The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment
E424746
"The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment" is an economics paper analyzing how advancing automation and artificial intelligence affect economic growth, the distribution of income between labor and capital, and employment outcomes.
All labels observed (1)
| Label | Occurrences |
|---|---|
| The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment canonical | 3 |
How this entity was disambiguated
This entity first appeared as the object of triple T4256342 — 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 Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment Context triple: [Pascal Restrepo, hasPublication, The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment]
-
A.
Technology, Employment, and the Business Cycle: Do Technology Shocks Explain Aggregate Fluctuations?
"Technology, Employment, and the Business Cycle: Do Technology Shocks Explain Aggregate Fluctuations?" is an influential macroeconomics paper by Jordi Galí that empirically investigates how technology shocks affect employment and output over the business cycle.
-
B.
Introduction to Modern Economic Growth
Introduction to Modern Economic Growth is a comprehensive graduate-level textbook that rigorously develops the theory and empirics of long-run economic growth, with a strong emphasis on microfoundations and institutional factors.
-
C.
Technology Shocks and Aggregate Fluctuations: How Well Does the RBC Model Fit Postwar U.S. Data?
"Technology Shocks and Aggregate Fluctuations: How Well Does the RBC Model Fit Postwar U.S. Data?" is an influential macroeconomics paper by Jordi Galí that empirically evaluates the ability of real business cycle models driven by technology shocks to explain postwar U.S. economic fluctuations.
-
D.
Kaldor’s stylized facts of economic growth
Kaldor’s stylized facts of economic growth are a set of empirical regularities about long-run economic development—such as stable capital-output ratios and rising labor productivity—that guided modern theories of growth and distribution.
-
E.
Activity Analysis of Production and Allocation
"Activity Analysis of Production and Allocation" is a foundational work in mathematical economics that develops linear programming and activity analysis methods to study production efficiency and resource allocation.
- 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 Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment Target entity description: "The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment" is an economics paper analyzing how advancing automation and artificial intelligence affect economic growth, the distribution of income between labor and capital, and employment outcomes.
-
A.
Technology, Employment, and the Business Cycle: Do Technology Shocks Explain Aggregate Fluctuations?
"Technology, Employment, and the Business Cycle: Do Technology Shocks Explain Aggregate Fluctuations?" is an influential macroeconomics paper by Jordi Galí that empirically investigates how technology shocks affect employment and output over the business cycle.
-
B.
Introduction to Modern Economic Growth
Introduction to Modern Economic Growth is a comprehensive graduate-level textbook that rigorously develops the theory and empirics of long-run economic growth, with a strong emphasis on microfoundations and institutional factors.
-
C.
Technology Shocks and Aggregate Fluctuations: How Well Does the RBC Model Fit Postwar U.S. Data?
"Technology Shocks and Aggregate Fluctuations: How Well Does the RBC Model Fit Postwar U.S. Data?" is an influential macroeconomics paper by Jordi Galí that empirically evaluates the ability of real business cycle models driven by technology shocks to explain postwar U.S. economic fluctuations.
-
D.
Kaldor’s stylized facts of economic growth
Kaldor’s stylized facts of economic growth are a set of empirical regularities about long-run economic development—such as stable capital-output ratios and rising labor productivity—that guided modern theories of growth and distribution.
-
E.
Activity Analysis of Production and Allocation
"Activity Analysis of Production and Allocation" is a foundational work in mathematical economics that develops linear programming and activity analysis methods to study production efficiency and resource allocation.
- F. None of above. chosen
Statements (33)
| Predicate | Object |
|---|---|
| instanceOf |
academic article
ⓘ
economics paper ⓘ |
| addresses |
interaction between technology and factor markets
ⓘ
policy-relevant implications of automation ⓘ |
| analyzes |
effects of automation on capital income share
ⓘ
effects of automation on economic growth ⓘ effects of automation on employment levels ⓘ effects of automation on labor income share ⓘ |
| contributesTo |
literature on automation and employment
ⓘ
literature on factor income distribution ⓘ literature on technology and inequality ⓘ |
| examines |
conditions under which automation raises growth
ⓘ
conditions under which automation reduces labor share ⓘ implications of AI for long-run employment ⓘ race between human labor and machines in production ⓘ |
| field |
growth theory
ⓘ
labor economics ⓘ macroeconomics ⓘ |
| focusesOn |
advancing automation technologies
ⓘ
artificial intelligence technologies ⓘ |
| hasTitle | The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment ⓘ |
| language | English ⓘ |
| topic |
artificial intelligence
ⓘ
automation ⓘ automation and labor demand ⓘ capital share of income ⓘ distributional effects of technology ⓘ economic growth ⓘ employment ⓘ factor income shares ⓘ labor share of income ⓘ technological change ⓘ |
| uses | theoretical economic modeling ⓘ |
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 Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment Description of subject: "The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment" is an economics paper analyzing how advancing automation and artificial intelligence affect economic growth, the distribution of income between labor and capital, and employment outcomes.
Referenced by (3)
Full triples — surface form annotated when it differs from this entity's canonical label.
Pascal Restrepo
→
hasPublication
→
The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment
ⓘ
Pascal Restrepo
→
authorOf
→
The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment
ⓘ
The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment
→
hasTitle
→
The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment
ⓘ