iQuery - Job Market Data | 4.6B Records | USA Coverage | Aggregations By Occupation, Industry, Education, and Experience product image in hero

iQuery - Job Market Data | 4.6B Records | USA Coverage | Aggregations By Occupation, Industry, Education, and Experience

iQuery
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onetcode
onettitle
periodyear
periodtype
period
posted
jobCount
jobCountWithSalary
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Volume
2.5B
Records by NAIC
Data Quality
100%
Area fill rate
Avail. Format
.csv
File
Coverage
1
Country
History
18
years

Data Dictionary

[Sample] Monda Sample2
Attribute Type Example Mapping
String 3101000000 Location ID
String Nebraska Location Name
onetcode
Integer 15125100
onettitle
String Computer Programmers
periodyear
String 2025
periodtype
String 03
period
String 06
posted
Integer 0
jobCount
Integer 193
Float 95725.0 Job Compensation
Float 82500.0 Job Compensation
Float 100000.0 Job Compensation
Float 110000.0 Job Compensation
jobCountWithSalary
Integer 31
Float 71457.0 Job Compensation
Float 119160.0 Job Compensation

Description

Monthly deduplicated advertised job order data by area, O*NET occupation, NAIC industry, education, and experience categories. Wages are included for each break down
Deduplicated aggregated job data by area and occupation with salary data. Data is available for USA and territories by FIPS area codes, O*NET occupation code, NAIC industry code, education group, and experience group, with USD salary information by month, quarter, and year time frames. Data includes aggregations for both active jobs in given time frame and those first posted in given time frame. 1B+ job posts 42k+ job sources 5M+ unique employers 4.8M new jobs per month 18 years of data At iQuery, we provide unparalleled insight into the labor market through our proprietary aggregated jobs data. By combining historical data with real-time job postings, our platform captures employment trends as they unfold—offering powerful predictive capabilities for workforce analysis, planning, and development. Our specialized team of developers processes and refines 7 to 10 million job listings daily, collected from a wide array of online sources including public and private job boards, government portals, healthcare systems, and various other employment websites. We ensure data freshness by validating and de-duplicating postings and conducting daily checks to confirm their active status—making our datasets among the most accurate and current in the industry. Our dedicated Data Services Team enhances the dataset by assigning standardized taxonomy codes for occupation (O*NET), employer industry (NAICS), location (FIPS), education level, and experience requirements. We also offer crosswalk capabilities between Classification of Instructional Programs (CIP) codes and federal taxonomies, enabling education providers to align curricula with real-time and projected workforce needs. Our proprietary taxonomy extends to skills, tools, and certifications, further enriching each job posting for granular labor market analysis. With a comprehensive blend of real-time and historical data, our platform supports economic development by tracking workforce dynamics across occupations, industries, and skill sets. Our in-house economist and analysts generate reliable labor market forecasts—including unemployment trends—often outperforming traditional forecasting models. Our data empowers a wide range of stakeholders: Governments can assess local labor supply to attract employers and inform policy. Researchers can uncover trends and model future workforce shifts. Employers can locate optimal labor pools for hiring needs. Colleges and universities can tailor programs and credentials to match employer demand in specific regions. iQuery delivers a data-rich foundation for workforce planning, policy development, and educational alignment—driving smarter decisions in a dynamic labor market.

Country Coverage

North America (1)
United States of America

History

18 years of historical data

Volume

2.5 billion Records by NAIC
2.1 billion Records by O*NET
42,800 Distinct areas
1,040 Distinct O*NET entries
12 Distinct education categories
6 Distinct experience categories
2,340 Distinct NAIC entries

Pricing

License Starts at
One-off purchase Available
Monthly License Available
Yearly License Available
Usage-based Not available

Suitable Company Sizes

Small Business
Medium-sized Business
Enterprise

Quality

Self-reported by the provider
100%
Area fill rate
100%
O*NET fill rate
10%
Average Salary fill rate
29%
Education fill rate
24%
Experience fill rate

Delivery

Methods
SFTP
Frequency
monthly
quarterly
yearly
Format
.csv

Use Cases

Competitor Analytics
Human Resources (HR)
Labor Market Research

Categories

Related Products

Frequently asked questions

What is iQuery - Job Market Data 4.6B Records USA Coverage Aggregations By Occupation, Industry, Education, and Experience?

Monthly deduplicated advertised job order data by area, O*NET occupation, NAIC industry, education, and experience categories. Wages are included for each break down

What is iQuery - Job Market Data 4.6B Records USA Coverage Aggregations By Occupation, Industry, Education, and Experience used for?

This product has 3 key use cases. iQuery recommends using the data for Competitor Analytics, Human Resources (HR), and Labor Market Research. Global businesses and organizations buy Job Postings Data from iQuery to fuel their analytics and enrichment.

Who can use iQuery - Job Market Data 4.6B Records USA Coverage Aggregations By Occupation, Industry, Education, and Experience?

This product is best suited if you’re a Small Business, Medium-sized Business, or Enterprise looking for Job Postings Data. Get in touch with iQuery to see what their data can do for your business and find out which integrations they provide.

How far back does the data in iQuery - Job Market Data 4.6B Records USA Coverage Aggregations By Occupation, Industry, Education, and Experience go?

This product has 18 years of historical coverage. It can be delivered on a monthly, quarterly, and yearly basis.

Which countries does iQuery - Job Market Data 4.6B Records USA Coverage Aggregations By Occupation, Industry, Education, and Experience cover?

This product includes data covering 1 country like USA. iQuery is headquartered in United States of America.

How much does iQuery - Job Market Data 4.6B Records USA Coverage Aggregations By Occupation, Industry, Education, and Experience cost?

Pricing information for iQuery - Job Market Data 4.6B Records USA Coverage Aggregations By Occupation, Industry, Education, and Experience is available by getting in contact with iQuery. Connect with iQuery to get a quote and arrange custom pricing models based on your data requirements.

How can I get iQuery - Job Market Data 4.6B Records USA Coverage Aggregations By Occupation, Industry, Education, and Experience?

Businesses can buy Job Postings Data from iQuery and get the data via SFTP. Depending on your data requirements and subscription budget, iQuery can deliver this product in .csv format.

What is the data quality of iQuery - Job Market Data 4.6B Records USA Coverage Aggregations By Occupation, Industry, Education, and Experience?

iQuery has reported that this product has the following quality and accuracy assurances: 100% Area fill rate, 100% O*NET fill rate, 29% Education fill rate. You can compare and assess the data quality of iQuery using Datarade’s data marketplace.

What are similar products to iQuery - Job Market Data 4.6B Records USA Coverage Aggregations By Occupation, Industry, Education, and Experience?

This product has 3 related products. These alternatives include iQuery - Salary Data 4.6B Records USA Coverage Aggregations By Occupation, Industry, Education, and Experience (Copy), Indeed Data – US Company & Job Postings Indeed Data with Salaries, Hiring Activity & Matchable Google Maps for HR Analytics & Business Development, and Job Postings Data 733M+ Job posts Daily Updates. You can compare the best Job Postings Data providers and products via Datarade’s data marketplace and get the right data for your use case.

Pricing available upon request
License Starts at
One-off purchase Available
Monthly License Available
Yearly License Available
Usage-based Not available

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