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Loan maturity aggregation in interbank lending networks obscures mesoscale structure and economic functions

机译:银行间同业拆借网络中的贷款期限聚合掩盖了中尺度结构和经济功能

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摘要

Since the 2007–2009 financial crisis, substantial academic effort has been dedicated to improving our understanding of interbank lending networks (ILNs). Because of data limitations or by choice, the literature largely lacks multiple loan maturities. We employ a complete interbank loan contract dataset to investigate whether maturity details are informative of the network structure. Applying the layered stochastic block model of Peixoto (2015) and other tools from network science on a time series of bilateral loans with multiple maturity layers in the Russian ILN, we find that collapsing all such layers consistently obscures mesoscale structure. The optimal maturity granularity lies between completely collapsing and completely separating the maturity layers and depends on the development phase of the interbank market, with a more developed market requiring more layers for optimal description. Closer inspection of the inferred maturity bins associated with the optimal maturity granularity reveals specific economic functions, from liquidity intermediation to financing. Collapsing a network with multiple underlying maturity layers or extracting one such layer, common in economic research, is therefore not only an incomplete representation of the ILN’s mesoscale structure, but also conceals existing economic functions. This holds important insights and opportunities for theoretical and empirical studies on interbank market functioning, contagion, stability, and on the desirable level of regulatory data disclosure.
机译:自2007年至2009年的金融危机以来,大量的学术努力致力于提高我们对银行间贷款网络(ILN)的理解。由于数据限制或选择的原因,文献在很大程度上缺乏多重贷款期限。我们采用了完整的银行同业拆借合同数据集,以调查到期日详细信息是否可为网络结构提供信息。将Peixoto(2015)的分层随机块模型和网络科学的其他工具应用于俄罗斯ILN中具有多个到期层的双边贷款的时间序列上,我们发现所有这些层的崩溃始终掩盖了中尺度结构。最佳到期粒度介于完全崩溃和完全分离到期层之间,并且取决于银行间市场的发展阶段,而更发达的市场则需要更多层来进行最佳描述。仔细检查与最佳到期粒度相关联的推断到期仓位,可以发现从流动性中介到融资的特定经济功能。因此,将具有多个基础成熟层的网络折叠起来或提取一个这样的层(这在经济研究中很常见),不仅是ILN中尺度结构的不完整表示,而且还掩盖了现有的经济功能。对于银行间市场功能,传染性,稳定性以及监管数据披露的理想水平,这为理论和实证研究提供了重要的见识和机会。

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