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Reconstructing and Stress Testing Credit Networks

By Amanah Ramadiah, Fabio Caccioli, Daniel Fricke Financial networks are an essential source of systemic risk. Unfortunately, detailed data on (direct and indirect) interactions between individual financial institutions is often unavailable, and the only the total aggregate position is known. To conduct a stress test, one must resort to network reconstruction methods to infer the […]

The impact of COVID-19 on small and medium enterprises

Author: Edoardo Giovannini, Research Analyst Intern, FNA In the context of the coronavirus pandemic (COVID-19), it is important that central banks monitor credit risk with new methods. Understanding how credit risk will move during the next few years is crucial to prevent non-performing-loans (NPL) from negatively affecting the financial system or the real economy. Recently, […]

Trophic Analysis: Applying the Idea of Food Chains to Financial and Economic data

Author: Yijie Zhou, Data Analyst Intern at FNA   The latest dashboard on FNA’s G20 Monitor applies the notion of trophic analysis to financial and economic networks.  With the tool, financial institutions can better understand their position and functionality within the networks and shed light on policy and regulation problems.   In this blog, FNA […]

What is Intraday Liquidity Optimisation?

Author: Will Towning, Central Banks and Academia Programme Manager   What is intraday liquidity?   Intraday liquidity is the funds financial institutions can access during the business day in order to make payments in real time.    Acute liquidity stresses during the Global Financial Crisis (GFC) highlighted the need for banks to improve intraday liquidity […]

What is CBDC Simulation?

Author: Will Towning, Central Banks and Academia Programme Manager   What is CBDC Simulation?   The growth of Central Bank Digital Currencies (CBDCs), a fiat currency issued by a Central Bank in digital form, is undisputed. Nearly 70 different CBDCs are either under research, in development or in pilot phases across the world today. But […]

Causal Networks and Contagion in Forex

Author: Katerina Rigana, Data Scientist and Research Analyst and G20 Competition Winner  We recently added a new dashboard to FNA’s G20 Monitor platform to show how different currencies interact among each other. The key questions this dashboard aims to answer is how contagion spreads on the Forex Market and what currencies are at highest risk of contagion at […]

How to track bank complexity with network analytics?

Author: Jakub Schrimpel, Data Analyst Intern at FNA and G20 Competition runner-up. This is the first article in a series on bank complexity and systemic risk. The author has used FNA’s Supervisory Technology (Suptech) to construct multiple dashboards with the help of LEI data that can aid regulators when evaluating the geographical complexity of a […]

Beyond Compliance: Finding anomalies and improving risk in complex financial networks

Author: Brandon Smith November 2020 – February 2021 FNA, a leader in supervisory and regulatory technology (Suptech and Regtech) recently took part in the Financial Conduct Authority’s Digital Sandbox Pilot innovation project. FNA entered this competition under the Fraud and Scams use cases and sought to bring a new approach to fraud or money laundering augmentation […]

Anomaly Detection of Fraudulent Large-Value Payments

This piece was written by Amanah Ramadiah and Riccardo Marcaccioli (Data Scientists at FNA), and Kimmo Soramäki (FNA’s CEO). When Machine Learning Meets Network Science Suppose Alice makes a new payment to Bob. A moment later, Alice makes another new payment to Chuck. Can we know if either of the two transactions are suspicious? The […]

Optimizing Intraday Liquidity: A Global Banker’s Guide

FNA roundtable event summary (9 December 2020) Our Intraday Liquidity Optimization roundtable series kicked off last week with the inaugural event, hosted by FNA’s President, Phillip Straley. We covered a diverse range of topics including: Recent trends in the industry impacting intraday liquidity Developments in the regulation of intraday liquidity The opportunities and difficulties created […]

Taming COVID-19 Crisis through SupTech

This piece was written by Amanah Ramadiah, a Data Scientist at FNA and published in the Jakarta Post 02/11/20.  The Jakpost FinTech Fest webinar hosted by the Jakarta Post last September concludes that FinTech innovation in Indonesia has the full support from Regulators Bank Indonesia and Financial Services Authority (OJK). As we have now observed […]

Liquidity is dead, long live liquidity – a practical guide for intraday liquidity management

“Liquidity is oxygen for a financial system.” – Ruth Porat In a previous article we discussed the precarious position of cash liquidity in the current economic climate. As intraday liquidity represents up to a third of reserves at banks, millions of dollars in annual funding costs are tied to it. In this regard, we highlighted […]
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