Susanne Griebsch and Andreas Röthig, “Bivariate sudden stop analysis of equity and bond fund flows to emerging markets using isolation forest”
Deutsche Bundesbank, Working Paper n° 15/2026

Giu 25 2026
Susanne Griebsch and Andreas Röthig, “Bivariate sudden stop analysis of equity and bond fund flows to emerging markets using isolation forest”Deutsche Bundesbank, Working Paper n° 15/2026

Abstract: This paper applies machine learning methods and anomaly detection to sudden stop analysis of portfolio flows. Using the isolation forest methodology, univariate as well as bivariate sudden stops of equity and bond fund flows to emerging markets are generated. An anomaly score and an anomaly classification are provided. The results point to an increase in anomalous portfolio flows to emerging markets in recent years. In addition, the isolation forest methodology appears to yield better results than the traditional approach to sudden stop analysis in classifying anomalies connected with the recent capital flow volatility related to the outbreak of the COVID-19 pandemic as well as the interest rate reversal in advanced economies in recent years. The bivariate approach to anomaly detection is better able to identify anomalous episodes of financial stress, where both equity and bond markets are simultaneously affected. Most of the classified anomalies are related to fund flow stops (i.e. simultaneous stops to both equity and bond flows) or surges (i.e. surges in both equity and bond flows). In general, univariate and bivariate anomaly detection using machine learning techniques can play an important part and lead to a better understanding of sudden stops and surges.

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6962279

Boris Hofmann, Matthias Kaldorf and Matthias Rottner, “The macroeconomics of stablecoins”
Bank for International Settlements, Working Paper n° 1363

Giu 25 2026
Boris Hofmann, Matthias Kaldorf and Matthias Rottner, “The macroeconomics of stablecoins”Bank for International Settlements, Working Paper n° 1363

Abstract: We analyse the macroeconomic impact of stablecoins using a quantitative macroeconomic model. Stablecoins influence the economy through two opposing channels: (i) a bank lending channel, as household demand for stablecoins raises deposit rates, increases bank funding costs, and reduces loan supply; and (ii) a fiscal space channel, as stablecoin issuers’ demand for Treasury bills lowers sovereign borrowing costs, expands fiscal space for tax reductions or higher spending. Calibrated to the U.S., the model predicts that widespread stablecoin adoption modestly reduces long-run output, as the bank lending channel outweighs the fiscal space channel. However, the overall long-run impact may shift under alternative scenarios about stablecoin reserve asset regulation, the level of public debt and the strength of foreign demand. Moreover, the fiscal space channel activates more quickly than the bank lending channel, resulting in significantly positive short-term output effects during the transition phase. Additionally, the model suggests a strengthening of monetary policy transmission via the bank lending channel

https://www.bis.org/publ/work1363.htm

Fan Dora Xia and Omar Zulaica, “Embracing carbon uncertainty in portfolio construction”
Bank for International Settlements, Working Paper n° 1362
 

Giu 25 2026
Fan Dora Xia and Omar Zulaica, “Embracing carbon uncertainty in portfolio construction”Bank for International Settlements, Working Paper n° 1362 

Abstract: We propose a framework for constructing fixed-income portfolios of sovereign bonds that integrates financial and environmental considerations. Central to our approach is the introduction of carbon returns, a concept analogous to financial returns, modeled as random variables to capture the inherent uncertainty of future carbon emissions. Based on the financial and carbon return profiles of individual countries’ sovereign bonds, we employ an algorithm inspired by Hierarchical Risk Parity (HRP) to construct portfolios that balance each country’s contribution to the portfolio’s tail risk, as measured by expected shortfall, of financial and carbon returns. Focusing on developed market sovereign bonds, our results demonstrate that it is possible to design portfolios that effectively align decarbonization objectives with financial performance, both in-sample and out-of-sample, while accommodating diverse investor preferences.

https://www.bis.org/publ/work1362.htm

Yuteng Cheng, Jonathan Chiu, Mohammad Davoodalhosseini and Janet Hua Jiang, “Data Externalities, Market Power, and the Optimal Design of Central Bank Digital Currencies”
Bank of Canada, Working paper n° 2026-21

Giu 25 2026
Yuteng Cheng, Jonathan Chiu, Mohammad Davoodalhosseini and Janet Hua Jiang, “Data Externalities, Market Power, and the Optimal Design of Central Bank Digital Currencies”Bank of Canada, Working paper n° 2026-21

Abstract: We study the optimal design of a central bank digital currency (CBDC) in an economy where private payment service providers (PSPs) collect and monetize transaction data and may have market power. Payments data create social benefits through law enforcement and monitoring but also impose privacy costs and negative externalities by enabling profiling and surplus extraction. In our model, the central bank chooses CBDC fees, transaction rewards, and data-collection intensity, taking into account their effects on private payment adoption. We show that a data-collecting CBDC can either raise or lower private payment adoption and aggregate data production relative to cash, depending on the balance between PSP market power and the social costs of privately monetized data. In a calibration to the U.S. economy, the introduction of CBDC raises aggregate data collection, private PSP market share, and PSP profits. But when PSP competition is stronger, data are more valuable, or data-processing costs are lower, the optimal CBDC policy reduces aggregate data production if negative data externalities are sufficiently strong.

https://www.bankofcanada.ca/2026/06/staff-working-paper-2026-21

Thomas Lustenberger, Enzo Rossi and Anna Zeitz, “Central bank communication: New data and stylized facts from a century of Fed speeches”
Swiss National Bank, Working Paper n° 6/2026

Giu 25 2026
Thomas Lustenberger, Enzo Rossi and Anna Zeitz, “Central bank communication: New data and stylized facts from a century of Fed speeches”Swiss National Bank, Working Paper n° 6/2026

Abstract: Drawing on a novel dataset of more than 10,000 speeches from 1914 to 2024, we track the evolution of Federal Reserve communication and identify three stylized facts. (1) Although the overall volume of speeches has declined over the past decade, the composition of Fed communication has remained notably consistent for forty years, with Federal Reserve Bank (FRB) presidents accounting for the majority of public engagements. Variation in communicative participation is driven primarily by dispositional factors, including professional background, gender, and other speaker-specific idiosyncrasies, rather than the particular time frame in which the speeches were delivered. (2) While governors’ communication reacts to financial stability, FRB presidents’ schedules remain decoupled from both regional shifts in their districts and broader macroindicators. (3) A “complexity paradox” has emerged: while the syntactic structure simplifies during crises, the conceptual density increases. When adjusted for abstractness, the communication patterns of governors and FRB presidents appear remarkably similar.

https://www.snb.ch/en/publications/research/working-papers/2026/working_paper_2026_06

Walter Beckert, Peter Eccles and Paolo Siciliani, “Capital requirements and process innovation”
Bank of England, Working Paper n° 1,188

Giu 25 2026
Walter Beckert, Peter Eccles and Paolo Siciliani, “Capital requirements and process innovation”Bank of England, Working Paper n° 1,188

Abstract: This paper investigates the relationship between the optimal level minimum capital requirements aimed at preventing moral hazard by banks and banks’ incentives to invest in process innovation aimed at improving operational efficiency. We extend Hellmann et al (2000)’s dynamic model of banking competition to show that the imposition of minimum effective capital requirements aimed at preventing excessive risk-taking by banks supports, rather than hinders, investment in process innovation, thanks to the longer time horizon over which banks can expect to benefit from the efficiency improvement thereof. This is because investments in process innovation will be more valuable if banks act prudently. This in turn reduces the incentive for moral hazard with implications for the optimal level of minimum capital requirements.

https://www.bankofengland.co.uk/-/media/boe/files/working-paper/2026/capital-requirements-and-process-innovation.pdf

Negar Mohammadi Jazi and Felipe Netto, “Asymmetric information and capital regulation in SME lending:a structural model of bank and non-bank competition”
Bank of England, Working paper n° 1,191

Giu 25 2026
Negar Mohammadi Jazi and Felipe Netto, “Asymmetric information and capital regulation in SME lending:a structural model of bank and non-bank competition”Bank of England, Working paper n° 1,191

Abstract: We analyse how risk-based capital requirements shape competition and credit allocation in the UK unsecured Small and Medium-sized Enterprises (SME) lending market using confidential loan-level data. Motivated by empirical patterns, we develop and estimate a structural model with screening, asymmetric information, and imperfect competition, in which banks and non-bank lenders differ in regulatory treatment. We estimate lender-specific costs and screening precision, and show how these features jointly account for the observed lender market shares across borrower risk and loan size segments. Our results indicate that regulation interacts with heterogeneity in information processing and costs to shape equilibrium pricing and credit allocation, with non-bank lending reflecting not only regulatory differences but also comparative advantages in screening technology. Our model provides a quantitative framework for evaluating regulatory policy in markets with both regulated and non-regulated intermediaries.

https://www.bankofengland.co.uk/working-paper/2026/asymmetric-information-and-capita-regulation-in-sme-lending

Franz Hamann, Juan C. Mendez-Vizcaino, Enrique G. Mendoza and Paulina Restrepo-Echavarria, “Natural Resources and Sovereign Risk in Emerging Economies: A Curse and a Blessing”
FEDERAL RESERVE BANK OF ST. LOUIS, Working paper n° 2018-032E

Giu 25 2026
Franz Hamann, Juan C. Mendez-Vizcaino, Enrique G. Mendoza and Paulina Restrepo-Echavarria, “Natural Resources and Sovereign Risk in Emerging Economies: A Curse and a Blessing”FEDERAL RESERVE BANK OF ST. LOUIS, Working paper n° 2018-032E

Abstract: Emerging economies that are large oil producers have sizable external debt, their sovereign risk rises when oil prices fall, and many of them have defaulted in the past. Interestingly, oil output reduces country risk on impact and in the long-run,but oil reserves increase it in the long-run and reduce it only marginally on impact. We propose a model of sovereign default and oil extraction and derive analytic and quantitative findings consistent with these observations. The sovereign manages oil reserves strategically to make default less painful, and hence its sustainable debt falls. Reserves rise in the run-up to a default and the co-movement of reserves and country risk in response to oil-price shocks switches from negative initially to positive afterwards. These results extend to a setup with rare, large and uncertain oil discoveries. Defaults occur with less severe drops in GDP and oil prices but after long dry spells in discoveries.

https://fedinprint.org/item/fedlwp/10330/103401

Katia Colaneri, Federico D’Amario, Daniele Mancinelli “Carbon-Penalised Portfolio Insurance Strategies in a Stochastic Factor Model with Partial Information”

Mag 29 2026
Katia Colaneri, Federico D’Amario, Daniele Mancinelli “Carbon-Penalised Portfolio Insurance Strategies in a Stochastic Factor Model with Partial Information”

Abstract: We investigate optimal proportional portfolio insurance (PPI) strategies aimed at reducing exposure to carbon intensive stocks. PPI strategies enable investors to mitigate downside risk while retaining the potential for upside gains. In this paper we determine the PPI strategies to maximise the expected utility of the terminal cushion, where the terminal cushion is penalised proportionally to the realised volatility of stocks issued by firms operating in carbon-intensive sectors. We model the risky assets’ dynamics using geometric Brownian motions whose drift rates are modulated by an unobservable common stochastic factor to capture market-specific or economy-wide state variables that are typically not directly observable. Using the classical stochastic filtering theory, we formulate a suitable optimisation problem and solve it for the CRRA utility function. We characterise optimal carbon-penalised PPI strategies and optimal value functions under full and partial information. We also carry a numerical analysis showing that the proposed strategy reduces carbon-emissions intensity without compromising financial performance.

To appear in Scandinavian Acturial Journal

https://arxiv.org/abs/2511.19186

Iñaki Aldasoro, Sebastian Doerr, and Haonan Zhou, “Liquidity regulation and bank funding costs”
Bank for International Settlements, Working Paper n° 1352

Mag 29 2026
Iñaki Aldasoro, Sebastian Doerr, and Haonan Zhou, “Liquidity regulation and bank funding costs” Bank for International Settlements, Working Paper n° 1352

Abstract: We establish a causal link between liquidity regulation and a lower cost of bank wholesale funding. For identification, we use pre-determined variation in banks’ liquidity coverage ratio (LCR) in a difference-in-differences setup. Granular instrument-level data allow us to carefully control for any observable and unobservable time-varying factors at the creditor, instrument type, and macroeconomic levels. We find that banks with greater LCR exposure see a steeper decline in their wholesale funding costs. Consistent with seminal theoretical papers on bank liquidity risk, we provide novel evidence that wholesale funding costs decline by more for longer-maturity instruments and that banks shift from short to longer maturity liabilities. Our results support the argument that bank regulation can– at least partly– offset its costs to intermediaries through cheaper wholesale funding.

https://www.bis.org/publ/work1352.htm