“The Technology of Skill Formation”
E428373
“The Technology of Skill Formation” is an influential economics paper by James Heckman that analyzes how skills develop over the life cycle and emphasizes the importance of early childhood investments for later outcomes.
All labels observed (1)
| Label | Occurrences |
|---|---|
| “The Technology of Skill Formation” canonical | 1 |
How this entity was disambiguated
This entity first appeared as the object of triple T4294784 — 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: “The Technology of Skill Formation” Context triple: [James Heckman, publication, “The Technology of Skill Formation”]
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A.
Learning and Labor
Learning and Labor is the historic motto of Oberlin College, reflecting its emphasis on combining rigorous academic study with practical work and social responsibility.
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B.
The Advancement of Learning
The Advancement of Learning is a 1605 philosophical treatise by Francis Bacon that argues for the systematic reform and expansion of human knowledge through empirical inquiry and the scientific method.
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C.
Outline of a Theory of Practice
Outline of a Theory of Practice is a foundational sociological work by Pierre Bourdieu that develops his influential concepts of habitus, field, and practice to explain how social structures and individual actions are mutually shaped.
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D.
Outside in the Teaching Machine
Outside in the Teaching Machine is a collection of essays by postcolonial theorist Gayatri Chakravorty Spivak that critiques global capitalism, education, and representation from the perspective of marginalized voices.
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E.
"Apprenticeship Patterns"
"Apprenticeship Patterns" is a software craftsmanship book that offers practical guidance and patterns for developers to grow their skills through apprenticeship-style learning and deliberate practice.
- 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: “The Technology of Skill Formation” Target entity description: “The Technology of Skill Formation” is an influential economics paper by James Heckman that analyzes how skills develop over the life cycle and emphasizes the importance of early childhood investments for later outcomes.
-
A.
Learning and Labor
Learning and Labor is the historic motto of Oberlin College, reflecting its emphasis on combining rigorous academic study with practical work and social responsibility.
-
B.
The Advancement of Learning
The Advancement of Learning is a 1605 philosophical treatise by Francis Bacon that argues for the systematic reform and expansion of human knowledge through empirical inquiry and the scientific method.
-
C.
Outline of a Theory of Practice
Outline of a Theory of Practice is a foundational sociological work by Pierre Bourdieu that develops his influential concepts of habitus, field, and practice to explain how social structures and individual actions are mutually shaped.
-
D.
Outside in the Teaching Machine
Outside in the Teaching Machine is a collection of essays by postcolonial theorist Gayatri Chakravorty Spivak that critiques global capitalism, education, and representation from the perspective of marginalized voices.
-
E.
"Apprenticeship Patterns"
"Apprenticeship Patterns" is a software craftsmanship book that offers practical guidance and patterns for developers to grow their skills through apprenticeship-style learning and deliberate practice.
- F. None of above. chosen
Statements (33)
| Predicate | Object |
|---|---|
| instanceOf |
academic paper
ⓘ
economics paper ⓘ |
| argues |
both cognitive and noncognitive skills matter for life outcomes
ⓘ
early skills raise the productivity of later investments ⓘ remediation in adolescence and adulthood is costly and often less effective ⓘ skills are formed in a cumulative, dynamic process ⓘ |
| associatedWith |
Heckman’s work on early childhood interventions
ⓘ
life-cycle skill formation literature ⓘ |
| author |
James J. Heckman
ⓘ
linked to:
James Heckman
|
| concludes |
early childhood programs can yield high rates of return
ⓘ
policy should prioritize early-life interventions for disadvantaged children ⓘ |
| emphasizes |
importance of early childhood investments
ⓘ
long-term effects of early interventions ⓘ role of family environment in skill development ⓘ |
| field |
economics
ⓘ
education economics ⓘ human capital theory ⓘ labor economics ⓘ |
| hasAuthor |
James J. Heckman
ⓘ
linked to:
James Heckman
|
| influenced |
design of human capital policies
ⓘ
empirical work on skill measurement ⓘ research on early childhood education policy ⓘ |
| introduces |
a formal technology of skill formation
ⓘ
concept of dynamic complementarity in skill formation ⓘ multistage production function for skills ⓘ |
| language | English ⓘ |
| mainTopic |
cognitive and noncognitive skills
ⓘ
dynamic complementarity of skills ⓘ early childhood investment ⓘ human capital accumulation ⓘ intergenerational inequality ⓘ policy evaluation ⓘ skill formation over the life cycle ⓘ |
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: “The Technology of Skill Formation” Description of subject: “The Technology of Skill Formation” is an influential economics paper by James Heckman that analyzes how skills develop over the life cycle and emphasizes the importance of early childhood investments for later outcomes.
Referenced by (1)
Full triples — surface form annotated when it differs from this entity's canonical label.