About

Turn proof of talent into funding.

zScale equips the institutions that build talent, colleges, EDCs and workforce boards, with the verified data to prove their pipeline, stand out from their peers and turn outcomes into funding.

The story

Why zScale exists

The data behind every regional economic decision exists. Business registrations, labor projections, academic outcomes, capital programs, corporate filings, agency reports. The information is public. Most of it is updated quarterly or better. The problem zScale solves is not access. It is connection.

A university provost designing a new program needs to see employer demand, regional wage trends and graduate outcomes side by side. An EDC director responding to a corporate prospect needs talent supply data, capital program eligibility and competitive benchmarks in the same view. A site selector evaluating Texas needs to compare regions across costs, talent pools and incentive packages in minutes, not weeks.

These decisions are happening every day, with the same underlying data. zScale is the connection layer that brings the data into the same conversation, in real time, in one query interface. The question driving the work: are the skills we are using today actually matching where the economy is heading tomorrow?

How we work

Operating principles

01

Data is the work

We do not sell models. We sell connected, verifiable, current data. Every signal in the platform traces back to a public source. Every recommendation comes with the underlying numbers attached.

02

Decisions are the unit

The platform exists to make specific decisions easier. A site selection. A program redesign. A capital application. A workforce strategy. We measure ourselves by whether the decision got made faster and with more confidence.

03

Speed is a feature

Most institutional intelligence takes weeks to compile. We aim for seconds. Real-time data means our customers can react to economic signals as they emerge, not after they have shaped the next quarter.

Founder & CEO

Built by an operator

Sushma Vadlamannati, Founder & CEO of zScale

Sushma Vadlamannati

Founder & CEO

We are living through one of the biggest economic shifts in a generation. In the age of AI, new kinds of work appear every few months and the skills the economy needs keep changing with them. The institutions that build our talent have to move just as fast to keep up.

That shift runs all the way down, into the programs colleges offer, the skills students build and the funding institutions receive. The hard part is seeing it clearly and early enough to act. The data to do that exists, but until now it has not been connected or current enough to use in the moment.

I spent 15 years inside Fortune 100 companies like T-Mobile, Nordstrom and Costco, building the data systems that kept large organizations current with fast-moving trends. zScale brings that same capability to the institutions that build talent, so they can see where the economy is heading, prove their outcomes and turn that into funding.

15 yearsEnterprise data at Fortune 100
$500M+Programs led
32+Startups backed and advised as an angel investor

What we publish

Open research, available to everyone

The Workforce Intelligence Brief

Bi-weekly research on the regional economic shifts shaping talent, capital and policy decisions.

Read the latest issue →

The Texas Talent Pipeline Tracker

A continuously updated public database of institutional expansions, corporate moves, innovation programs, talent pipelines and site selection signals across Texas.

Explore the tracker →

Tools (coming soon)

Region comparison, expansion readiness scoring, EDC directory and talent source finder. Self-serve tools for the people making regional decisions.

See what's coming →

Credentials

Built for institutional partnerships

zScale is operated by zScale Capital LLC and maintains the credentials required for institutional and government partnerships.

SAM.gov registrationActive
Unique Entity ID (UEI)DPKYDLDKEFG9
CAGE Code1A0X9
NAICS Codes541611, 541511, 541512, 541612, 541720, 541910
Legal entityzScale Capital LLC
State of registrationTexas

For procurement, partnership or formal contracting inquiries: sushma@zscalecapital.com

Common questions

What zScale is and who it serves

What is zScale?

zScale is the verified workforce intelligence layer for the institutions that build talent. Colleges, EDCs and workforce boards use it to prove their pipeline, stand out from their peers and turn outcomes into funding. We connect public labor market data, employer signals, program completions and graduate outcomes into one source of truth, built on THECB, BLS and IPEDS data and refreshed weekly. Institutions use the same numbers to make funding, curriculum and site selection decisions.

What is a workforce intelligence platform for community colleges?

A workforce intelligence platform pulls together labor market demand (job postings, employer expansions, BLS projections), program supply (your CIP completions and outcomes) and the crosswalk between them (CIP to SOC). For community colleges and technical schools, zScale turns that into actionable views: which programs feed which in-demand occupations, where curriculum gaps are opening, which credentials are losing market value and how graduate earnings track against regional self-sufficiency thresholds.

How does zScale align programs to labor market data?

zScale maintains an updated CIP-to-SOC crosswalk and feeds it with weekly job postings, BLS OEWS wage data, TWC projections and employer expansion signals across Texas. Every program in your catalog gets mapped to the occupations it feeds, color-coded by demand tier and flagged when wages, openings or growth diverge from regional benchmarks. Used by institutional research, registrar and academic affairs teams to defend curriculum decisions to boards.

What talent supply data does zScale provide for EDCs in Texas?

For economic development corporations and chambers, zScale tracks talent supply versus employer demand by metro and county across the DFW MSA and broader Texas. Site selection packages include program completions by CIP code, graduate outcomes, employer density, wage benchmarks and named partnerships between colleges and employers in the region. The same data powers regional comparison views for board reports and prospect responses.

How does zScale support HB8 compliance and graduate outcomes?

Texas HB8 ties community college performance funding to credentials of value, fundable awards (CBM009) and disadvantaged-learner capture (CBM00A 44A and 44B). zScale offers a free public HB8 readiness check that flags credential-of-value gaps, CBM009 misclassification risks and 44A/B capture issues across a college's program catalog. The output is a per-program readiness report ready for institutional research and registrar teams.

Who is zScale built for?

Community colleges, technical schools, economic development corporations, workforce boards and site selection consultants. Buyer personas span institutional research directors, registrars, academic deans, EDC research teams, workforce board program directors and corporate site selectors evaluating Texas markets.

Where does zScale operate?

zScale is headquartered in Texas and currently covers the Dallas-Fort Worth metropolitan area in depth (Tarrant, Dallas, Collin, Denton, Grapevine, Southlake, Frisco) with statewide Texas coverage expanding. The platform is built to scale to additional metros as institutional partners come online.

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

zScale is built for the specific buyers we serve. We do not ship a generic dashboard. The data is verified by the institutions themselves; scraped-postings vendors cannot claim that. The workflows are shaped around community college funding cycles, EDC site selection RFPs, board reporting calendars and registrar program-review timelines. You can also ask plain-English questions across the same data ("which programs should we cut", "where is HVAC demand growing fastest", "what does our talent pipeline look like for a 300-job manufacturing prospect") instead of building your own queries. The numbers stand on their own; the question layer is just a convenience.

Who is Sushma Vadlamannati?

Sushma Vadlamannati is the Founder & CEO of zScale. The thesis behind zScale is straightforward: in the age of AI new kinds of work appear every few months, and the institutions that build our talent have to see that shift early enough to act on it. Before zScale, Sushma spent 15 years inside Fortune 100 companies like T-Mobile, Nordstrom and Costco, building the data systems that kept large organizations current with fast-moving trends. She is also an active angel investor who has backed and mentored 32+ early-stage founders on business models, product-market fit and fundraising. She started zScale after working alongside universities, EDCs and workforce boards across Texas, where the recurring ask was the same: a way to prove the talent pipeline with verified data and turn outcomes into funding.

Get in touch

For demos, partnerships, press or research collaboration: sushma@zscalecapital.com