Connecting talent, location and funding

Evaluate whether a region can support the next opportunity.

zScale Intellect is the full-stack AI research platform for regional economic development. It brings project demand, workforce capacity, education pipelines, regional assets and incentives together in one view of your region and forecasts what comes next.

Built for economic development teams, site selectors, expanding companies and career institutes making regional growth decisions.

Free to explore. North Texas today, more regions coming.

zScale Intellect
Nation›Texas›Dallas-Fort Worth›Kaufman County
WHAT THE DATA SAYS NOW
United StatesBLS · Oct 2, 2026
+0.3% payroll jobs
Job growth over the year to September 2026
Published
TexasTWC · Oct 16, 2026
+154,300 jobs, +1.1%
Texas grew more than three times as fast as the U.S.
Published
Dallas-Fort WorthCensus V2025
+123,557 residents
July 2024 to July 2025, the second-largest metro gain in the U.S.
Published
Kaufman CountyCensus V2025
+5.7% residents in one year
Third-fastest among U.S. counties of 20,000 or more
Published
Texas jobs in 2026Dallas Fed · Oct 19
+0.9% range 0.6 to 1.2%
Down from 1.7% expected in August
Forecast
ZSCALE READINGWhen a county grows this quickly, the next questions are where new residents will work, which skills they bring and whether sites and training can keep pace.

Example region: Kaufman County, Texas. Sources: BLS, Texas Workforce Commission, U.S. Census Bureau Vintage 2025, Dallas Fed.

REGIONAL SIGNALS ZSCALE INTELLECT IS TRACKING

PublishedKaufman County+5.7% residents in one yearCensus V2025ForecastTexas jobs in 2026+0.9%, range 0.6% to 1.2%Dallas Fed, Oct 19, 2026PublishedDallas-Fort Worth+123,557 residentsCensus V2025PublishedTexas+154,300 jobs, +1.1%TWC, Oct 16, 2026PublishedHarris County+48,695 residents, most in the U.S.Census V2025PublishedUnited States+0.3% payroll jobsBLS, Oct 2, 2026PublishedCollin County+42,966 residentsCensus V2025PublishedWaller County+5.7% residents in one yearCensus V2025
Built to look ahead

Know what your region will need before the hiring starts.

zScale Intellect forecasts what your region will need next. It connects announced projects and their hiring timelines with the occupations, training programs and outside forecasts behind them, so your team can plan training, sites and incentives ahead of demand.

  • Project pipeline. Announced projects mapped to the occupations and hiring dates they need.
  • Forecasts with ranges. zScale and outside forecasts shown with their range, date and source.
  • Labeled estimates. zScale figures are marked as ours and kept apart from published data.
Population growth by county, July 2024 to July 2025

Texas holds nine places on the two national county growth lists.

RESIDENTS ADDED · U.S. RANK
Harris #1
48,695Collin #2
42,966Montgomery #4
30,011Fort Bend #8
24,163Williamson #9
23,814
PERCENT GROWTH · U.S. RANK, COUNTIES OF 20,000+
Waller #2
5.7%Kaufman #3
5.7%Liberty #8
4.4%Caldwell #10
4.2%

Why it matters: Texas is adding people faster than almost anywhere in the country. When a county grows this quickly, local leaders need to know where new residents will work, how they will get there, where they will train and whether the tax base can keep up. That is what zScale helps them answer.

U.S. Census Bureau, Vintage 2025 county estimates, released March 26, 2026 · Published

Inside a workspace

The full research stack for your region.

Each workspace gives you six views of your region, from the national picture down to a single site. You can connect a project with the people, sites and funding it needs, and see outside forecasts next to the published numbers so you can plan for what is likely to happen next.Scan your region free →How the platform works →

01 · Region Home

From the whole country to one city

Start with the national picture and zoom in step by step. At every level you see what the numbers say and where they came from.

Dallas-Fort Worth counties with Kaufman County highlighted
02 · Workforce

Who lives within a commute

What people nearby do, what they earn and which schools are training the next hires.

Professional servicesManufacturingTrade and transportationLeisure and hospitalityInformationProfessional servicesManufacturingTrade and transportationLeisure and hospitalityInformation
WeldingElectrical techniciansNursingSoftware developersHVACCDL driversWeldingElectrical techniciansNursingSoftware developersHVACCDL drivers
Community collegesUniversitiesCareer institutesApprenticeshipsLayoff noticesCommunity collegesUniversitiesCareer institutesApprenticeshipsLayoff notices
03 · Business and education

Which industries are growing

Jobs added and lost by industry, new and closing businesses, and the programs that train for them.

04 · Sites, fiscal and costs

What it costs to build here

The tax base, the tax rate, the roads and power that serve a site, and what a new facility would cost over ten years.

Project A · manufacturingWeldersMachinists
Project B · data centerElectriciansTechs
Project C · logisticsWeldersElectricians
05 · Projects and collision · Release 3

Projects that need the same people

When several new projects nearby need the same kinds of workers, you will see it early, before hiring starts.

TEXAS JOBS IN 2026 · DALLAS FED
+0.9%
FORECAST · RANGE 0.6% TO 1.2%
06 · Forecasts

Predictive analysis and forecasts

zScale forecasts of workforce demand, set beside outside forecasts with their ranges and dates, so you can plan for the likely outcome and the alternatives.

Before you commit

Check the six things every project needs before hiring starts.

A project succeeds when the people, the site and the funding are ready at the same time. For each of the six areas below, zScale shows what is already known, what still needs to be checked and who can confirm it, so everyone involved knows the next step.

01People

Roles, wages, qualifications and hiring dates

02Businesses

Suppliers, processes and free capacity

03Sites

Space, utilities, permits and timing

04Training

Seats, instructors and accepted credentials

05Keeping people

Transport, childcare and onboarding

06Money

Allowable costs, match and deadlines

Pilots

A 90-day pilot covers one region and up to five questions.

It includes one workspace, a written evaluation and three working sessions. The zScale team scopes each pilot to the region and the questions, then sends a proposal.

Frequently asked questions

Regional evaluation, explained.

Short answers to the questions buyers and AI search tools ask most.

What is regional evaluation?

Regional evaluation measures whether a region can support a project or an industry. It combines jobs, commuting patterns, wages, colleges and training, the local tax base and announced projects, with each figure tied to its public source and release date.

Where does zScale Intellect get its data?

From public sources: the Bureau of Labor Statistics, the U.S. Census Bureau, the Texas Workforce Commission, the Federal Reserve Bank of Dallas, the Texas Comptroller, IPEDS and O*NET. Key indicators are checked every week for new releases.

Which regions are covered?

North Texas is available now, starting with Dallas-Fort Worth. The method applies to any U.S. region, and the zScale team can tell you what is available for yours.

Who uses zScale Intellect?

Economic development organizations without an in-house research team, site selection consultants, expanding companies and career institutes.

Do we need to share confidential information?

No. Workspaces start from public data. Projects you add stay private to your workspace.

How does a pilot work?

A 90-day pilot covers one region and up to five questions, with a written evaluation and three working sessions. Contact the zScale team for a proposal.

What does zScale Intellect do?

zScale Intellect is the full-stack AI research platform for regional economic development. Each workspace gives your team the full research stack for one region: labor market and workforce data, industries and employers, colleges and training programs, sites and the tax base, announced projects and outside forecasts. Every figure carries its source, release date and a label that says what kind of figure it is.

Does zScale Intellect include forecasting?

Yes. zScale Intellect forecasts workforce demand for your region by connecting announced projects with the occupations and hiring dates they need. Workspaces also show outside forecasts, such as the Dallas Fed forecast for Texas jobs, with their range and date. zScale forecasts are labeled as ours and kept separate from published data.

How is zScale Intellect different from a labor market data tool?

Labor market data tools focus on jobs, wages and occupations. zScale Intellect starts from a decision your team needs to make and brings labor market data together with projects, sites, training, incentives and forecasts for that region. Each figure is labeled as published, calculated, estimate, forecast or zScale reading, so readers can see where it came from.

Is there a free version?

Yes. The free Region Scan shows jobs, leading occupations, employer updates and colleges for selected North Texas counties and Dallas-Fort Worth cities, with the source and as-of date for each number.