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Specification Testing for Dyadic Regression Models

Ulrich Hounyo, Jiahao Lin, Xiaojun Song

arXiv 29 Jul 2026 · Econometrics

arXiv:2607.26366 · PDF · Extracted main text

Abstract

This paper develops omnibus specification tests for linear conditional-mean models with undirected dyadic data. We establish a uniform projection theorem that reduces the dyadic process to its latent first-order node projections under shared-node dependence. We then show that a raw first-order node-multiplier bootstrap is valid when this node component is nondegenerate but double-counts dyad-specific variation when dyads are independent. An exact covariance decomposition motivates a corrected Gaussian bootstrap that is valid in both regimes. The resulting Kolmogorov-Smirnov and Cramér-von Mises tests are consistent against fixed alternatives and have nontrivial power against rate-appropriate local alternatives. Simulations show that the corrected Kolmogorov-Smirnov test provides the most stable size control while retaining substantial local power. An application to the Lazega law-firm network rejects additive linear and quadratic specifications but finds no remaining misspecification after including an economically relevant interaction.

Citation extraction

32
references
34
in-text mentions
32
distinct cited
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12,230
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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
1Stute, Winfried (1997) Nonparametric model checks for regression0.64422100%
2Zheng, John Xu (1996) A consistent test of functional form via nonparametric estimation techniques0.64422100%
3Aldous, David J (1981) Representations for partially exchangeable arrays of random variables0.40511100%
4Aronow, Peter M and Samii, Cyrus and Assenova, Valentina A (2015) Cluster–robust variance estimation for dyadic data0.40511100%
5Bierens, Herman J (1982) Consistent model specification tests0.40511100%
6Bierens, Herman J (1990) A consistent conditional moment test of functional form0.40511100%
7Chiang, Harold D and Kato, Kengo and Sasaki, Yuya (2023) Inference for high-dimensional exchangeable arrays0.40511100%
8Chiang, Harold D. and Hansen, Bruce E. and Sasaki, Yuya (2024) Standard Errors for Two-Way Clustering with Serially Correlated Time Effects0.40511100%
9Davezies, Laurent and D’Haultfœuille, Xavier and Guyonvarch, Yannick (2021) Empirical process results for exchangeable arrays0.40511100%
10Escanciano, J Carlos (2006) A CONSISTENT DIAGNOSTIC TEST FOR REGRESSION MODELS USINGPROJECTIONS0.40511100%

Showing the top 10 of 32 scored citations.