Published Papers

Portfolio Diversification and Systemic Risk in Interbank Networks 

Journal of Economic Dynamics and Control, 82, 96-124, 2017

Joint with Stefano Battiston (University of Zurich) and Paolo Tasca (University College  London)


This paper contributes to a growing literature on the ambiguous effects of risk diversification. In our model, banks hold claims on each other’s liabilities that are marked-to-market on the individual financial leverage of the obligor. The probability of systemic default is determined using a passage-problem approach in a network context and banks are able to internalize the network externalities of contagion through their holdings. We study the optimal diversification strategy of banks in the face of opposite and persistent economic trends that are ex-ante unknown. We find that the optimal level of risk diversification may be interior or extremal depending on banks’ exposure to external assets and that individual incentives may favor a banking system that is over-diversified with respect to the social optimum.

Working Papers

The Sovereign-Bank Nexus in Emerging Markets in the Wake of the COVID-19 Pandemic

Joint with Salih Fendoglu (IMF), Tara Iyer (IMF), Hamid R. Tabarraei (IMF), Yizhi Xu (IMF), and Mustafa Y. Yenice (IMF)

The COVID-19 pandemic has brought the relationship between sovereigns and banks—the so-called sovereign-bank nexus—in emerging market economies to the fore as bank holdings of domestic sovereign debt have surged. This paper examines the empirical relevance of this nexus to assess how it could amplify macro-financial stability risks. The findings show that an increase in sovereign credit risk can adversely affect banks’ balance sheets and credit supply, especially in countries with less-well-capitalized banking systems. Sovereign distress can also impact banks indirectly through the nonfinancial corporate sector by constraining their funding and reducing their capital expenditure. Notably, the effects on banks and corporates are strongly nonlinear in the size of the sovereign distress.

Commercial Real Estate and Macrofinancial Stability During COVID-19

Joint with Junghwan Mok (IMF) and Tomohiro Tsuruga (IMF)

The COVID-19 pandemic crisis has severely shocked the commercial real estate (CRE) sector, which could have important implications for macro-financial stability going forward because of the large size of the sector and its strong interconnectedness with the real economy. Using a novel methodology, this paper quantifies vulnerabilities in the CRE sector and analyzes policy tools available to mitigate related risks. The analysis shows that CRE prices were overvalued in several major advanced economies in 2020:Q1. It also shows that such price misalignments increase the likelihood of future price corrections and exacerbate downside risks to future GDP growth. While the path of recovery in the sector will depend inherently on the pace of overall economic recovery and the structural shifts induced by the pandemic, easy financial conditions may contribute to an increase in financial vulnerabilities and persistent price misalignment. Macroprudential policy can, however, be effective in curbing the financial stability risks posed by the CRE sector.

Corporate Funding and the COVID-19 Crisis

Joint with Dulani Seneviratne  (IMF), Tomohiro Tsuruga (IMF), and Jérôme Vandenbussche  (IMF)

This paper assesses whether corporate liquidity needs in the G7 economies were met during the containment phase of the COVID-19 pandemic (February-June 2020) using various approaches to identify credit supply shocks. The pandemic crisis adversely affected nonfinancial corporate sector cash flows, generating liquidity and solvency pressures. However, corporate borrowing surged in March and into the second quarter, thanks to credit line drawdowns and unprecedented policy support. In the United States, the bond market was buoyant from the end of March onward, but credit supply conditions for bank loans and the syndicated loan market tightened. In other G7 economies, credit supply conditions generally eased somewhat across markets during the second quarter. Among listed firms, entities with weaker liquidity or solvency positions before the onset of COVID-19, as well as smaller firms, suffered relatively more financial stress in some economies in the early stages of the crisis. Residual signs of strain remained as of the end of June. Policy interventions, especially those directly targeting the corporate sector, had a beneficial effect on credit supply overall.

Global Banks’ Dollar Funding: A Source of Financial Vulnerability

Joint with Adolfo Barajas (IMF); Claudio Raddatz (IMF); Dulani Seneviratne (IMF) ; Peichu Xie (IMF) ; Yizhi Xu (IMF)

Leading up to the global financial crisis, US dollar activity by global banks headquartered outside the United States played a crucial role in transmitting shocks originating in funding markets. Although post-crisis regulation has improved banking systems’ resilience, US dollar funding remains a global vulnerability, as evidenced by strains that reemerged in March 2020 in the midst of the COVID-19 crisis. We show that shocks to US dollar funding costs lead to financial stress in the home economies of these global non-US banks, and to spillovers to borrowers, especially emerging economies. US dollar funding vulnerability amplifies these negative effects, while some policy-related factors act as mitigators, such as swap line arrangements between central banks and international reserve holdings. Thus, these vulnerabilities should be monitored and, to the extent possible, controlled


Predicting Downside Risks to House Prices and Macro-Financial Stability

Joint with Mitsuru Katagiri (BoJ), Sohaib Shahid (IMF), and Nico Valckx (IMF)

This paper predicts downside risks to future real house price growth (house-prices-at-risk) in 32 advanced and emerging market economies. Through a macro-model and predictive quantile regressions, we show that current house price overvaluations, excessive credit growth, and tighter financial conditions jointly forecast higher house-prices-at-risk up to three years ahead. House-prices-at-risk (HaR) can in turn predict future growth at risk and financial crises. We also investigate and propose policy solutions for preventing the identified risks. We find that overall, a tightening of macroprudential policy is the most effective at curbing downside risks to house prices, whereas a loosening of conventional monetary policy reduces short term downside risks only in advanced economies.

A Model of Network Formation for the Overnight Interbank Market

Joint with Mikhail Anufriev (University of Technology Syndey), Valentyn Panchenko (University of New South Wales) and Paolo Pin (Bocconi University)


We introduce an endogenous network formation model of the interbank overnight lending market. Banks are motivated to meet the minimum reserve requirements set by the Central Bank but their reserves are subject to random shocks. To adjust their expected end-of-the-day reserves, banks enter the interbank  market, where borrowers decrease their expected cost of borrowing with the Central Bank, and lenders decrease their deposits with the Central Bank in an attempt to obtain a higher interest rate from the interbank market while facing counter-party default risk. In this setting, we show that a financial network arises endogenously, exhibiting a unique giant component which is connected but bipartite in lenders and borrowers. The model reproduces features of trading decisions observed empirically in the Italian e-MID market for overnight interbank deposits.

Liquidity in Times of Distress: The Effect of Interbank Network Structure


This paper identifies the importance of market power in the interbank market during times of distress. We show that in the aftermath of the 2008 financial crisis, lending and borrowing in the Italian overnight unsecured interbank market became more sensitive to banks’ network position. We fit the observed network to a core-periphery structure and find that highly connected core banks were able to selectively charge higher interest rates on loans to and pay lower interest rates on loans from sparsely connected periphery banks over the course of the crisis. We use link level variation to verify that the differences stem from banks’ network contingent market power. This demonstrates banking sector interconnectedness as a source of market illiquidity and sheds light on the effective design of central bank liquidity policy.

Policy Work

Commercial Real Estate Prices During COVID-19: What is Driving the Divergence?

Joint with Fabio Natalucci (IMF) and Mahvash Qureshi (IMF). Published as Global Financial Stability Note 2022/002.


After dropping sharply in the early phases of the COVID-19 pandemic, commercial real estate prices are on the mend. However, the initial price decline, as well as the pace of recovery, vary widely across regions and different segments of the commercial real estate market. This note analyzes the factors that explain this divergence using city-level data from major advanced and emerging market economies. The findings show that pandemic-specific factors such as the stringency of containment measures and the spread of the virus are strongly associated with a decline in prices, while fiscal support and easy financial conditions maintained by central banks have helped to cushion the shock. A higher vaccination rate has aided the recovery of the sector, especially in the retail segment. Structural changes in private behavior such as the trend toward teleworking and e-commerce have also had an impact on commercial property prices in some segments. The outlook of the sector across regions thus remains closely tied to the trajectory of the pandemic and broader macroeconomic recovery, financial market conditions, and the pace of structural shifts in the demand for specific property types. In an environment of tightening financial conditions and a slowdown in economic activity, continued vigilance is warranted on the part of financial supervisors to minimize financial stability risks stemming from potential adverse shocks to the sector

US Dollar Funding and Emerging Market Economy Vulnerabilities

Joint FSB-IMF publication

This report presents the findings of the FSB-IMF work on the interaction between US dollar (USD) funding and external vulnerabilities in emerging market economies (EMEs). The report, which forms part of the FSB’s work programme on non-bank financial intermediation, takes stock of recent trends in the structure of EMEs’ external borrowing, focusing on the shift towards nonbank financing; examines how these developments contributed to the build-up of vulnerabilities in EMEs and to the USD funding stress during the March 2020 turmoil; and draws policy implications about measures to enhance EME resilience in order to lessen the impact of future episodes of stress

Strains in Offshore US Dollar Funding during the COVID-19 Crisis

Joint with Adolfo Barajas (IMF); Salih Fendoglu (IMF) and Yizhi Xu (IMF). Published as Global Financial Stability Note 2020/001


This note analyzes recent trends in offshore US dollar funding markets and explores the drivers of dollar funding costs during the COVID-19 pandemic crisis. Preliminary evidence suggests that only part of the sharp increase in observed dollar funding costs can be attributed to the standard supply- and demand-side factors analyzed in the October 2019 Global Financial Stability Report (GFSR), including the dollar funding fragility of non-US global banks. Changes in market structure since the global financial crisis, as well as heightened uncertainty and tensions in the commercial paper market, may provide further explanations for the movements in dollar funding costs in late March 2020. The US Federal Reserve’s swap line arrangements have helped lessen strains in dollar funding markets, but funding pressure remains significant for some emerging market economies, notably those with-out access to the swap lines. Furthermore, tighter dollar funding conditions appear to have accompanied increases in financial stress in the home economies of affected non-US global banks and to have generated adverse spill-over effects in the form of cutbacks in cross-border lending.


A new financial stability risk index to predict the near-term risk of recession (FSR, 2018)

Joint with Peter Welz (ECB), Dawid Zochowsky (ECB). Published as part of the Financial Stability Review May 2018.

This paper estimates the predictive power of systemic risk buildup on the probability of future macroeconomic downturns. We first put forward a broad range of individual indicators to capture fluctuations in non-financial imbalances, financial vulnerability, risk appetite and systemic risk. To efficiently aggregate information across indicators, we then construct a composite index of systemic risk through semiparametric dimension reduction. Increases in the composite index robustly forecast future drops in the distribution of economic activity. A one standard deviation increase in the index predicts that the 20th percentile of the GDP growth shock distribution shifts downwards by 71% in the following quarter.

The Effects of Negative Interest Rates on Interbank Markets

Joint with Yiming Ma (Stanford GSB), Livia Polo Friz (ECB) and Christoffer Kok (ECB)

We show that the effects of negative interest rates are amplified through the unsecured interbank market. As retail deposit rates are floored at zero while asset returns track policy rates, reliance on retail deposits shrinks net returns, lowers bank capital and raises the cost of external financing. Banks relying more heavily on retail deposits face stronger downward pressure on net interest margins and reduce lending to other banks in the unsecured money market by more. However, deposit reliant banks also tend to be more profitable and better capitalised to begin with, alleviating the net adverse impact of negative rates.