Peer Effects in Endogenous Networks

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ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (127 download)

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Download or read book Peer Effects in Endogenous Networks written by and published by . This book was released on 2013 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Peer Effects in Endogenous Networks

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ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (93 download)

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Book Synopsis Peer Effects in Endogenous Networks by : Timo Hiller

Download or read book Peer Effects in Endogenous Networks written by Timo Hiller and published by . This book was released on 2012 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Estimation of Peer Effects in Endogenous Social Networks

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ISBN 13 :
Total Pages : 76 pages
Book Rating : 4.:/5 (13 download)

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Book Synopsis Estimation of Peer Effects in Endogenous Social Networks by : Ida Johnsson

Download or read book Estimation of Peer Effects in Endogenous Social Networks written by Ida Johnsson and published by . This book was released on 2017 with total page 76 pages. Available in PDF, EPUB and Kindle. Book excerpt: We propose a method of estimating the linear-in-means model of peer effects in which the peer group, defined by a social network, is endogenous in the outcome equation for peer effects. Endogeneity is due to unobservable individual characteristics that influence both link formation in the network and the outcome of interest. We propose two estimators of the peer effect equation that control for the endogeneity of the social connections using a control function approach. We leave the functional form of the control function unspecified and treat it as unknown. To estimate the model, we use a sieve semiparametric approach, and we establish asymptotics of the semiparametric estimator.

Do Interventions Change the Network? A Panel Peer-Effect Model Accounting for Endogenous Network Changes

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ISBN 13 :
Total Pages : 47 pages
Book Rating : 4.:/5 (13 download)

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Book Synopsis Do Interventions Change the Network? A Panel Peer-Effect Model Accounting for Endogenous Network Changes by : Margherita Comola

Download or read book Do Interventions Change the Network? A Panel Peer-Effect Model Accounting for Endogenous Network Changes written by Margherita Comola and published by . This book was released on 2014 with total page 47 pages. Available in PDF, EPUB and Kindle. Book excerpt: A large literature has studied how peers affect behavior by exploiting the preexisting social network structure only. What if networks rewire in response to changes in the economic environment, such as a randomized intervention? We exploit a unique panel dataset that contains detailed information on the network of informal financial transactions before and after a field experiment that randomized access to savings accounts in Nepal. First, we show that the intervention affects the structure of the network of informal financial transactions among households. Second, we estimate a panel model of peer effects in expenditure where the network may change endogenously, and we exploit the design of the randomized intervention to instrument for the observed network change. Our results suggest that disregarding the network change would underestimate both total peer effects and the overall impact of the intervention.

'The Company We Keep

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ISBN 13 :
Total Pages : 43 pages
Book Rating : 4.:/5 (13 download)

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Book Synopsis 'The Company We Keep by : Yijun Chen

Download or read book 'The Company We Keep written by Yijun Chen and published by . This book was released on 2020 with total page 43 pages. Available in PDF, EPUB and Kindle. Book excerpt: Online connectivity and other technologies provide academic researchers and practitioners with unprecedented access to data on social interactions between consumers in the process of adoption and consumption of products, services, and ideas. In many cases, the social connections that can be recovered from such data are fundamentally endogenous. This paper addresses the endogeneity in social connections in empirical measurement of peer effects in customer churn. Understanding peer effect in churn decisions is of paramount importance in many industries where products or services are consumed in a socially connected manner, both online and offline, as lost customers hurt revenue streams and are expensive to replenish. Equipped with knowledge of causality, managers can craft effective retention campaigns. To tackle the peer network endogeneity issue, we directly model the process of social network formation based on observed consumer interactions during product use. After accounting for the choice of peers, we model the interdependence of agents' churn decisions and estimate the causal peer effect in churn. Modeling the network formation process first allows us to recover the unobserved individual-specific parameters that might affect both peer network formation and individuals' decisions to churn. The recovered latent individual-specific parameters correct for tie endogeneity in the peer effect model. We use data from the popular massively multiplayer online game World of Warcraft. We find significant evidence of the network formation outcome being largely explained by the latent characteristics of gamers. We also find a strong peer effect in churn decisions after controlling for the network endogeneity. Based on our estimation results, we run counterfactual simulation studies to investigate how churn dynamic in the network is affected by composition of gamers that determines the generated network structure. We provide recommendations to inform a company's policy of inducing formation of guilds that suffer less from peer effect in churn.

What is a Peer?

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ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (118 download)

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Book Synopsis What is a Peer? by :

Download or read book What is a Peer? written by and published by . This book was released on 2008 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Estimating Peer Effects in Networked Panel Data

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ISBN 13 :
Total Pages : 23 pages
Book Rating : 4.:/5 (96 download)

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Book Synopsis Estimating Peer Effects in Networked Panel Data by : Daniel Ian Rock

Download or read book Estimating Peer Effects in Networked Panel Data written by Daniel Ian Rock and published by . This book was released on 2016 with total page 23 pages. Available in PDF, EPUB and Kindle. Book excerpt: After product adoption, consumers make decisions about continued use. These choices can be influenced by peer decisions in networks, but identifying causal peer influence effects is challenging. Correlations in peer behavior may be driven by correlated effects, exogenous consumer and peer characteristics, or endogenous peer effects of behavior (Manski 1993). Extending the work of Bramoullé et al. (2009), we apply proofs of peer effect identification in networks under a set of exogeneity assumptions to the panel data case. With engagement data for Yahoo Go, a mobile application, we use the network topology of application users in an instrumental variables setup to estimate usage peer effects, comparing the performance of a variety of regression models. We find analyses of this type may be especially useful for ruling out endogenous peer effects as a driver of behavior. Omitted variables (especially ones related to network homophily) and violation of the exogeneity assumptions can bias regression coefficients toward finding statistically significant peer effects.

Social Networks and Peer Effects at Works

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ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (137 download)

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Book Synopsis Social Networks and Peer Effects at Works by : Julie Beugnot

Download or read book Social Networks and Peer Effects at Works written by Julie Beugnot and published by . This book was released on 2015 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper extends the standard work effort model by allowing workers to interact through networks. We investigate experimentally whether peer performances and peer contextual effects influence individual performances. Two types of network are considered. Participants in Recursive networks are paired with participants who played previously in isolation. In Simultaneous networks, participants interact in real-time along an undirected line. Mean peer effects are identified in both cases. Individual performances increase with peer performances in the recursive network. In the simultaneous network, endogenous peer effects vary according to gender: they are large for men but not statistically different from zero for women.

Social Networks and Peer Effects at Work

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ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (862 download)

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Book Synopsis Social Networks and Peer Effects at Work by : Julie Beugnot

Download or read book Social Networks and Peer Effects at Work written by Julie Beugnot and published by . This book was released on 2013 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Social Networks and Peer Effects at Work

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Publisher :
ISBN 13 :
Total Pages : 39 pages
Book Rating : 4.:/5 (13 download)

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Book Synopsis Social Networks and Peer Effects at Work by : Julie Beugnot

Download or read book Social Networks and Peer Effects at Work written by Julie Beugnot and published by . This book was released on 2018 with total page 39 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper extends the standard work effort model by allowing workers to interact through networks. We investigate experimentally whether peer performances and peer contextual effects influence individual performances. Two types of network are considered. Participants in Recursive networks are paired with participants who played previously in isolation. In Simultaneous networks, participants interact in real-time along an undirected line. Mean peer effects are identified in both cases. Individual performances increase with peer performances in the recursive network. In the simultaneous network, endogenous peer effects vary according to gender: they are large for men but not statistically different from zero for women.

Peer Effects in Networks

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ISBN 13 :
Total Pages : 37 pages
Book Rating : 4.:/5 (113 download)

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Book Synopsis Peer Effects in Networks by : Yann Bramoullé

Download or read book Peer Effects in Networks written by Yann Bramoullé and published by . This book was released on 2019 with total page 37 pages. Available in PDF, EPUB and Kindle. Book excerpt: We survey the recent, fast-growing literature on peer effects in networks. An important recurring theme is that the causal identification of peer effects depends on the structure of the network itself. In the absence of correlated effects, the reflection problem is generally solved by network interactions even in non-linear, heterogeneous models. By contrast, microfoundations are generally not identified. We discuss and assess the various approaches developed by economists to account for correlated effects and network endogeneity in particular. We classify these approaches in four broad categories: random peers, random shocks, structural endogeneity and panel data. We review an emerging literature relaxing the assumption that the network is perfectly known. Throughout, we provide a critical reading of the existing literature and identify important gaps and directions for future research.

Peer Effects and Endogenous Social Interactions

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ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (133 download)

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Book Synopsis Peer Effects and Endogenous Social Interactions by : Koen Jochmans

Download or read book Peer Effects and Endogenous Social Interactions written by Koen Jochmans and published by . This book was released on 2022 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Social Dynamics

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Publisher : MIT Press
ISBN 13 : 9780262541763
Total Pages : 260 pages
Book Rating : 4.5/5 (417 download)

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Book Synopsis Social Dynamics by : Steven N. Durlauf

Download or read book Social Dynamics written by Steven N. Durlauf and published by MIT Press. This book was released on 2001 with total page 260 pages. Available in PDF, EPUB and Kindle. Book excerpt: This collection of essays presents a variety of approaches to understanding the dynamics of human interaction.

Peer Effects in Program Participation

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ISBN 13 :
Total Pages : 28 pages
Book Rating : 4.:/5 (798 download)

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Book Synopsis Peer Effects in Program Participation by : Gordon Boyack Dahl

Download or read book Peer Effects in Program Participation written by Gordon Boyack Dahl and published by . This book was released on 2013 with total page 28 pages. Available in PDF, EPUB and Kindle. Book excerpt: The influence of peers could play an important role in the take up of social programs. However, estimating peer effects has proven challenging given the problems of reflection, correlated unobservables, and endogenous group membership. We overcome these identification issues in the context of paid paternity leave in Norway using a regression discontinuity design. Our approach differs from existing literature which attempts to measure peer effects by exploiting random assignment to peer groups; in contrast, we study peer effects in naturally occurring peer groups, but exploit random variation in the "price" of a social program for a subset of individuals. Fathers of children born after April 1, 1993 in Norway were eligible for one month of governmental paid paternity leave, while fathers of children born before this cutoff were not. There is a sharp increase in fathers taking paternity leave immediately after the reform, with take up rising from 3% to 35%. While this quasi-random variation changed the cost of paternity leave for some fathers and not others, it did not directly affect the cost for the father's coworkers or brothers. Therefore, any effect on the brother or the coworker can be attributed to the influence of the peer father in their network. Our key findings on peer effects are four-fold. First, we find strong evidence for substantial peer effects of program participation in both workplace and family networks. Coworkers and brothers are 11 and 15 percentage points, respectively, more likely to take paternity leave if their peer father was induced to take up leave by the reform. Second, the most likely mechanism is information transmission about costs and benefits, including increased knowledge of how an employer will react. Third, there is essential heterogeneity in the size of the peer effect depending on the strength of ties between peers, highlighting the importance of duration, intensity, and frequency of social interactions. Fourth.

Essays in the Economics and Econometrics of Networks and Peer Effect

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ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (138 download)

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Book Synopsis Essays in the Economics and Econometrics of Networks and Peer Effect by : Zheng Wang

Download or read book Essays in the Economics and Econometrics of Networks and Peer Effect written by Zheng Wang and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This thesis contributes to the understanding of peer effects, both methodologically and empirically. The endogeneity of network formation has been a major obstacle to the study of peer influence. The first and the second chapters of the thesis propose a causal identification solution in the potential outcome framework. Combining results from multiple causal inference and statistical network analysis, I show that confounding can be addressed by inferring propensity scores of network link formation from the adjacency matrix. This identification strategy imposes minimum restrictions on the data-generating process and, unlike existing econometric solutions, does not rely on any parametric modelling. As an application, I estimate the effect of high school friendships on bachelor's degree attainment. While previous literature finds that exposure to more high-achieving boys makes girls less likely to obtain a bachelor's degree, I show that if the girls consider the boys as friends, their interactions induce a positive impact instead. Since friendship endogeneity has been addressed, the estimated effect is causal. The third chapter looks at the peer effects generated by group competition. It focuses on the gender differences in preference for competition in a setting where the competition does not involve face-to-face confrontation, and effort is the only determinant of the final ranking. I first develop a model of group competition with heterogeneous preference for ranking. With empirical implications generated from the theoretical model, I then test the gender difference in the preference parameter using web-scraped data from Duolingo, a free online foreign-language learning platform with over 300 million users. Every week, language learners on Duolingo are randomly allocated to groups of 30 people to compete on the number of language lessons completed during that week. The empirical results suggest in this setting, females have a stronger preference for ranking than males.

The Oxford Handbook of the Economics of Networks

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Publisher : Oxford University Press
ISBN 13 : 0190216832
Total Pages : 857 pages
Book Rating : 4.1/5 (92 download)

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Book Synopsis The Oxford Handbook of the Economics of Networks by : Yann Bramoullé

Download or read book The Oxford Handbook of the Economics of Networks written by Yann Bramoullé and published by Oxford University Press. This book was released on 2016-03-01 with total page 857 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Oxford Handbook of the Economics of Networks represents the frontier of research into how and why networks they form, how they influence behavior, how they help govern outcomes in an interactive world, and how they shape collective decision making, opinion formation, and diffusion dynamics. From a methodological perspective, the contributors to this volume devote attention to theory, field experiments, laboratory experiments, and econometrics. Theoretical work in network formation, games played on networks, repeated games, and the interaction between linking and behavior is synthesized. A number of chapters are devoted to studying social process mediated by networks. Topics here include opinion formation, diffusion of information and disease, and learning. There are also chapters devoted to financial contagion and systemic risk, motivated in part by the recent financial crises. Another section discusses communities, with applications including social trust, favor exchange, and social collateral; the importance of communities for migration patterns; and the role that networks and communities play in the labor market. A prominent role of networks, from an economic perspective, is that they mediate trade. Several chapters cover bilateral trade in networks, strategic intermediation, and the role of networks in international trade. Contributions discuss as well the role of networks for organizations. On the one hand, one chapter discusses the role of networks for the performance of organizations, while two other chapters discuss managing networks of consumers and pricing in the presence of network-based spillovers. Finally, the authors discuss the internet as a network with attention to the issue of net neutrality.

Group Formation in Economics

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Publisher : Cambridge University Press
ISBN 13 : 9780521842716
Total Pages : 492 pages
Book Rating : 4.8/5 (427 download)

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Book Synopsis Group Formation in Economics by : Gabrielle Demange

Download or read book Group Formation in Economics written by Gabrielle Demange and published by Cambridge University Press. This book was released on 2005-01-10 with total page 492 pages. Available in PDF, EPUB and Kindle. Book excerpt: Broad and diverse ranges of activities are conducted within and by organized groups of individuals, including political, economic and social activities. These activities have become a subject of intense interest in economics and game theory. Some of the topics investigated in this 2005 collection are models of networks of power and privilege, trade networks, co-authorship networks, buyer-seller networks with differentiated products, and networks of medical innovation and the adaptation of new information. Other topics are social norms on punctuality, clubs and the provision of club goods and public goods, research and development and collusive alliances among corporations, and international alliances and trading agreements. While relatively recent, the literature on game theoretic studies of group formation in economics is already vast. This volume provides an introduction to this important literature on game-theoretic treatments of situations with networks, clubs, and coalitions, including some applications.