The Formation and Imprinting of Network Effects Among the Business Elite
Brian Uzzi, Yang Yang, Kevin Gaughan

TL;DR
This study investigates how network effects among MBA students influence job placement success, revealing that early network formation has a lasting impact, especially for students at the extremes of expected outcomes.
Contribution
It demonstrates that network imprinting occurs early in MBA programs and significantly affects long-term career success, highlighting the importance of social networks in elite education.
Findings
Network differences develop within the first month of class.
Successful students have stronger networks that persist over time.
Network effects are especially pronounced for students at the extremes of success.
Abstract
The business elite constitutes a small but strikingly influential subset of the population, oftentimes affecting important societal outcomes such as the consolidation of political power, the adoption of corporate governance practices, and the stability of national economies more broadly. Here we analyze a unique dataset of all MBA students at a top 5 MBA program. After matching students on all available characteristics (e.g., age, grade scores, industry experience, etc.) - i.e. creating twin pairs - we find that the distinguishing characteristics between students who do well in job placement and those who do not is their network. Further, we find that the network differences between the successful and unsuccessful students develops within the first month of class and persists thereafter, suggesting a network imprinting that is persistent. Finally, we find that these effects are…
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Taxonomy
TopicsComplex Network Analysis Techniques · Social and Cultural Dynamics
