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Lightcast Changelog

All Lightcast product updates

Developer Changelog

We have released a revised version of demographics projections (2022-2033).

Analyst, Developer, Improvement, Improvement, Improvement, Talent · February 16, 2023

The 2023.1 run incorporated revisions to census estimates for 2020.  In some places, those estimates created a break in the timeseries with 2019, and that break in the series unduly influenced projected in-migration and out-migration.  Our new projections include newly released birth and death data from the CDC, which helps to mitigate the influence of the revised 2020 data.  This said, use demographic projections with caution.  Because of changes to birth, death, and migration patterns during COVID in 2020 and 2021, it is uncertain whether those new patterns represent a change in trajectory (for example, people leaving larger metropolitan areas and working remotely becomes a new normal), or a temporary aberration, and the next few years will look more like the late 2010’s rather than 2020-2021.  With data currently available, it is not yet apparent which trends will hold and which will break, and therefore there is more uncertainty in the projected population.

Revision to ZIP- and tract-level employment methodology

This datarun introduced new methodology for our ZIP and tract employment calculations. Our main source of employment data is QCEW, which publishes down to the county level, and we then model that county-level employment down to the ZIP and tract level. In our previous methodology, zip and tract distribution was based solely on DBUSA. While this distribution was generally in keeping with our previous distribution methodology based on Zip Business Patterns released by the Census, there were still shortcomings to this approach, particularly when there were mismatches in NAICS classification between QCEW and DBUSA.

Our new methodology seeks to address these shortcomings. In our new methodology, ZIP- and tract-level employment is grounded in the employment figures produced by LODES, which publishes data ZCTA and tract-level data at the 2-digit NAICS, providing a much more grounded high level estimates.  DBUSA is then used to distribute employment below the 2-digit NAICS, but has much more rigid guidelines provided by the LODES data.  Note that we do not attempt to match LODES exactly, since there are differences between LODES and QCEW – rather, we use LODES as a control to inform our distribution of QCEW employment, without matching LODES exactly.

Suggested Similar Occupations

Analyst, Developer, Talent · February 3, 2023

Now when you enter an occupation into a search input, Lightcast will suggest similar occupations for you to add to your search!

Occupations are considered similar to one another using a model that intakes job postings data over the past quarter and analyzes the overlapping skills between occupations. Because the analysis is done at the skill level, similarity is only available at lower occupation levels: 5-digit (SOC), Occupations (LOT), Specialized Occupations (LOT), and O*NET. The similar occupation results are based on the first occupation in your search input, not the subsequent occupations.

Not only can this help you choose the right occupation, it also can help you find a more wholistic picture of the labor market. A person’s set of skills can usually be applied in more than one occupation. And so, including occupations with similar skill sets in your search can help you gain more insight on the potential supply or hidden demand.

New Report: Career Pathways

Analyst, Developer, New, New, New, Talent · December 13, 2022

Lightcast released a new report to help our clients understand career pathways. See feeder and next-step jobs, salary differences between job transitions, and the necessary skills needed to move from one job to the next.

New Release of LOT

Analyst, Default, Developer, New, New, New, Talent · November 18, 2022

Lightcast has released a new and improved version of our proprietary Lightcast Occupation Taxonomy (LOT). Here’s what we’ve changed:

  • Added 253 specialized occupations and have refined 26 specialized occupations 
  • Added 74 occupations and have refined 49 occupations 
  • Improved coding and have moved to appropriate naming of occupations across geographies

To highlight a few of those new additions, you can now…

  • Search by twenty new software developer and architecture roles, such as Full Stack Developer, Blockchain Developer, or Integration Architect
  • Understand roles within the senior management of an organization with new Specialized Occupations including Chief Strategy Officer, Chief People Officer, and Chief Information Security Officer
  • Research the roles required in a modern human resources organization including occupations related to corporate Diversity, Equity, and Inclusion

More Granularity in Job Posting Report Timeframes

Analyst, Analyst - Canada, Default, New, New, New, New · November 4, 2022

Available now in all of our job posting reports, you can run reports for much more specific date ranges! This will allow you to see how job postings and trends in job posting data are changing much more in real-time.

GOT is now Lightcast Occupation Taxonomy (LOT)

Analyst, Analyst - Canada, Developer, New, New, New, New, Talent, UK Analyst · October 27, 2022

We officially changed the name of our Global Occupation Taxonomy (GOT) to Lightcast Occupation Taxonomy (LOT).

LOT is a proprietary taxonomy composed of 4 different levels (Career Area, Occupation Group, Occupation, Specialized Occupation). This taxonomy has a 1-1 relationship between levels, allows users to start broadly and then get to a level far more granular than O*NET and SOC, and is also updated at least annually. The frequency with which this taxonomy is updated makes it especially useful for identifying emerging roles and occupations.

Job Posting Analytics Now Shows Minimum Education for Job Postings

Analyst, Analyst - Canada, Improvement, Improvement, Improvement · October 25, 2022

In Profile Analytics you can now see what is the minimum education level needed for job postings.

Filter Profile Analytics by “Highest Attainment”

Analyst, Developer, Improvement, Improvement, Improvement, New, New, New, Talent · October 15, 2022

You can now filter profiles in Profile Analytics by the highest education attainment level.

Filter Job Postings by Program

Analyst, Improvement, Improvement, Improvement · September 15, 2022

You can now filter job postings by Program. When a job posting calls out for a specific degree such as business administration or computer science you can now filter and find those postings. This filter is available in all of our job postings-focused reports.

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