Network Data
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Abstract (arXiv)
Many economic activities are embedded in networks: sets of agents and the (often) rivalrous relationships connecting them to one another. Input sourcing by firms, interbank lending, scientific research, and job search are four examples, among many, of networked economic activities. Motivated by the premise that networks' structures are consequential, this chapter describes econometric methods for analyzing them. I emphasize (i) dyadic regression analysis incorporating unobserved agent-specific heterogeneity and supporting causal inference, (ii) techniques for estimating, and conducting inference on, summary network parameters (e.g., the degree distribution or transitivity index); and (iii) empirical models of strategic network formation admitting interdependencies in preferences. Current research challenges and open questions are also discussed.
Key facts. Cited by 9 papers in the map (data through 7 Oct 2026). First posted on arXiv 13 Dec 2019.
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Citing papers per year: 2021: 2; 2022: 0; 2023: 2; 2024: 2; 2025: 2; 2026: 1.
9 papers.
- 2021The Local Approach to Causal Inference under Network Interferencecited by 6
- 2021Evaluating the Quality of Finite Element Meshes with Machine Learningcited by 3
- 2023Confidence Intervals for Error Rates in 1:1 Matching Tasks: Critical Statistical Analysis and Recommendationscited by 1
- 2025Habitat Classification from Ground-Level Imagery Using Deep Neural Networkscited by 1
- 2023Variational Inference: Posterior Threshold Improves Network Clustering Accuracy in Sparse Regimescited by 0
- 2024Impart: An Imperceptible and Effective Label-Specific Backdoor Attackcited by 0
- 2024Estimating Dyadic Treatment Effects with Unknown Confounderscited by 0
- 2025LOD: Latent Objective Discovery in Heterogeneous Multi-Agent Reinforcement Learningcited by 0
- 2026DALI: LLM-Agent Enhanced Dual-Stream Adaptive Leadership Identification for Group Recommendationscited by 0
- 2026DALI: LLM-Agent Enhanced Dual-Stream Adaptive Leadership Identification for Group Recommendations20 Mar 2026
- 2025Habitat Classification from Ground-Level Imagery Using Deep Neural Networks5 Jul 2025
- 2025LOD: Latent Objective Discovery in Heterogeneous Multi-Agent Reinforcement Learning14 May 2025
- 2024Estimating Dyadic Treatment Effects with Unknown Confounders26 May 2024
- 2024Impart: An Imperceptible and Effective Label-Specific Backdoor Attack18 Mar 2024
- 2023Confidence Intervals for Error Rates in 1:1 Matching Tasks: Critical Statistical Analysis and Recommendations1 Jun 2023
- 2023Variational Inference: Posterior Threshold Improves Network Clustering Accuracy in Sparse Regimes12 Jan 2023
- 2021Evaluating the Quality of Finite Element Meshes with Machine Learning22 Jul 2021
- 2021The Local Approach to Causal Inference under Network Interference9 May 2021