Glossary

salary benchmarks

salary benchmarks is derived from LCA disclosures report offered wages by employer, job title, and worksite. Datadory's catalog of 1,744 datasets documents it directly in salary-benchmarks, wages. It names a column-level attribute buyers check before licensing a table, because a missing field cannot be repaired downstream.

What is salary benchmarks?

Salary benchmarks derived from LCA disclosures report offered wages by employer, job title, and worksite.

Because IT consulting and staffing firms are heavy H-1B sponsors, these fields benchmark compensation where government payroll data is only annual and industry-level.

In this catalog it appears concretely: - salary-benchmarks, wages.

Why does salary benchmarks matter when choosing a dataset?

A table is only as good as the column you actually need. If this field is absent, sparsely populated or defined inconsistently across rows, no amount of surrounding richness rescues the analysis, so it deserves its own line in your evaluation checklist.

The failure mode is concrete: the label appears in a listing, the delivered files tell a different story, and the gap surfaces mid-project when fixing it is most expensive.

You rarely have to take a vendor's word for it. 82.4% of the 1,744 datasets Datadory catalogs are free to access, and salary-benchmarks, wages lets you inspect the real artifact before any budget is committed.

How do you evaluate salary benchmarks in a data source?

Treat every claim of this attribute as testable:

  1. Open salary-benchmarks, wages and compare its listing against the delivered artifact before paying for a commercial equivalent.
  2. Pin down update cadence in writing. Across this catalog, 22.6% of 1,744 datasets refresh daily and 64 still arrive only through a manual request form, so ask exactly how fresh each release is.
  3. Check whether definitions are verified at all. Field definitions are verified for 1495 of 1,744 datasets (85.7%), and any source you license should meet that bar.
  4. Price the delivery route before the license. In this catalog bulk download is the most common access method (725 datasets) ahead of official APIs (574), and 379 sources still require scraping — a maintenance cost that lands on you, not the vendor.

See the term applied to real records: human-resource-employment-services data, it-consulting-other-services data.

Adjacent concepts worth reading next: - H-1B disclosure records - hourly rate bands - labor condition application (LCA) - payroll estimates

Frequently asked questions

What is an example of salary benchmarks?

salary-benchmarks, wages is the clearest example in this catalog. Its listing is the reference point for this pattern. Across all 1,744 datasets Datadory averages a quality score of 7.81 out of 10, so a named example can be weighed rather than trusted blindly.

Is data described as "salary benchmarks" free to use?

Treat access and permission separately. 82.4% of the 1,744 datasets in this catalog are free to access, but 235 are freemium and 61 are paid outright, so confirm both the price and the license on the exact distribution before building on it.

Datasets containing this field

Datasets containing salary benchmarks

6 datasets carry salary benchmarks in the catalog. Open one, count the fields, judge for yourself.

Human Resource & Employment Services

AESC Executive Search Data

record_type · firm_name · site_host …+5 more

Human Resource & Employment Services

ASA Staffing Industry Research

Average weekly staffing employment · Staffing penetration rate · ASA Staffing Index …+3 more

Human Resource & Employment Services

BLS Job Openings and Labor Turnover Survey (JOLTS)

series_id · year · period …+3 more

Human Resource & Employment Services

BLS Occupational Employment and Wage Statistics (OEWS)

AREA / AREA_TITLE · AREA_TYPE · PRIM_STATE …+15 more

Human Resource & Employment Services

BLS QCEW - Employment Services (NAICS 5613)

area_fips · own_code · industry_code …+24 more

Human Resource & Employment Services

California EDD WARN Notices

Company · County/Parish · Layoff/Closure …+6 more

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