Transforming Traditional Agriculture
E451837
Transforming Traditional Agriculture is an influential economic study by Theodore Schultz that analyzes how to increase productivity and modernize subsistence farming in developing countries.
All labels observed (1)
| Label | Occurrences |
|---|---|
| Transforming Traditional Agriculture canonical | 1 |
How this entity was disambiguated
This entity first appeared as the object of triple T4550746 — 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: Transforming Traditional Agriculture Context triple: [Theodore Schultz, notableWork, Transforming Traditional Agriculture]
-
A.
Lifelong Learning for Farmers
Lifelong Learning for Farmers is an educational initiative that provides farmers with continuous access to knowledge, skills, and information and communication technologies to improve their livelihoods and agricultural practices.
-
B.
Green Revolution
The Green Revolution was a mid-20th-century agricultural transformation that dramatically increased global crop yields through high-yield varieties, synthetic fertilizers, and modern farming techniques, significantly reducing hunger in many developing countries.
-
C.
evergreen revolution
The evergreen revolution is an agricultural development concept that seeks to sustainably increase farm productivity without ecological harm, emphasizing environmentally friendly practices and long-term food security.
-
D.
National Programs in Natural Resources and Sustainable Agricultural Systems
National Programs in Natural Resources and Sustainable Agricultural Systems is a U.S. Agricultural Research Service research portfolio focused on conserving natural resources and advancing sustainable agricultural production systems.
-
E.
Organic Agriculture Research and Extension Initiative
The Organic Agriculture Research and Extension Initiative is a U.S. federal grant program that funds research, education, and outreach to improve and expand organic farming systems.
- 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: Transforming Traditional Agriculture Target entity description: Transforming Traditional Agriculture is an influential economic study by Theodore Schultz that analyzes how to increase productivity and modernize subsistence farming in developing countries.
-
A.
Lifelong Learning for Farmers
Lifelong Learning for Farmers is an educational initiative that provides farmers with continuous access to knowledge, skills, and information and communication technologies to improve their livelihoods and agricultural practices.
-
B.
Green Revolution
The Green Revolution was a mid-20th-century agricultural transformation that dramatically increased global crop yields through high-yield varieties, synthetic fertilizers, and modern farming techniques, significantly reducing hunger in many developing countries.
-
C.
evergreen revolution
The evergreen revolution is an agricultural development concept that seeks to sustainably increase farm productivity without ecological harm, emphasizing environmentally friendly practices and long-term food security.
-
D.
National Programs in Natural Resources and Sustainable Agricultural Systems
National Programs in Natural Resources and Sustainable Agricultural Systems is a U.S. Agricultural Research Service research portfolio focused on conserving natural resources and advancing sustainable agricultural production systems.
-
E.
Organic Agriculture Research and Extension Initiative
The Organic Agriculture Research and Extension Initiative is a U.S. federal grant program that funds research, education, and outreach to improve and expand organic farming systems.
- F. None of above. chosen
Statements (44)
| Predicate | Object |
|---|---|
| instanceOf |
book
ⓘ
economic study ⓘ |
| analyzes |
constraints on peasant farmers
ⓘ
role of incentives in agricultural production ⓘ ways to increase productivity in traditional agriculture ⓘ |
| argues |
low productivity is due to lack of access to modern inputs and incentives
ⓘ
policy reforms can raise agricultural productivity in poor countries ⓘ traditional farmers are rational decision makers ⓘ |
| associatedWith |
Green Revolution policy debates
ⓘ
University of Chicago school of economics NERFINISHED ⓘ |
| author |
T. W. Schultz
NERFINISHED
ⓘ
Theodore W. Schultz NERFINISHED ⓘ |
| field |
agricultural development
ⓘ
economics ⓘ |
| focusesOn |
developing countries
ⓘ
smallholder farmers ⓘ subsistence farming systems ⓘ |
| genre |
academic monograph
ⓘ
non-fiction ⓘ |
| hasKeyConcept |
human capital in agriculture
ⓘ
induced innovation in agriculture ⓘ price incentives for farmers ⓘ resource allocation in peasant households ⓘ transition from traditional to modern agriculture ⓘ |
| impact |
challenged views that traditional agriculture is inherently inefficient
ⓘ
helped shift focus toward small farmers in development policy ⓘ |
| influenced |
World Bank and international development thinking on agriculture
ⓘ
development policy debates on agriculture ⓘ research on peasant economies ⓘ |
| language | English ⓘ |
| mainSubject |
agricultural economics
ⓘ
agricultural productivity ⓘ development economics ⓘ economic development ⓘ subsistence agriculture ⓘ |
| proposes |
better price incentives for agricultural producers
ⓘ
improved access to technology for farmers ⓘ investment in human capital of farmers ⓘ modernization of subsistence farming ⓘ |
| targetAudience |
development practitioners
ⓘ
economists ⓘ policy makers ⓘ |
| theoreticalFramework | neoclassical economics ⓘ |
| timePeriodDiscussed | mid-20th century agriculture in developing countries ⓘ |
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: Transforming Traditional Agriculture Description of subject: Transforming Traditional Agriculture is an influential economic study by Theodore Schultz that analyzes how to increase productivity and modernize subsistence farming in developing countries.
Referenced by (1)
Full triples — surface form annotated when it differs from this entity's canonical label.