Causal network analysis

W An, R Beauvile, B Rosche - Annual Review of Sociology, 2022 - annualreviews.org
Fueled by recent advances in statistical modeling and the rapid growth of network data,
social network analysis has become increasingly popular in sociology and related …

Econometric models of network formation

Á De Paula - Annual Review of Economics, 2020 - annualreviews.org
This article provides a selective review of the recent literature on econometric models of
network formation. I start with a brief exposition on basic concepts and tools for the statistical …

Two-sided markets, pricing, and network effects

B Jullien, A Pavan, M Rysman - Handbook of industrial organization, 2021 - Elsevier
The chapter has ten sections, which cover the theory of two-sided markets and related
empirical work. Section 1 introduces the reader to the literature. Section 2 covers the case of …

Name your friends, but only five? the importance of censoring in peer effects estimates using social network data

A Griffith - Journal of Labor Economics, 2022 - journals.uchicago.edu
Empirical peer effects research often employs censored peer data. Individuals may list only
a fixed number of links, implying mismeasured peer variables. I first document that censoring …

Identification and estimation of a partially linear regression model using network data

E Auerbach - Econometrica, 2022 - Wiley Online Library
I study a regression model in which one covariate is an unknown function of a latent driver of
link formation in a network. Rather than specify and fit a parametric network formation model …

Peer effects on corporate R&D investment policies: A spatial panel model approach

J Li, Z Shi, C He, C Lv - Journal of Business Research, 2023 - Elsevier
Identifying peer effects has important policy implications because endogenous peer effects
can amplify policy effects. Using a spatial panel model with network-structure peer groups …

Using embeddings for causal estimation of peer influence in social networks

I Cristali, V Veitch - Advances in Neural Information …, 2022 - proceedings.neurips.cc
We address the problem of using observational data to estimate peer contagion effects, the
influence of treatments applied to individuals in a network on the outcomes of their …

[HTML][HTML] How can regional integration promote corporate innovation? A peer effect study of R&D expenditure

H Liu, C Cui, X Chen, P Xiu - Journal of Innovation & Knowledge, 2023 - Elsevier
Literature on how regional integration within a country affects corporate innovation is limited.
This study proposes a dynamic mechanism for integration of the Yangtze River Delta (YRD) …

[图书][B] Estimating peer effects using partial network data

V Boucher, A Houndetoungan - 2020 - colorado.edu
We study the estimation of peer effects through social networks when researchers do not
observe the network structure. Instead, we assume that researchers know (have a consistent …

Seeking the treated: The impact of mobile extension on farmer information exchange in India

AN Fernando - Journal of Development Economics, 2021 - Elsevier
Do digital agricultural services 'disrupt'in-person peer interactions that generate and spread
local knowledge? To investigate, I randomize access to a mobile phone-based agricultural …