Lesson 8 of 9 · about 16 minutes
The Case For and the Case Against
You'll be able to
- State the best evidence for data centers: tax base, grid investment, construction spending and low service demand
- State the best evidence against: cost shifting, water and power strain, incentive cost and few permanent jobs
- Identify which disputes are about facts and which are about values
- Say where the evidence is clear and where it is still open, giving each side its strongest form
People on both sides of a data center fight usually have a real point. The job of a resident, advocate or official trying to decide is to find each side's best argument, check it, and say where it holds and where it does not. What follows gives each case in its strongest form, with the evidence each one actually rests on.
The case for
A large tax base that asks little back
A campus with a billion dollars of buildings and equipment adds a large block of taxable value. It sends no children to school, generates little traffic after construction, and makes few calls on police or social services. JLARC found that in five mature Virginia localities, data center revenue ran from under 1 percent to 31 percent of all local revenue. Counties at the top end have used that money to hold down residential tax rates or fund schools and roads. Even after an abatement, the remaining property tax can exceed what the land paid as farmland many times over.
Grid investment paid for by someone else
New substations and lines built for a data center can strengthen the grid for everyone nearby. Under a full-cost contract, the customer pays. Idaho Power's 2022 application for Meta's affiliate said the company would pay all costs of a 200 MW solar purchase agreement so other customers were not harmed. Ohio's 2025 tariff makes large data centers pay for 85 percent of subscribed capacity for up to 12 years whether they use it or not. A steady customer that pays full cost spreads fixed costs over more sales, which can lower rates for others.
Construction spending and well-paid jobs
JLARC estimated the Virginia industry supports about 74,000 jobs and $9.1 billion in GDP a year, mostly through construction. The 2025 incentive review found 84 jobs per $1 million of exemption, better than the average state incentive. Permanent jobs are few but pay well, and construction brings months of spending at local hotels, restaurants and suppliers. An independent Brookings analysis by Dany Bahar and Greg Wright (updated August 2026), comparing counties that got data centers with counties whose announced projects were canceled, found data processing employment up about 56 percent over the first decade of operation.
The demand is real
The IEA projects global data center electricity more than doubling to about 945 TWh by 2030. Someone will host that load. A community that sets clear terms has more say over how it is built than one that refuses and watches it land in the next county anyway, along with the tax base.
The case against
Residents and farmers may pay for the grid
JLARC estimated a typical Dominion residential customer's generation and transmission costs could rise $14 to $37 a month by 2040 under strong data center growth. Ari Peskoe and Eliza Martin of Harvard's Environmental and Energy Law Program, after reviewing nearly 50 proceedings, argue that utilities have often offered discounted terms and pushed costs onto other ratepayers. In Idaho, Adam Young, a Bingham County farmer writing a February 2026 guest column in the Idaho Capital Sun, reported Idaho Power's farm demand charge rising from $6.94 to $16.50 per kW between 2021 and 2026 and argued that large new loads drive it. Tariffs can protect against some of this, but shared transmission and new generation are hard to fence off entirely.
Water and power are local and finite
A single evaporative-cooled campus can use as much water as thousands of households, and it peaks on the hottest days when cities also peak. Han, Li, Wierman and Ren (2026) estimate national new water capacity needs of hundreds of millions of gallons a day through 2030. A large campus can also equal a sizable share of a utility's current peak, forcing new plants whose costs and emissions last decades.
Incentives cost more than they return
Virginia's exemption returned about 48 cents in state revenue per dollar given up. A University of Georgia study cited by researcher Tommy Turner in an October 2026 Cardinal News opinion piece found only about 30 percent of data centers there could be attributed to the state's exemption, meaning most of the subsidy went to projects that would have come anyway.
Few permanent jobs and long commitments
About 50 operating jobs per building, half contractors, per JLARC. Idaho's exemption requires 30. The same Brookings study that found job gains found no change in county wages and home prices up 2 to 5 percent. Meanwhile the community commits land, water rights and grid capacity for decades, and a PILOT can lock in low rates for 20 years.
The process is often closed
NDAs, code names and shell companies can mean key decisions get made before residents know who the customer is. Tucson's Project Blue became a case study in how that erodes trust.
| Question | Factual or values? | What could settle it |
|---|---|---|
| Will residential rates rise because of this project? | Factual, with uncertainty | Cost-of-service testimony, contract terms, commission order |
| Will the aquifer support it on a peak day? | Factual | Hydrology, water right review, peak-day demand figures |
| Would the project come without incentives? | Factual, hard to know | But-for studies, site-selection records |
| Is an industrial campus right for this valley? | Values | Public process and elections |
| Is supporting AI growth a good use of local resources? | Values | Public debate |
Where the evidence points
Some things are clear. National data center electricity use is a single-digit share today and growing fast. Most individual sites use modest water, and a few use a lot. Permanent jobs are few relative to investment. Construction drives most economic benefit. In Virginia, the best-studied case, the sales tax exemption returned less in state revenue than it cost, though more than most other incentives. And whether other ratepayers pay depends on contract terms that are public in a commission docket, if you go read them.
Other things are unsettled: how many proposed projects will actually be built, how much load growth the high forecasts overstate, and whether large-load tariffs will hold up in practice over a decade. Treat those as open.
Common mix-ups
- Claim: A fair debate gives both sides equal time no matter what. What the evidence shows: A fair debate gives each side its best evidence and then says where the evidence points.
- Claim: Opponents are against technology and supporters are bought. What the evidence shows: Irrigators, conservation groups, county budget officers and utilities have specific, documented interests. Name the interest and skip the caricature.
Reporting angle
- Interview at least one person who stands to gain money and one who stands to pay, and ask each for documents.
- Ask supporters for the contract terms that protect ratepayers. Ask opponents for the specific cost they expect and its source.
- Label values disputes as values disputes.
- Give readers the open questions with the dates when they will be answered (hearing dates, permit decisions).
Research angle
- JLARC Data Centers in Virginia: Virginia's state audit of the industry.
- Cardinal News on the Virginia tax break: What the state study found on return per exemption dollar.
- Harvard EELP, Extracting Profits from the Public: Peskoe and Martin on who pays for big tech power.
- Small Bottle, Big Pipe (arXiv): Han, Li, Wierman and Ren on water per query.
- Brookings on data center jobs: Bahar and Wright on employment effects.
- IEA Energy and AI summary: The short version of the global demand projections.
- Idaho Capital Sun column on farm bills: Local account of rate pressure.
Check yourself
1. Which fact from JLARC's 2024 report is strong evidence for the local tax-base argument?
JLARC found data center revenue ranged from under 1 percent to 31 percent of local revenue in five mature localities.
2. Which fact is strong evidence for the cost-shifting concern?
That estimate, in constant dollars, is a quantified risk to residential bills if growth is built out.
3. A resident says, 'Even if the numbers pencil out, I do not want an industrial site next to farmland.' What kind of disagreement is this?
It does not depend on the numbers. Values disputes should be labeled as such instead of pretending a study can settle them.
4. What is 'false balance' in a public debate like this one?
Fairness means giving each side its strongest evidence and saying where the evidence points when it is clear.
5. Why might a data center help keep rates down for other customers, under the right contract?
High load factor and full-cost contracts can lower average fixed cost per kWh. Without those terms the effect can reverse.
Terms in this lesson
- False balance
- Presenting two claims as equally supported when the evidence favors one.
- Steelmanning
- Stating an opposing argument in its strongest form before responding to it.
- Stranded cost
- Investment a utility made that customers still pay for after the asset stops being needed, such as a line built for a load that left.
- Values dispute
- A disagreement about priorities, such as land use or community character, that facts inform but cannot settle.
Sources
- JLARC, Data Centers in Virginia (2024) checked 2026-10
- Cardinal News, Data center tax break was Virginia's 2nd best incentive (June 19, 2026) checked 2026-10
- Cardinal News, Researcher: The data center jobs are real (Turner, Oct. 5, 2026) checked 2026-10
- Harvard EELP, Extracting Profits from the Public (Peskoe and Martin, March 2025) checked 2026-10
- POWER Magazine, Regulator Approves AEP Ohio's Data Center Tariff checked 2026-10
- Han, Li, Wierman, Ren, Small Bottle, Big Pipe (arXiv 2603.02705) checked 2026-10
- Idaho Capital Sun, Data centers and other new large loads are driving sharp increases in Idaho farmers' electric bills (Feb. 23, 2026) checked 2026-10
- Idaho PUC, IPC-E-22-29 Application checked 2026-10
- Brookings, New evidence on data center employment effects (Bahar and Wright, updated Aug. 10, 2026) checked 2026-10
- IEA, Energy and AI: Executive summary checked 2026-10