Credits & Citations

Includes data provided through CareerOneStop by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA) and the Minnesota Department of Employment and Economic Development (DEED). All CareerOneStop job listing data included in this application can be viewed without registration at: https://www.careeronestop.org/JobSearch/job-search.aspx.

Includes information from O*NET Code Connector by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). Used under the CC BY 4.0 license.

Includes analysis using Sockit, a self-contained toolkit for assigning probabilistic Standard Occupational Classification (SOC) codes to free-text job titles.

Includes data from the Occupational Employment and Wage Statistics (OEWS) Research Estimates by State and Industry by the U.S. Bureau of Labor Statistics. Data are in the public domain.

Includes analysis conducted with the NLx Research Hub, accessed by agreement.

Includes analysis conducted with the Standardized Occupation Coding for Computer-assisted Epidemiological Research (SOCcer) software from the National Cancer Institute, U.S. Department of Health and Human Services. More information about SOCcer can be found in the following publication:

Russ DE, Ho K-Y, Colt JS, et al. 2016. Computer-based coding of free-text job descriptions to efficiently identify occupations in epidemiological studies. Occup. Environ. Med. 73(6): 417-424. doi:10.1136/oemed-2015-103152