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Causal Clusterings in the Presence of Endogenous Peer Effects by@escholar
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Causal Clusterings in the Presence of Endogenous Peer Effects

by EScholar: Electronic Academic Papers for Scholars
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EScholar: Electronic Academic Papers for Scholars

@escholar

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January 31st, 2024
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The paper investigates the optimal design of clustering in experimental setups, particularly in the context of social networks. It discusses theoretical frameworks, objective functions, and practical algorithms for choosing the best clustering method. The authors analyze the impact of various factors, including bias, variance, and spillover effects, providing recommendations for real-world applications.
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EScholar: Electronic Academic Papers for Scholars HackerNoon profile picture
EScholar: Electronic Academic Papers for Scholars

EScholar: Electronic Academic Papers for Scholars

@escholar

We publish the best academic work (that's too often lost to peer reviews & the TA's desk) to the global tech community

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Authors:

(1) Davide Viviano, Department of Economics, Harvard University;

(2) Lihua Lei, Graduate School of Business, Stanford University;

(3) Guido Imbens, Graduate School of Business and Department of Economics, Stanford University;

(4) Brian Karrer, FAIR, Meta;

(5) Okke Schrijvers, Meta Central Applied Science;

(6) Liang Shi, Meta Central Applied Science.

Table of Links

Abstract & Introduction

Setup

(When) should you cluster?

Choosing the cluster design

Empirical illustration and numerical studies

Recommendations for practice

References

A) Notation

B) Endogenous peer effects

C) Proofs

B Endogenous peer effects

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This paper is available on arxiv under CC 1.0 license.


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EScholar: Electronic Academic Papers for Scholars@escholar
We publish the best academic work (that's too often lost to peer reviews & the TA's desk) to the global tech community

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