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Estimating Dynamic Spillover Effects along Multiple Networks in a Linear Panel Model

Clemens Possnig, Andreea Rotărescu, Kyungchul Song

arXiv 16 Nov 2022 · Econometrics

arXiv:2211.08995 · PDF · DOI · OpenAlex · Extracted main text

Abstract

Spillover of economic outcomes often arises over multiple networks, and distinguishing their separate roles is important in empirical research. For example, the direction of spillover between two groups (such as banks and industrial sectors linked in a bipartite graph) has important economic implications, and a researcher may want to learn which direction is supported in the data. For this, we need to have an empirical methodology that allows for both directions of spillover simultaneously. In this paper, we develop a dynamic linear panel model and asymptotic inference with large $n$ and small $T$, where both directions of spillover are accommodated through multiple networks. Using the methodology developed here, we perform an empirical study of spillovers between bank weakness and zombie-firm congestion in industrial sectors, using firm-bank matched data from Spain between 2005 and 2012. Overall, we find that there is positive spillover in both directions between banks and sectors.

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77
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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
1Kuersteiner and Prucha (2020) Dynamic Spatial Panel Models: Networks, Common Shocks, and Sequential Exogeneity0.69361100%
2Acharya, Eisert, Eufinger, and Hirsch (2019) Whatever It Takes: The Real Effects of Unconventional Monetary Policy0.64441100%
3Arellano and Bover (1995) Another Look at the Instrumental Variable Estimation of Error-Components Models0.64441100%
4Chodorow-Reich (2014) The Employment Effects of Credit Market Disruptions: Firm-level Evidence from the 2008–9 Financial Crisis0.58531100%
5Adalet McGowan, Andrews, and Millot (2018) The Walking Dead? Zombie Firms and Productivity Performance in OECD Countries0.51121100%
6Andrews and Petroulakis (2019) Breaking the Shackles: Zombie Firms, Weak Banks and Depressed Restructuring in Europe0.51121100%
7Blattner, Farinha, and Rebelo (2019) When Losses Turn Into Loans: The Cost of Undercapitalized Banks0.51121100%
8Caballero, Hoshi, and Kashyap (2008) Zombie Lending and Depressed Restructuring in Japan0.51121100%
9Gopinath, Kalemli-Ozcan, Karabarbounis, and Villegas-Sanchez (2017) Capital Allocation and Productivity in South Europe0.51121100%
10Kalemli-Ozcan, Laeven, and Moreno (2022) Debt Overhang, Rollover Risk, and Corporate Investment: Evidence from the European Crisis0.51121100%

Showing the top 10 of 53 scored citations.