About the Data

The data housed on the NLx Research Hub has the following attributes:

NLx Research Hub Diagram v2.png
  • Real-Time: The jobs data at the NLx – the primary source for data available at the NLx Research Hub – is refreshed daily, capturing truly real-time labor market information as it comes available.

  • High-Quality: As a result of the intentional sourcing and vetting methods deployed to populate the NLx, there is a low incidence of duplicated and/or “junk” records. This results in a cleaner, more utile dataset from which to launch research inquiries.

  • Accessibility: The NLx data is not privately held, lowering barriers to access for state workforce partners and the research community.

  • Transparency: Sourcing information for the data featured on the NLx Research Hub will always be publicly available and robust to better facilitate the research and inquiry process.

  • Trusted Partners: NASWA and DirectEmployers have cemented long-standing relationships with states and employers around the country and globally. It is these foundational relationships – and the goal to maintain trust – that strengthen the NLx Research Hub.

  • Labor Market Representation: On a daily basis, there are 3 million jobs* featured on the NLx, including openings from small- and medium-sized employers that often aren’t found on any other source. We are committed to continuing to increase this representativeness in future years.

Technical Background

The data housed on the NLx Research Hub includes job posting records from approximately 2010 to the current year. Individual job posting records may include information such as: position title, location, job description, credentialing/education requirements, and other fields.

In July 2021, there were approximately 69,000,000 unique observations housed in the archival dataset with approximately 34 field headings. Though not all records and/or fields may be available to support all research requests and inquiries, this dataset represents a robust set of offerings to explore real-time job vacancy information.

Coming Soon: NLx Research Hub User Guide with data dictionary

Get more information on how NLx staff vet employers for inclusion in the NLx.

Visit the NLx Research Hub GitHub (beta)