50 kw (separate installation 3 phase) 

+/- 200 MPHc

30 mins to 1 hour for full charge

Level 4 ("Super Charger")

Commercial 

250 + MPHc

30 minutes or less (weather permitting)

There are over 115,000 gasoline stations nationwide and can fill up in less than 5 minutes or faster.

Better hope it doesn't go below freezing because that range goes down with it.

 Batteries don't like cold.

So unless you are short trips back and forth - good luck with that EV (better not forget you plug adapters)

PRODUCTS

Fossil fuels make possible over 6,000 daily products that enable the quality of life we all enjoy today. 

Here are only 56 of those 6,000

Clothing

Ink

Heart Valves

Crayons

Parachutes

Telephones

Antiseptics

Deodorant

Pantyhose

Rubbing Alcohol

Carpets

Hearing Aids

Motorcycle helmets

Pillows

Shoes

Electrical tape

Safety glass

Nylon rope

Fertilizers

Hair coloring

Toilet seats

Candles

Credit cards

Aspirin

Golf balls

Detergents

Sunglasses

Glue

Fishing rods

Linoleum

Soft contact lenses

Trash bags

Hand lotion

Shampoo

Shaving cream

Footballs

Paint brushes

Balloons

Fan belts

Umbrellas

Luggage

Antifreeze

Tires

Dishwashing liquids

Toothbrushes

Toothpaste

Combs

Tents

Lipstick

Tennis rackets

House paint

Guitar strings

Ammonia

Eyeglasses

Ice chests

Life jackets

Cameras

Artificial turf

Artificial Limbs

Bandages

Dentures

Ballpoint pens

Nail polish

Caulking

Skis

Fishing lures

Perfumes

Shoe polish

Antihistamines

Cortisone

Dyes

Roofing

Candles

Balloons

Rugs

Tires

Life Jackets

Toothbrush

Vehicle Interior

Vinyl 

MINING

 A single electric-car battery weighs about 1,000 pounds & requires 500,000 lbs of raw materials to be moved.

Ever see "Gold Rush" on Discovery? All the land moved to get some grams of gold? 

Now imagine that process for Rare Earth Metals (RREs).

That's "clean energy." 

Building one wind turbine requires 900 tons of steel, 2,500 tons of concrete & 45 tons of non-recyclable plastic.

Solar power requires even more cement, steel, glass, & RREs.

Global silver and indium mining will jump 250% and 1,200% respectively over the next couple of decades to provide the materials necessary to meet expected solar "demand."

Lithium, cobalt, manganese, are heavily used in batteries. 

These mines are located in child labor driven countries like Africa, Chile, Peru, & China.

It's estimated that there are 600,000 kids in Africa mining the metals & minerals.

China uses concentration camps to mine 70% of the worlds "Rare Earth Metals."

Here are the RREs (the "iums") & use cases:

Lanthanum - super conductive

Cerium - metal alloys

Praseodymium - magnets

Neodymium - magnets, lasers

Samarium - electric motors

Europium - lasers, magnets, electric motors

Gadolinium - cathode ray tubes

Terbium - magnets

Dysprosuim - magnets

Holmium - super conductive

Erbium - fiber optics, nuclear medicine

Thulium - radiography, high temperture super conductives

Ytterbium - stainless steel, crystal lasers

Lutetium - radiation

Scandium - Lighting, aluminum alloy 

Yttrium - fuel cells, magnets

Beryllium - nuclear power, telecom 

Gallium - semiconductors 

Germanium - solar cells, optics

Indium - chips, LCD screens

Niobium - satellites, electric vehicles, nuclear, jewelry 

Scandium - defense aircraft

Tantalum - gaming systems

Vanadium - oxidation 

China's control on RREs & Other Metals:

Antimony - 87%

Baryte - 44%

Bismuth - 82%

Flourspar - 64%

Gallum - 73%

Germanium - 67%

Indium - 57%

Magnesium - 87%

Natural graphite - 69%

Phosphorus Rock - 44%

Phosphorus - 58%

Scandium- 66%

Silicon Metal - 61%

Tungsten - 84%

Vanadium - 53%

Light RREs - 95%

Heavy RREs - 95%

Electric vehicles (EVs) contain 20 lbs -25 lbs of RREs.

Africa (where China has a massive presence) 64% of all Cobalt is mined in the DRC (Congo) 

Russia has near half of Palladium 

France 43% of Hafnium

Brazil is near 90% of all Niobium 

Indonesia is all about Rubber to nearly 33% of all supply

So what does the USA have?

Beryllium (90%) 

Helium (73%)

What does it take to "refine" the essential metals?

200:1 is the ration of ore need to be dug up, moved, crushed, and refined to produce Copper.

20 to 160 tons of ore to obtain 1 ton of neodymium 

Cobalt ratio from ore is 1500 tons to 1 ton. 

An EV will require 6x the materials to make it than today ICEV.

9x more is needed by a windmill than a natural gas power plant.

COMPUTE

Compute is industrial capacity for calculation. A data center turns electricity into answers: forecasts, drug candidates, fraud checks, factory schedules, and everyday AI tools.

Two kinds matter. AI already runs at national scale in buildings packed with specialized chips that need power, cooling, and fast links to other sites. Quantum computing is smaller and earlier. It uses quantum physics on a narrower set of hard problems — molecules, grid planning, materials, some optimization — that ordinary computers struggle with. Useful large-scale quantum machines are still a mid-term bet, not a 2026 mass product, but investment and early commercial use are already large enough to count.

The two are linked. AI is buying power, land, fiber, and talent now. Quantum is being built to attack some of the same bottlenecks, including energy planning and new materials for batteries, grids, and chips.

The International Energy Agency (IEA) reports that capital spending by the largest technology companies, much of it on data centers, exceeded $400 billion in 2025 and is expected to rise another 75 percent in 2026. McKinsey estimates global data-center investment could reach about $7 trillion by 2030. U.S. Census figures cited in 2026 put data-center construction above a $50 billion annual rate, larger than general office building for the first time.

That money buys concrete, steel, transformers, turbines, fiber, cooling, and labor. S&P Global research cited in 2026 found AI data centers and related high-tech spending accounted for a large share of U.S. private-demand growth in early 2025. McKinsey’s 2025 AI survey found about one-third of firms already scaling AI and 64 percent reporting innovation benefits — one reason planners treat the power and construction pipeline as durable through 2030.

Growth Rates and Spend:

Global   data-center electricity use: 485 TWh in  2025 (IEA): Projected: About 950 TWh  by 2030

Share of world   electricity: About 1.5% in 2024-25: Projected About 3% by   2030 (IEA)

U.S.   data-center electricity: 192 TWh in 2024, ~4.7% of U.S. use (DOE 2026): Projected 9.5%-15.3% by 2030

Hyperscaler   capex: Over $400   billion in 2025 (IEA) Projected+75% expected   in 2026:

Quantum   economic value (est.): $1B+ company  revenue in 2025  Up to $2.7 trillion value by 2035:

The most visible effect is on electricity. Data-center use grew 17 percent in 2025; AI-focused sites grew about 50 percent — far faster than the 3 percent rise in world electricity demand (IEA). A typical AI hall already uses as much power as about 100,000 homes. The largest sites now under construction will use many times that.

That load is also a buyer with long contracts and a high willingness to pay for reliable power. That combination is changing what gets built.

IEA figures put electricity generated for data centers at about 460 TWh in 2024, rising to more than 1,000 TWh in 2030. Renewables — wind, solar, and hydro — are expected to meet nearly half the extra demand through 2030, growing about 22 percent a year in this use. Gas and coal together still cover more than 40 percent of the added load in that window, because they run when sun and wind do not. Nuclear’s share grows later in the decade.

Long-term power contracts make new plants easier to finance. Microsoft signed with Constellation to restart Three Mile Island Unit 1 (about 835 megawatts), targeted for 2027. Amazon Web Services contracted with Talen Energy for up to 1,920 megawatts from Susquehanna. Conditional offtake deals between data-center operators and small modular reactor (SMR) projects grew from 25 gigawatts at the end of 2024 to 45 gigawatts by early 2026 (IEA). Those reactors are not all built. Compute is nonetheless one of the first large commercial buyers for a nuclear class that had struggled to find customers.

Gas turbines tell the same story. Global orders jumped about 70 percent in 2025, a 25-year high. AI is not the only reason, but it is a major one. Tens of gigawatts of on-site gas are proposed or in development for U.S. data centers. Once built, that capacity can also support nearby homes and factories when a campus does not need every megawatt.

A Congressional Research Service brief notes ways campuses can help the grid, not only strain it. Sites with their own generation can, where rules allow, send spare power out. Large customers that can briefly cut or shift load act as a shock absorber. McKinsey argues that plants, storage, and wires built for AI will still serve the wider economy after this construction wave cools. 

AI used on the grid itself is the second energy benefit. The IEA estimates that if existing AI tools were widely adopted in electricity, they could save up to $110 billion a year and unlock about 175 gigawatts of extra transmission capacity — more power on lines that already exist. Proven AI uses in energy-heavy industry can cut energy costs by 3 to 10 percentage points. Scaled up, existing AI energy applications could save on the order of 300 TWh, roughly the annual electricity use of Australia and New Zealand.

Compute uses a lot of power. It is also a tool that can make power systems cheaper and less wasteful. Both are true.

A modern AI data center is closer to a factory than an office: a building designed around power density, cooling, and uptime. AI server power density rose about 11-fold from 2020 to 2025 and is set to rise again by 2027 (IEA). One rack can draw as much peak power as dozens of homes.

Location now follows electricity and land. McKinsey notes some future campuses may draw 5 to 10 gigawatts — in the range of a large city’s power use — so more sites will sit next to generation rather than at the end of a long wire. Hybrid models are appearing: on-site plants, batteries (IEA sees 20–25 GW of storage that could sit inside data centers by 2030), microgrids, and direct deals with plant owners.

U.S. data-center construction is now its own Census category. Electrical work is commonly 45 to 70 percent of the construction budget. That is why electricians, not software engineers, are the binding constraint on many sites.

Brookings found that labor markets getting their first large data center see data-processing jobs rise about 56 percent over the first decade and telecom jobs about 43 percent — typically 100–200 jobs in those sectors in a treated county. Hyperscale campuses produce more telecom-ecosystem work than smaller halls. Construction employment jumps first; operations staff stay lean (a few dozen operators per 100 megawatts is a common rule; Microsoft’s Quincy site had hundreds of construction workers and on the order of 50 permanent staff). Lasting local gains are tax base, vendor contracts, and the fiber and substations other businesses can use.

  Chips in one building are useless if they cannot talk to chips in another, or to users. Fiber-optic cable — glass threads that carry light — is the road system. AI has turned that system from a telecom story into an industrial one.

The Fiber Broadband Association and RVA estimate the United States may need to nearly double long-haul route miles, from about 95,000 to about 187,000, and raise total fiber miles from about 159 million to about 373 million by 2029. Each new hyperscale campus needs, on average, about 135 route miles of new connectivity. Inside one large Meta campus planned for about a million graphics processors, a Corning executive put the internal fiber need on the order of 8 million miles.

Private capital is following. Prysmian committed $1.25 billion to three U.S. plants and up to 600 manufacturing jobs, more than doubling U.S. fiber output. Meta signed a Corning deal worth up to $6 billion. Lumen has reported nearly $13 billion of private connectivity contracts and plans to grow its intercity network from 17 million fiber miles at the end of 2025 toward 47 million by 2028. Verizon disclosed a dark-fiber agreement with Google worth more than $1 billion. U.S. providers passed a record 11.8 million homes with fiber in 2025.

  Households gain indirectly. Fiber built so two AI campuses can swap training data also carries calls, remote work, telemedicine, and school traffic.

 Public debate often treats AI as a threat to office work. The physical build is doing the opposite in the trades. Listings for data-center electricians rose more than tenfold from 2023 to 2026. Skillit put average pay on data-center construction around $81,800 in early 2026, about 32 percent above other commercial work. Indeed found installation and maintenance listings at data centers paid about 42 percent more than similar jobs elsewhere. Overtime in tight markets has pushed some electrician pay well into six figures 

The premium reflects a shortage. The Fiber Broadband Association and the Power & Communication Contractors Association have estimated a U.S. shortfall on the order of 58,000 tradespeople for the fiber build tied to this wave — about 28,000 construction workers and 30,000 technicians — with retirements making the longer-run gap larger. Industry comments put extra electrician demand over the next decade in the hundreds of thousands when AI load is included.

Tech firms are funding trade training because they cannot open buildings without it. Reporting in 2026 described more than $265 million in commitments from Meta ($115 million), Google ($50 million), and BlackRock ($100 million). Google is working with contractors and the International Brotherhood of Electrical Workers to lift apprenticeship enrollment. Meta launched a short fiber-technician pathway tied to site interviews. Short courses will not replace multi-year apprenticeships overnight. They do show compute demand pulling money into skills that have been scarce for years.

  The footprint spreads past the fence. Cushman & Wakefield, studying six major U.S. data-center markets from 2022 to 2025, found ecosystem firms accounted for 10.4 percent of new industrial leasing, rising to 14.4 percent in 2025. That supported an estimated 33,000 to 50,000 initial industrial jobs and, with suppliers and household spending, 81,000 to 124,000 jobs and about $11.6 billion a year in output. Every 100 megawatts of new capacity was associated with about 1,285 jobs across the chain and $344 million in output.

Two cautions. Permanent on-site jobs per dollar are low compared with a factory; Virginia and campus announcements often show one lasting operations job per tens of millions of dollars invested. Brookings found little overall local wage lift and a 2 to 5 percent rise in home prices, which helps owners and can pinch renters. Hyperscale sites locate first for power, land, and fiber, not tax breaks. Compute is a construction and supply-chain employer first, a long-run local payroll second, and a national productivity tool third.

Infrastructure is the means. The reason societies tolerate the power and land use is the work the machines do.McKinsey has estimated generative AI use cases could add up to $4.4 trillion a year across the functions it studied. A later McKinsey Global Institute analysis put about $2.9 trillion a year of U.S. value by 2030 if firms redesign whole workflows. Goldman Sachs Research has described a 15 percent cumulative lift to U.S. productivity and GDP after widespread adoption, while its nearer-term view is modest: AI’s current net addition to measured U.S. GDP growth is about 0.1 percentage point, with potential growth rising toward 2.3 percent in the early 2030s. McKinsey’s 2026 survey found 80 percent of respondents saying AI improved their own productivity and 50 percent saying it improved decisions, while only 37 percent of firms yet traced a clear profit impact. Tools show up in individual work first, in national accounts later.

Concrete uses are easier than headline dollars. The IEA notes energy use per AI task has been falling by an order of magnitude per year as models and chips improve, even as total use rises because more people use the tools. McKinsey has reported drug-discovery timelines cut by as much as 80 percent in some AI-assisted programs. Utilities are testing AI for outage prediction, equipment health, and renewable integration. Those are field trials and early deployments, not slogans.

Quantum computing is not a replacement for AI data centers. Ordinary computers use bits that are 0 or 1. Quantum machines use qubits that can hold more complex states, which helps on problems that explode when solved by brute force — how a molecule behaves, how to schedule a power system, how to search a huge set of options.

McKinsey’s 2026 Quantum Technology Monitor put potential economic value at up to $2.7 trillion worldwide by 2035. More than 300 companies, including Airbus, JPMorgan Chase, and utility E.ON, were working with quantum vendors. Firms booked more than $1 billion of revenue in 2025, with a path toward as much as $4.4 billion by 2028. Startup investment reached about $12.6 billion in 2025. The Quantum Economic Development Consortium counted 7,420 quantum-engaged organizations and 16,482 workers at pure-play firms. Governments announced on the order of $12.7 billion in new public funding in 2025.

Energy is an early customer. A World Economic Forum paper describes hybrid uses — quantum plus ordinary computers — for grid planning, asset scheduling, and materials research. Utilities including ComEd have started building the unusual support gear these machines need, such as deep cooling and reinforced power feeds. If hardware matures, payoffs include better batteries and catalysts, tighter renewable integration, and faster answers to dispatch problems today’s computers only approximate.

Quantum will also use energy and scarce materials. A 2026 ScienceDirect review warned that water and helium-3 could constrain a large fleet of fault-tolerant machines even if electricity stays inside previously modeled high-demand cases. Treat quantum as a high-upside research and early-commercial sector already creating specialized jobs, lab construction, and utility partnerships, with its largest economy-wide effects still ahead of 2030.

Compute is physical. AI is buying turbines, restarting reactors, pouring slabs, and stringing glass across states in 2026. Quantum is hiring specialists and signing utility pilots for problems current machines still cannot finish. Together they concentrate demand in power, construction, electrical gear, fiber, and cooling, and spread possible benefits across medicine, materials, grids, software work, and household tools that already save people hours.

The numbers that can be checked today are the infrastructure numbers: global data-center electricity on track to roughly double by 2030; U.S. data-center load on track for a high-single-digit to mid-teens share of national electricity use; hundreds of billions of dollars a year in tech capital spending; fiber route miles that may need to nearly double; construction wages already about a third higher on these sites; and a nuclear and gas order book that did not exist at this scale before AI campuses needed firm power. The larger productivity prize is still being earned, not banked. That is normal. Steel mills were built before the skyline they made possible was finished.