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Published on: October 13, 2023
Employment growth through labor flow networks
Omar A Guerrero1, Robert L Axtell
1Department of Computational Social Science and Center for Social Complexity, George Mason University, Fairfax, Virginia, United States of America. oguerrer@gmail.com
This study introduces the labor flow network (LFN) to analyze worker mobility between firms. The labor flow network reveals that a small percentage of firms drive most employment growth, identifying high-potential companies.
Area of Science:
- Labor Economics
- Network Science
- Economic Sociology
Background:
- Traditional labor economics models worker-firm matching using pools.
- Existing methods lack a comprehensive view of firm-to-firm worker transitions.
Purpose of the Study:
- To develop and characterize a novel labor flow network (LFN) for an entire economy.
- To analyze the topology and community structure of firm-worker interactions.
- To identify high-growth potential firms using network properties.
Main Methods:
- Utilized comprehensive national employment micro-data.
- Constructed a network where firms are nodes and worker migration between firms forms edges.
- Analyzed network properties like topology and community structure.
Main Results:
- Characterized the first economy-wide labor flow network (LFN).
- Demonstrated that a small fraction of firms (under 10%) account for substantial employment growth (nearly 90%).
- Showed LFNs can identify firms with high growth potential and high performance.
Conclusions:
- Labor flow networks offer a new lens for understanding labor market dynamics.
- Firm growth is highly concentrated, with a few firms driving the majority of job creation.
- A model of heterogeneous adaptive agents in a decentralized market can explain observed LFNs.
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