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Team Networks with Partially Observed Links

Yang Xu

arXiv 13 May 2025 · Econometrics

arXiv:2505.08405 · PDF · Extracted main text

Abstract

This paper studies a linear production model in team networks with missing links. In the model, heterogeneous workers, represented as nodes, produce jointly and repeatedly within teams, represented as links. Links are omitted when their associated outcome variables fall below a threshold, resulting in partial observability of the network. To address this, I propose a Generalized Method of Moments estimator under normally distributed errors and develop a distribution-free test for detecting link truncation. Applied to academic publication data, the estimator reveals and corrects a substantial downward bias in the estimated scaling factor that aggregates individual fixed effects into team-specific fixed effects. This finding suggests that the collaboration premium may be systematically underestimated when missing links are not properly accounted for.

Citation extraction

39
references
57
in-text mentions
39
distinct cited
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main-text words

appendix boundary found by appendix_titled_section at “Appendix A: Proofs of Results” · 84% of the source is main text. Read the extracted text to check this.

Most heavily cited references

The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.

ReferenceIntensityMentionsSectionsMain text
1Bonhomme, S. (2021, February) (2021) Teams: Heterogeneity, Sorting, and Complementarity1.00073100%
2Anderson, K. A. and S. Richards-Shubik (2022, November) (2022) Collaborative Production in Science: An Empirical Analysis of Coauthorships in Economics0.73732100%
3Ductor, L., M. Fafchamps, S. Goyal, and M. J. van der Leij (2014, De… (2014) Social Networks and Research Output0.64441100%
4Ahmadpoor, M. and B. F. Jones (2019) Decoding team and individual impact in science and invention0.64422100%
5Amemiya, T (1973) Regression Analysis when the Dependent Variable Is Truncated Normal0.64422100%
6Jones, B. F. (2021, May) (2021) The Rise of Research Teams: Benefits and Costs in Economics0.64422100%
7Tobin, J (1958) Estimation of Relationships for Limited Dependent Variables0.64422100%
8Hansen, L. P (1982) Large Sample Properties of Generalized Method of Moments Estimators0.5112250%
9Chandrasekhar, A. G. and R. Lewis (2011) Econometrics of Sampled Networks0.51121100%
10Kodrzycki, Y. K. and P. D. Yu (2006, June) (2006) New Approaches to Ranking Economics Journals0.51121100%

Showing the top 10 of 39 scored citations.