Whatever you’re building,
the labor market
data layer is done.
GWIX is a global labor market data platform with 130+ pre-configured feature sets optimized for AI learning and analysis. It is continuously updated, sourcing 1–2M new records daily from 800K+ websites across over 240 countries. The Universal Taxonomy Bridge™ ensures data can be aligned to any internal or industry taxonomy. This delivers the structured, real-time data infrastructure that products, models, and analytical systems need to perform at any scale.
Labor market data is a long-standing
pain point — and AI is making it worse.
Labor market data encodes economic activity, investment risk, regional growth, corporate health, and policy effectiveness. The world has been making consequential decisions on data that is too slow, too fragmented, and too unreliable to trust — and the rapid growth of AI is significantly compounding the damage.
Traditional surveys and government datasets lag market reality by 6–18 months. By the time data is published, labor markets have moved — and the products, models, and analyses built on that data have already inherited the error.
Dozens of incompatible sources with inconsistent role taxonomies, geographies, and formats mean that assembling global labor market coverage from scratch is a years-long data engineering project — before a single analysis is run.
Self-reported and survey-derived data carries systematic bias at the point of collection. The resulting signals — used to inform investment decisions, policy, AI training, and workforce strategy — are statistically compromised before they are ever analyzed.
Unstructured, stale, and non-standardized data breaks AI models. Every system built on bad labor market data inherits its flaws at scale — and in an era of accelerating AI deployment, that risk compounds faster than ever.
GWIX is data infrastructure —
not an analytics tool.
GWIX is an API, feed, and licensed dataset platform. It doesn’t surface dashboards or reports — it delivers the continuously refreshed, globally normalized labor market data that powers the products, models, and analyses of organizations across every industry.
The world’s labor market, structured and delivered on your cadence.
Every day, GWIX ingests, structures, and normalizes 1–2 million new data records from nearly one million publicly-available source websites. The result is the most current, comprehensive, and AI-ready labor market dataset in existence — available via API, bulk feed, or licensed data package.
The Universal Taxonomy Bridge™ normalizes 24,000+ occupational roles across geographies, industries, and classification systems. It also maps in both directions: organizations with proprietary job architectures can translate their own internal taxonomies to GWIX standards, enabling immediate integration with no remapping work.
Whatever you’re building — the data layer is already done.
Continuous Ingestion
800K+ source websites crawled daily across over 240 countries — 1–2M new records captured per day
Taxonomy Normalization
Universal Taxonomy Bridge™ maps 24,000+ roles across all major classification systems and geographies — and translates client taxonomies to GWIX standards
Signal Extraction & Structuring
Compensation, skills demand, hiring velocity, and role requirements extracted, standardized, and indexed by role, location, industry, and experience level
Quality & Bias Validation
Systematic bias detection and statistical validation on every dataset refresh — reviewed against 15 published AI data best-practice dimensions
Delivery
REST API · Snowflake · S3 · BigQuery · Redshift · SFTP — on your cadence, to your stack
labor market dataset.
10+ years of continuous operation. No other platform comes close in geographic breadth, role depth, or data freshness — and the gap widens every day.
Labor market data powers decisions
across every industry.
Labor market data is not just an HR signal. It encodes economic activity, investment risk, regional growth, corporate health, policy effectiveness, and demographic change. GWIX delivers it as a platform — embedded into the products, models, and analytical systems of organizations across eight sectors.
Reliable models require reliable training data. GWIX provides structured, continuously refreshed, bias-validated labor market data reviewed against 15 published AI data best-practice dimensions — purpose-built for AI pipelines, not adapted from HR infrastructure.
Labor market demand is a leading indicator of economic activity, sector health, and equity performance — available through GWIX weeks or months before official statistics. Embed it as a signal in models, terminals, and investment research products.
Assembling global labor market coverage from scratch is a years-long data engineering project. GWIX eliminates it — delivering a standardized, continuously refreshed feed that integrates directly into enterprise data stacks via Snowflake, S3, BigQuery, or Redshift.
Embed real-time labor demand and compensation signals directly into your platform. Give your customers market rate visibility, demand forecasting, and talent supply intelligence — built on the world’s most comprehensive source dataset.
Real-time labor market data enables governments and policy agencies to monitor employment trends, calibrate wage and immigration policy, and respond to labor market disruptions as they develop — rather than months after official statistics confirm them.
The world’s deepest longitudinal labor market dataset — from Stanford to Cambridge. GWIX data powers published labor economics research that is reshaping how economists model employment, compensation dynamics, and workforce change at a global scale.
GWIX delivers the labor market signal faster than any government report. Embed real-time employment and compensation data into journalism, indices, and economic publications — with global coverage and daily freshness no official source can match.
Replace the static salary ranges and outdated benchmarks your product currently relies on. Embed a continuously refreshed, globally normalized compensation and demand data feed — and deliver market intelligence your customers can actually act on.
No other data source
comes close.
GWIX is differentiated on every dimension that matters to data buyers: freshness, breadth, depth, structure, and global scale. See how it compares.
| Provider | Real-Time | Global Coverage | Structured / API | AI-Ready | Role-Level Pay Depth | OEM Licensing |
|---|---|---|---|---|---|---|
| GWIX™ | ✓ Daily refresh | ✓ 240 countries | ✓ Full API + bulk | ✓ Structured & validated | ✓ 24,000+ roles | ✓ Available |
| HR & Labor Market Data | ||||||
| Lightcast | ~ Weekly+ | ~ US/EU focus | ✓ | ~ Partial | ~ Limited pay depth | ✗ |
| LinkedIn Econ. Graph | ~ Platform-limited | ✓ Global | ✗ Walled | ✗ | ✗ No pay data | ✗ |
| Mercer / Radford | ✗ Annual survey | ✓ Global | ✗ Report-only | ✗ | ✓ Deep but dated | ✗ |
| ADP DataCloud | ~ Monthly | ~ ADP client base | ~ Partial API | ~ Partial | ~ Payroll-derived | ✗ |
| Economic Data Aggregators | ||||||
| Haver Analytics | ~ Gov. release cadence | ✓ 290+ databases | ✓ Time-series API | ~ Official stats only | ✗ No role-level data | ✗ |
| CEIC Data | ~ Gov. release cadence | ✓ EM + DM markets | ~ Limited API | ~ Official stats only | ✗ No role-level data | ✗ |
| Bloomberg / Refinitiv | ✓ Real-time macro | ✓ Global | ✓ Terminal / API | ~ Financial data focus | ✗ Macro only, no role depth | ✗ |
| Moody’s Analytics | ✗ Forecast-based | ✓ Global models | ~ Report + API | ~ Macro modeling | ✗ Employment outlook only | ✗ |
Why the world’s leading platforms
run on GWIX.
Every new record collected, partner integrated, and taxonomy mapped makes the platform more valuable to every organization running on it. This is a dataset that compounds — and the gap between GWIX and alternatives widens with every passing day.
Longitudinal depth no new entrant can replicate. Time-series labor market data going back over a decade — the foundation for trend analysis, forecasting, and AI training that improves with age.
2B+ archived records from 800K+ source websites across over 240 countries. At this scale, the data isn’t a sample of the market — it is the market.
The Universal Taxonomy Bridge™ maps GWIX standards to any internal or industry taxonomy — and translates proprietary frameworks back to GWIX. Once integrated, the switching cost is zero and the value is permanent.
Each new data partner — Aon, Korn Ferry, and others — adds complementary data, distribution reach, and cross-validation that makes the platform more accurate and valuable for every other user on the network.
Structured, bias-validated, continuously refreshed labor market data is one of the scarcest inputs in AI development. GWIX is purpose-built for AI pipelines — not adapted from survey infrastructure — and that distinction compounds as AI deployment accelerates.
Powering products and research
across industries.
From global professional services firms and Fortune 500 enterprises to leading research universities, GWIX data is embedded in the platforms, models, and analyses of organizations that set the standard in their fields.
The global labor market dataset.
Ready to integrate.
See how GWIX data performs in your stack — whether you’re building a product, training a model, or embedding a signal into an existing platform.
Questions? Contact us at info@gwix.com · Operated by Market Advantage Inc.