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Search costs for lenders when evaluating potential borrowers are driven by the quality of the underwriting model and by access to data. Both have undergone radical change over the last years, due to the advent of big data and machine learning. For some, this holds the promise of inclusion and better access to finance. Invisible prime applicants perform better under AI than under traditional metrics. Broader data and more refined models help to detect them without triggering prohibitive costs. However, not all applicants profit to the same extent. Historic training data shape algorithms, biases distort results, and data as well as model quality are not always assured. Against this background, an intense debate over algorithmic discrimination has developed. This paper takes a first step towards developing principles of fair lending in the age of AI. It submits that there are fundamental difficulties in fitting algorithmic discrimination into the traditional regime of anti-discrimination laws. Received doctrine with its focus on causation is in many cases ill-equipped to deal with algorithmic decision-making under both, disparate treatment, and disparate impact doctrine. The paper concludes with a suggestion to reorient the discussion and with the attempt to outline contours of fair lending law in the age of AI.
Das Forschungsprojekt KviAPol (Körperverletzung im Amt durch Polizeibeamte und -beamtinnen) untersucht polizeiliche Gewaltanwendungen, die aus Sicht der Betroffenen rechtswidrig waren, mittels quantitativer Online-Befragung sowie die polizeiliche, justizielle und zivilgesellschaftliche Perspektive auf rechtswidrige Polizeigewalt und deren Aufarbeitung in Deutschland mittels qualitativer Interviews. Zum Team gehören die Wissenschaftlichen Mitarbeiterinnen Laila Abdul-Rahman, Hannah Espín Grau und Luise Klaus sowie Prof. Dr. Tobias Singelnstein, der die Projektleitung innehat.
Freie, öffentlichen Meinungsbildung ist das Herzstück der Demokratie. Doch digitale Kommunikation und datengetriebene Kuratierung von Inhalten verändern das der Demokratie eigene Konzept von Öffentlichkeit und erfordern neue gesetzliche Rahmenbedingungen. In diesem Sammelband führen Expert:innen der Rechts- und Politikwissenschaften, der Soziologie und Datenwissenschaft in die Materie ein und weisen Wege zur Stärkung der Demokratie in der Digitalisierung.
Das Europäische Asylverfahren ist wieder mal einer enormen Belastungsprobe ausgesetzt. An der Grenze zwischen Polen und Belarus spielen sich seit Monaten dramatische Szenen ab, das Recht auf Asyl der Schutzsuchenden ist faktisch ausgesetzt und die polnische Regierung reagiert mit verschärften Maßnahmen und baut eine Mauer. Der folgende Beitrag kommentiert und ordnet rechtlich die aktuelle Situation an der polnischen Grenze ein.
We investigate the impact of uneven transparency regulation across countries and industries on the location of economic activity. Using two distinct sources of regulatory variation—the varying extent of financial-reporting requirements and the staggered introduction of electronic business registers in Europe—, we consistently document that direct exposure to transparency regulation is negatively associated with the focal industry’s economic activity in terms of inputs (e.g., employment) and outputs (e.g., production). By contrast, we find that indirect exposure to supplier and customer industries’ transparency regulation is positively associated with the focal industry’s economic activity. Our evidence suggests uneven transparency regulation can reallocate economic activity from regulated toward unregulated countries and industries, distorting the location of economic activity.
Cryptocurrencies provide a unique opportunity to identify how derivatives impact spot markets. They are fully fungible, trade across multiple spot exchanges at different prices, and futures contracts were selectively introduced on bitcoin (BTC) exchange rates against the USD in December 2017. Following the futures introduction, we find a significantly greater increase in cross-exchange price synchronicity for BTC--USD relative to other exchange rate pairs, as demonstrated by an increase in price correlations and a reduction in arbitrage opportunities and volatility. We also find support for an increase in price efficiency, market quality, and liquidity. The evidence suggests that futures contracts allowed investors to circumvent trading frictions associated with short sale constraints, arbitrage risk associated with block confirmation time, and market segmentation. Overall, our analysis supports the view that the introduction of BTC--USD futures was beneficial to the bitcoin spot market by making the underlying prices more informative.
Using the negotiation process of the Basel Committee on Banking Supervision (BCBS), this paper studies the way regulators form their positions on regulatory issues in the process of international standard-setting and the consequences on the resultant harmonized framework. Leveraging on leaked voting records and corroborating them using machine learning techniques on publicly available speeches, we construct a unique dataset containing the positions of banks and national regulators on the regulatory initiatives of Basel II and III. We document that the probability of a regulator opposing a specific initiative increases by 30% if their domestic national champion opposes the new rule, particularly when the proposed rule disproportionately affects them. We find the effect is driven by regulators who had prior experience of working in large banks – lending support to the private-interest theories of regulation. Meanwhile smaller banks, even when they collectively have a higher share in the domestic market, do not have any impact on regulators’ stand – providing little support to public-interest theories of regulation. Finally, we show this decision-making process manifests into significant watering down of proposed rules, thereby limiting the potential gains from harmonization of international financial regulation.
Resolving financial distress where property rights are not clearly defined: the case of China
(2022)
We use data on financially distressed Chinese companies in order to study a debt market where property rights are crudely defined and poorly enforced. To help with identification we use an event where a business-friendly province published new guidelines regarding the administration and enforcement of assets pledged as collateral. Although by no means a comprehensive reform of bankruptcy law or property rights, by instructing courts to enforce existing, albeit rudimentary, contractual rights the new guidelines virtually eliminated creditors runs and produced a sharp increase in the survival rate of financially-distressed companies. These changes illustrate how piecemeal reforms of property rights and their enforcement may have a significant impact on economic outcomes. Our analysis and results challenge the view that a fully fledged system of private property is a precondition for economic development.
We employ a proprietary transaction-level dataset in Germany to examine how capital requirements affect the liquidity of corporate bonds. Using the 2011 European Banking Authority capital exercise that mandated certain banks to increase regulatory capital, we find that affected banks reduce their inventory holdings, pre-arrange more trades, and have smaller average trade size. While non-bank affiliated dealers increase their market-making activity, they are unable to bridge this gap - aggregate liquidity declines. Our results are stronger for banks with a higher capital shortfall, for non-investment grade bonds, and for bonds where the affected banks were the dominant market-maker.
Supranational supervision
(2022)
We exploit the establishment of a supranational supervisor in Europe (the Single Supervisory Mechanism) to learn how the organizational design of supervisory institutions impacts the enforcement of financial regulation. Banks under supranational supervision are required to increase regulatory capital for exposures to the same firm compared to banks under the local supervisor. Local supervisors provide preferential treatment to larger institutes. The central supervisor removes such biases, which results in an overall standardized behavior. While the central supervisor treats banks more equally, we document a loss in information in banks’ risk models associated with central supervision. The tighter supervision of larger banks results in a shift of particularly risky lending activities to smaller banks. We document lower sales and employment for firms receiving most of their funding from banks that receive a tighter supervisory treatment. Overall, the central supervisor treats banks more equally but has less information about them than the local supervisor.
The loan impairment rules recently introduced by IFRS 9 require banks to estimate their future credit losses by using forward-looking information. We use supervisory loan-level data from Germany to investigate how banks apply their reporting discretion and adjust their lending upon the announcement of the new rules. Our identification strategy exploits a cut-off for the level of provisions at the investment grade threshold based on banks’ internal rating of a borrower. We find that banks required to adopt the new rules assign better internal ratings to exactly the same borrowers compared to banks that do not apply IFRS 9 around this cut-off. This pattern is consistent with a strategic use of the increased reporting discretion that is inherent to rules requiring forward-looking loss estimation. At the same time, banks also reduce their lending exposure to exactly those borrowers at the highest risk of experiencing a rating downgrade below the cutoff. These loans would be associated with additional provisions in future periods, both in the intensive and extensive margin. The lending change thus mitigates some of the negative effects of increased reporting opportunism on banks’ crisis resilience. However, when these firms with internal ratings around the investment grade cut-off obtain less external funding through banks, the introduction of IFRS 9 will likely also be associated with real economic effects
he ECB is independent, but it is also accountable to the European parliament (EP). Yet, how the EP has held the ECB accountable has largely been overlooked. This paper starts addressing this gap by providing descriptive statistics of three accountability modalities. The paper highlights three findings. First, topics of accountability have changed. Climate-related accountability has increased quickly and dramatically since 2017. Second, if the relationship between price stability and climate change remains an object of conflict among MEPs, a majority within the EP has emerged to put pressure for the ECB to take a more active stance against climate change, precisely on behalf of its price stability mandate. Third, MEPs engage with the climate topic in very specific ways. There is a gender divide between the climate and the price stability topics. Women engage more actively with climate-related topics. While the Greens heavily dominate the climate topic, parties from the Right dominate the topic of Price stability. Finally, MEPs adopt a more united strategy and a particularly low confrontational tone in their climate-related interventions.
On 15 December 2020, the European Commission submitted a proposal for a regulation on a single market for digital services (Digital Services Act, DSA) and amending Directive 2000/31/EC. The legislative project seeks to establish a robust and durable governance structure for the effective supervision of providers of intermediary services. To this end, the DSA sets out numerous due diligence obligations of intermediaries concerning any type of illegal information, including copyright-infringing content. Empirically, copyright law accounts for most content removal from online platforms, by an order of magnitude. Thus, copyright enforcement online is a major issue in the context of the DSA, and the DSA will be of utmost importance for the future of online copyright in the EU. Against this background, the European Copyright Society takes this opportunity to share its view on the relationship between the copyright acquis and the DSA, as well as further selected aspects of the DSA from a copyright perspective.
Die am 28. Oktober 2021 in Kraft getretene Änderungsverordnung zur Aarhus-Verordnung der EU modernisiert den administrativen und gerichtlichen Rechtsschutz gegen Rechtsakte der Organe und Einrichtungen der EU. Die Verordnung setzt einen Schlusspunkt unter das jahrelange Tauziehen zwischen dem Compliance-Ausschuss der Aarhus-Konvention und der EU über die Vereinbarkeit des administrativen Überprüfungsverfahrens nach der Verordnung mit den Anforderungen des Art. 9 Abs. 3 der Aarhus-Konvention. Wesentliche Regelungen sind die Ausdehnung des Kreises der anfechtbaren Entscheidungen auf alle Rechtsakte nicht-legislativer Natur und die Anerkennung von Antragsrechten Einzelner, wenngleich unter einschränkenden Voraussetzungen. Kritisch zu bewerten sind insbesondere die fehlende Unabhängigkeit des administrativen Überprüfungsverfahrens und die Bevorzugung der Umweltverbände beim Zugang zum Gericht der EU.
Lack of privacy due to surveillance of personal data, which is becoming ubiquitous around the world, induces persistent conformity to the norms prevalent under the surveillance regime. We document this channel in a unique laboratory---the widespread surveillance of private citizens in East Germany. Exploiting localized variation in the intensity of surveillance before the fall of the Berlin Wall, we show that, at the present day, individuals who lived in high-surveillance counties are more likely to recall they were spied upon, display more conformist beliefs about society and individual interactions, and are hesitant about institutional and social change. Social conformity is accompanied by conformist economic choices: individuals in high-surveillance counties save more and are less likely to take out credit, consistent with norms of frugality. The lack of differences in risk aversion and binding financial constraints by exposure to surveillance helps to support a beliefs channel.
The dissertation explores to what extent the post-financial crisis EU resolution regime, based on equity/debt write-down and conversion powers and bail-in tools will be effective in maintaining the stability of bank groups. To arrive at its unique angle, it first asks why bank groups are considered complex, thereby explaining the reasons for their proliferation and instability, and how this may inform the view regarding a desired regulatory framework. The main observation the dissertation makes is that, notwithstanding of other factors already pointed out in the literature, bank groups adopt complex structures with multiple entities, as it allows them, inter alia, to use double-leverage financing structures and internal capital markets.
Double-leverage financing structures allow bank groups to optimise the combination of their debt/equity funding from external parent entity investors with a combination of debt/equity funding downstreamed internally to subsidiaries and other entities in the bank group. An important component within this structure is also that the allocation of the bank group’s resources takes place through the internal capital market (ICM). The allocation of resources via the ICM allows bank groups to manage their liquidity constraint either to undertake activities that are more profitable, or to stabilise the financial position of the group as a whole.
While both double leverage and ICMs can optimise the funding and allocation of resources of the bank group, respectively, they can also generate perils to the stability of the bank group. In particular, this is because double-leverage can result in excessive risk taking and regulatory arbitrage. Moreover, the allocation of the intra-group resources in the ICM may not maintain the financial health of all subsidiaries in the bank group, which can prove to be incompatible with the financial stability goals of the regulators in the countries where those subsidiaries conduct their business.
Within this context, the dissertation argues that the current EU resolution regime does not clearly address issues of double leverage when setting out capital and other liability requirements, i.e. the ‘Total Loss Absorbing Capacity’ (TLAC) and ‘Minimum Requirement for Eligible Liabilities’ (MREL) requirements. Moreover, the dissertation emphasis that it is equally relevant to clarify the way in which the bank group resources are available ahead of, and in financial distress. It is argued that to this end, bank groups need to be allowed to make use of the ICM as it is often uncertain what may be the cause of the financial distress and how the resources of the bank group could be used to stabilise it. To this end, the dissertation highlights that there is lack of clarity in both the ex-ante provisions on intra-group support framework and in the ex-post provisions governing the allocation of any surplus TLAC/MREL resources.
Besides the ‘intra-group’ issues within the bank group, the third point the dissertation makes relation to the bank group’s presence in multiple jurisdictions. This transnational element adds to the complexity of the intra-group issues resulting from sub-optimal cooperation between home and host authorities. In this regard, the dissertation underlines that the current framework could adopt a more balanced way in which the regulatory fora will take into account the interest of the authorities of all parts of the bank group.
This article provides an overview and critical assessment of WIPO ALERT. It locates this initiative in the broader context of transnational IP enforcement schemes on the Internet. These initiatives are classified into two categories according to their point of attachment and geographical effect. Whereas source-related measures (e.g. website takedowns) tend to have a transnational and possibly even a global effect, recipient-related measures (e.g. website and ad blockings) typically mirror the territorially fragmented IPR landscape. This fragmentation is where WIPO ALERT comes into play. It can be understood as a matching service which interconnects holders of information about copyright infringing websites (“Authorized Contributors”) and actors of the online ad industry who want to avoid these outlets (“Authorized Users”). The critical assessment of WIPO ALERT calls for more transparency and the establishment of uniform substantive and procedural standards that have to be met if a new “site of concern” is added to the global ad blacklist.