Jobs, taxes, and what the local economy actually gets
Developers presenting data center projects usually lead with two numbers: jobs and tax revenue. Both numbers are real. Both are also routinely overstated, often by orders of magnitude, in early presentations. This brief explains what to look for.
Jobs
Data centers create three kinds of jobs, and they are very different from each other.
- Construction jobs. Many — sometimes thousands during peak construction. Temporary, lasting 18–36 months per phase. Most of these workers commute or are housed in temporary lodging, and many travel with the build from project to project. They are real jobs, but they generally do not become Hill County residents.
- Permanent operations jobs. Far fewer — typically 50–150 for the data center per phase, plus 25–50 for a co-located gas generation facility. These are higher paying and more permanent. Whether they go to Hill County residents depends entirely on the local-hire commitments in the CBA and the workforce pipeline built to support them.
- Spillover jobs. Restaurants, hotels, services, suppliers. These are real but modest, and they cluster near the construction phase rather than persisting at scale.
Reality check — When you hear a developer say “5,000 jobs,” ask which kind. The 5,000 is almost always construction at peak; the permanent number for county operations is more like 75–200 per phase. Both numbers matter; they just measure different things.
Taxes
A hyperscale campus can be the largest single addition a county has ever seen to its property tax roll — in absolute terms. But Texas has structured significant tax incentives for data centers that reduce what stays local:
- Texas sales tax exemption for qualifying data center equipment — the servers themselves, the largest cost item, are exempt from state sales tax.
- Chapter 312 property tax abatements — counties commonly grant 50–100% abatements for 7–10 years on the data center improvements.
- School district recapture (“Robin Hood”) — large new valuations in property-poor school districts increase recapture payments to the state, reducing the local school benefit.
After abatements and recapture, the net revenue retained locally in the first ten years is often a fraction — sometimes a small fraction — of the headline number. The full revenue arrives only after the abatement period ends.
What the CBA does
- Local-hire targets with claw-back. If the developer doesn’t meet the targets, they pay into a workforce development fund.
- Workforce pipeline investment. Funded curriculum at Hill College for welding, controls, millwright, and field-service trades.
- Road impact escrows. Pavement consumption is paid before construction, so the cost doesn’t fall on the county budget after the fact.
- Industrial Fire Officer position. A specialist hire that volunteer fire departments cannot otherwise afford.
Next in this series
What the Community Benefit Agreement does →
County Community Education Series · Prepared by Scope Technology and Manufacturing as advisor to Texas residents of unincorporated counties · May 2026