Occupational Outlook Handbook
E914748
The Occupational Outlook Handbook is a U.S. Bureau of Labor Statistics reference that provides comprehensive information on hundreds of occupations, including typical duties, work environments, required education and training, job outlook, and pay.
All labels observed (1)
| Label | Occurrences |
|---|---|
| Occupational Outlook Handbook canonical | 2 |
How this entity was disambiguated
This entity first appeared as the object of triple T11259769 — resolving that mention is where its identity was fixed. The disambiguator weighed these candidate entities and picked the highlighted one (or “None”, minting a new entity). This is how homonymy is resolved: the same surface form can point to different entities.
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Occupational Outlook Handbook Context triple: [Occupational Employment and Wage Statistics, uses, Occupational Outlook Handbook]
-
A.
Occupational Employment and Wage Statistics
Occupational Employment and Wage Statistics is a U.S. labor market data program that provides detailed estimates of employment levels and wage rates across occupations and industries.
-
B.
Employment Projections
Employment Projections is a U.S. Bureau of Labor Statistics program that provides long-term forecasts of labor force, industry, and occupational employment trends to inform workforce and education planning.
-
C.
Bureau of Labor Statistics
The Bureau of Labor Statistics is the principal U.S. federal agency responsible for collecting, analyzing, and disseminating essential economic data on labor market activity, prices, and productivity.
-
D.
National Occupational Research Agenda
The National Occupational Research Agenda is a collaborative framework in the United States that guides research and prevention efforts to improve worker safety and health across diverse industries and hazards.
-
E.
Employment Situation report
The Employment Situation report is a key monthly U.S. labor market release that provides official data on employment, unemployment, and related indicators.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Occupational Outlook Handbook Target entity description: The Occupational Outlook Handbook is a U.S. Bureau of Labor Statistics reference that provides comprehensive information on hundreds of occupations, including typical duties, work environments, required education and training, job outlook, and pay.
-
A.
Occupational Employment and Wage Statistics
Occupational Employment and Wage Statistics is a U.S. labor market data program that provides detailed estimates of employment levels and wage rates across occupations and industries.
-
B.
Employment Projections
Employment Projections is a U.S. Bureau of Labor Statistics program that provides long-term forecasts of labor force, industry, and occupational employment trends to inform workforce and education planning.
-
C.
Bureau of Labor Statistics
The Bureau of Labor Statistics is the principal U.S. federal agency responsible for collecting, analyzing, and disseminating essential economic data on labor market activity, prices, and productivity.
-
D.
National Occupational Research Agenda
The National Occupational Research Agenda is a collaborative framework in the United States that guides research and prevention efforts to improve worker safety and health across diverse industries and hazards.
-
E.
Employment Situation report
The Employment Situation report is a key monthly U.S. labor market release that provides official data on employment, unemployment, and related indicators.
- F. None of above. chosen
Statements (50)
| Predicate | Object |
|---|---|
| instanceOf |
United States government publication
ⓘ
career reference publication ⓘ online database ⓘ |
| alsoKnownAs | OOH NERFINISHED ⓘ |
| countryOfOrigin |
United States of America
ⓘ
surface form:
United States
|
| dataSource |
U.S. employment projections
ⓘ
U.S. employment statistics ⓘ U.S. wage data ⓘ |
| describes | hundreds of occupations ⓘ |
| format |
online
ⓘ
print ⓘ |
| genre |
handbook
ⓘ
reference work ⓘ |
| hasSection |
field of degree pages
ⓘ
occupation groups ⓘ occupation profiles ⓘ summary tables ⓘ |
| intendedAudience |
career counselors
ⓘ
educators ⓘ job seekers ⓘ policy makers ⓘ students ⓘ |
| language | English ⓘ |
| mainSubject |
career information
ⓘ
labor market information ⓘ occupations ⓘ |
| maintainedBy | U.S. Bureau of Labor Statistics NERFINISHED ⓘ |
| originalPublisher | U.S. Bureau of Labor Statistics NERFINISHED ⓘ |
| providesInformationOn |
education requirements
ⓘ
employment projections ⓘ how to become one ⓘ important qualities ⓘ job outlook ⓘ licensing requirements ⓘ median pay ⓘ on-the-job working conditions ⓘ similar occupations ⓘ training requirements ⓘ typical job duties ⓘ wages ⓘ work environment ⓘ |
| publisher |
U.S. Bureau of Labor Statistics
NERFINISHED
ⓘ
U.S. Department of Labor NERFINISHED ⓘ |
| startYear | 1949 ⓘ |
| updatedBy | U.S. Bureau of Labor Statistics economists NERFINISHED ⓘ |
| updateFrequency | every 2 years ⓘ |
| usedFor |
career planning
ⓘ
labor market analysis ⓘ occupational research ⓘ |
| website | https://www.bls.gov/ooh/ ⓘ |
How these facts were elicited
The pipeline generated the facts above by prompting gpt-5.1 with this entity's name + description and the instruction below.
Instruction
You are a knowledge base construction expert. Given a subject entity and a description of it, return factual statements that you know for the subject as a JSON list of dictionaries(triples), where keys must be "subject", "predicate" and "object". The number of facts may be very high, between 25 to 50 or more, for very popular subjects. For less popular subjects, the number of facts can be very low, like 5 or 10. # Requirements - If you don't know the subject at all, return an empty list. - If the subject is not a named entity, return an empty list. - Include at least one triple where predicate is "instanceOf". - Do not get too wordy. - Separate several objects into multiple triples with one object.
Input
Subject: Occupational Outlook Handbook Description of subject: The Occupational Outlook Handbook is a U.S. Bureau of Labor Statistics reference that provides comprehensive information on hundreds of occupations, including typical duties, work environments, required education and training, job outlook, and pay.
Referenced by (2)
Full triples — surface form annotated when it differs from this entity's canonical label.