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Article
Publication date: 6 July 2020

Lukasz Prorokowski, Oleg Deev and Hubert Prorokowski

The use of risk proxies in internal models remains a popular modelling solution. However, there is some risk that a proxy may not constitute an adequate representation of the…

Abstract

Purpose

The use of risk proxies in internal models remains a popular modelling solution. However, there is some risk that a proxy may not constitute an adequate representation of the underlying asset in terms of capturing tail risk. Therefore, using empirical examples for the financial collateral haircut model, this paper aims to critically review available statistical tools for measuring the adequacy of capturing tail risk by proxies used in the internal risk models of banks. In doing so, this paper advises on the most appropriate solutions for validating risk proxies.

Design/methodology/approach

This paper reviews statistical tools used to validate if the equity index/fund benchmark are proxies that adequately represent tail risk in the returns on an individual asset (equity/fund). The following statistical tools for comparing return distributions of the proxies and the portfolio items are discussed: the two-sample Kolmogorov–Smirnov test, the spillover test and the Harrell’s C test.

Findings

Upon the empirical review of the available statistical tools, this paper suggests using the two-sample Kolmogorov–Smirnov test to validate the adequacy of capturing tail risk by the assigned proxy and the Harrell’s C test to capture the discriminatory power of the proxy-based collateral haircuts models. This paper also suggests a tool that compares the reactions of risk proxies to tail events to verify possible underestimation of risk in times of significant stress.

Originality/value

The current regulations require banks to prove that the modelled proxies are representative of the real price observations without underestimation of tail risk and asset price volatility. This paper shows how to validate proxy-based financial collateral haircuts models.

Details

The Journal of Risk Finance, vol. 21 no. 3
Type: Research Article
ISSN: 1526-5943

Keywords

Article
Publication date: 21 March 2019

Lukasz Prorokowski, Hubert Prorokowski and Georgette Bongfen Nteh

This paper aims to analyse the recent changes to the Pillar 2 regulatory-prescribed methodologies to classify and calculate credit concentration risk. Focussing on the Prudential…

Abstract

Purpose

This paper aims to analyse the recent changes to the Pillar 2 regulatory-prescribed methodologies to classify and calculate credit concentration risk. Focussing on the Prudential Regulation Authority’s (PRA) methodologies, the paper tests the susceptibility to bias of the Herfindahl–Hirscham Index (HHI). The empirical tests serve to assess the assumption that the regulatory classification of exposures within the geographical concentration is subject to potential misuse that would undermine the PRA’s objective of obtaining risk sensitivity and improved banking competition.

Design/methodology/approach

Using the credit exposure data from three global banks, the HHI methodology is applied to the portfolio of geographically classified exposures, replicating the regulatory exercise of reporting credit concentration risk under Pillar 2. In doing so, the validity of the aforementioned assumption is tested by simulating the PRA’s Pillar 2 regulatory submission exercise with different scenarios, under which the credit exposures are assigned to different geographical regions.

Findings

The paper empirically shows that changing the geographical mapping of the Eastern European EU member states can result in a substantial reduction of the Pillar 2 credit concentration risk capital add-on. These empirical findings hold only for the banks with large exposures to Eastern Europe and Central Asia. The paper reports no material impact for the well-diversified credit portfolios of global banks.

Originality/value

This paper reviews the PRA-prescribed methodologies and the Pillar 2 regulatory guidance for calculating the capital add-on for the single name, sector and geographical credit concentration risk. In doing so, this paper becomes the first to test the assumptions that the regulatory guidance around the geographical breakdown of credit exposures is subject to potential abuse because of the ambiguity of the regulations.

Details

Journal of Financial Regulation and Compliance, vol. 27 no. 3
Type: Research Article
ISSN: 1358-1988

Keywords

Article
Publication date: 2 November 2015

Lukas Prorokowski and Hubert Prorokowski

BCBS 239 sets out a challenging standard for risk data processing and reporting. Any bank striving to comply with the principles will be keen to introspect how risk data is…

Abstract

Purpose

BCBS 239 sets out a challenging standard for risk data processing and reporting. Any bank striving to comply with the principles will be keen to introspect how risk data is organized and what execution capabilities are at their disposal. With this in mind, the current paper advises banks on the growing number of solutions, tools and techniques that can be used to support risk data management frameworks under BCBS 239.

Design/methodology/approach

This paper, based on a survey with 29 major financial institutions, including G-SIBs and D-SIBs from diversified geographical regions such as North America, Europe and APAC, aims to advise banks and other financial services firms on what is needed to become ready and compliant with BCBS 239. This paper discusses best practice solutions for master data management, data lineage and end user implementations.

Findings

The primary conclusion of this paper is that banks should not treat BCBS 239 as yet another compliance exercise. The BCBS 239 principles constitute a driving force to restore viability and improve risk governance. In light of the new standards, banks can benefit from making significant progress towards risk data management transformation. This report argues that banks need to invest in a solution that empowers those who use the data to manage risk data. Thus, operational complexities are lifted and no data operations team is needed for proprietary coding of the data. Only then banks will stay abreast of the competition, while becoming fully compliant with the BCBS 239 principles.

Practical implications

As noted by Prorokowski (2014), “Increasingly zero accountability, imposed, leveraged omnipresent vast endeavors, yielding ongoing understanding […] of the impact of the global financial crisis on the ways data should be treated” sparked off international debates addressing the need for an effective solution to risk data management and reporting.

Originality/value

This paper discusses the forthcoming regulatory change that will have a significant impact on the banking industry. The Basel Committee on Banking Supervision published its Principles for effective risk data aggregation and risk reporting (BCBS239) in January last year. The document contains 11 principles that Global Systemically Important Banks (G-SIBs) will need to comply with by January 2016. The BCBS 239 principles are regarded as the least known components of the new regulatory reforms. As it transpires, the principles require many banks to undertake a significant amount of technical work and investments in IT infrastructure. Furthermore, BCBS 239 urges financial services firms to review their definitions of the completeness of risk data.

Details

Journal of Investment Compliance, vol. 16 no. 4
Type: Research Article
ISSN: 1528-5812

Keywords

Article
Publication date: 4 November 2014

Lukasz Prorokowski and Hubert Prorokowski

The purpose of this paper is to outline how banks are coping with the new regulatory challenges posed by stressed value at risk (SVaR). The Basel Committee has introduced three…

641

Abstract

Purpose

The purpose of this paper is to outline how banks are coping with the new regulatory challenges posed by stressed value at risk (SVaR). The Basel Committee has introduced three measures of capital charges for market risk: incremental risk charge (IRC), SVaR and comprehensive risk measure (CRM). This paper is designed to analyse the methodologies for SVaR deployed at different banks to highlight the SVaR-related challenges stemming from complying with Basel 2.5. This revised market risk framework comes into force in Europe in 2012. Among the wide range of changes is the requirement for banks to calculate SVaR at a 99 per cent confidence interval over a period of significant stress.

Design/methodology/approach

The current research project is based on in-depth, semi-structured interviews with nine universal banks and one financial services company to explore the strides major banks are taking to implement SVaR methodologies while complying with Basel 2.5.

Findings

This paper focuses on strengths and weaknesses of the SVaR approach while reviewing peer practices of implementing SVaR modelling. Interestingly, the surveyed banks have not indicated significant challenges associated with implementation of SVaR, and the reported problems boil down to dealing with the poor quality of market data and, as in cases of IRC and CRM, the lack of regulatory guidance. As far as peer practices of implementing SVaR modelling are concerned, the majority of the surveyed banks utilise historical simulations and apply both the absolute and relative measures of volatility for different risk factors.

Originality/value

The academic studies that explicitly analyse challenges associated with implementing the stressed version of VaR are scarce. Filling in the gap in the existing academic literature, this paper aims to shed some explanatory light on the issues major banks are facing when calculating SVaR. In doing so, this study adequately bridges theory and practice by contributing to the fierce debate on compliance with Basel 2.5.

Details

Journal of Financial Regulation and Compliance, vol. 22 no. 4
Type: Research Article
ISSN: 1358-1988

Keywords

Article
Publication date: 8 July 2014

Lukasz Prorokowski and Hubert Prorokowski

This paper, based on case-studies with five universal banks from Europe and North America, aims to investigate which types of comprehensive risk measure (CRM) models are being…

Abstract

Purpose

This paper, based on case-studies with five universal banks from Europe and North America, aims to investigate which types of comprehensive risk measure (CRM) models are being used in the industry, the challenges being faced in implementation and how they are being currently rectified. Undoubtedly, CRM remains the most challenging and ambiguous measure applied to the correlation trading book. The turmoil surrounding the new regulatory framework boils down to the Basel Committee implementing a range of capital charges for market risk to promote “safer” banking in times of financial crisis. This report discusses current issues faced by global banks when complying with the complex set of financial rules imposed by Basel 2.5.

Design/methodology/approach

The current research project is based on in-depth, semi-structured interviews with five universal banks to explore the strides major banks are taking to introduce CRM modelling while complying with the new regulatory requirements.

Findings

There are three measures introduced by the Basel Committee to serve as capital charges for market risk: incremental risk charge; stressed value at risk and CRM. All of these regulatory-driven measures have met with strong criticism for their cumbersome nature and extremely high capital charges. Furthermore, with banks facing imminent implementation deadlines, all challenges surrounding CRM must be rectified. This paper provides some practical insights into how banks are finalising the new methodologies to comply with Basel 2.5.

Originality/value

The introduction of CRM and regulatory approval of new internal market risk models under Basel 2.5 has exerted strong pressure on global banks. The issues and computational challenges surrounding the implementation of CRM methodologies are currently fiercely debated among the affected banks. With little guidance from regulators, it remains very unclear how to implement, calculate and validate CRM in practice. To this end, a need for a study that sheds some light on practices with developing and computing CRM emerged. On submitting this paper to the journal, we have received news that JP Morgan is to pay four regulators $920 million as a result of a CRM-related scandal.

Details

Journal of Financial Regulation and Compliance, vol. 22 no. 3
Type: Research Article
ISSN: 1358-1988

Keywords

Article
Publication date: 27 February 2014

Lukasz Prorokowski and Hubert Prorokowski

Compliance is defined as conforming to a rule, such as a policy framework, standard or law. Regulatory compliance encompasses all processes that require an entity to be aware of…

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Abstract

Purpose

Compliance is defined as conforming to a rule, such as a policy framework, standard or law. Regulatory compliance encompasses all processes that require an entity to be aware of and conform to relevant regulations. As a result, organisation of compliance function remains complex due to the overwhelming set of compliance requirements that exert pressure on various business segments. This report aims to investigate how banks and financial services firms are responding to the regulatory-driven changes to the current compliance landscape, with particular attention paid to nascent challenges and structural changes affecting the organisation of compliance.

Design/methodology/approach

The current research project is based on in-depth, semi-structured interviews with five universal banks and three financial services firms to pursue the best practices of adapting to the accelerating change in the regulatory-driven compliance landscape.

Findings

In the aftermath of the global financial crisis, banks and financial institutions across the globe have been required to adapt to numerous regulatory reforms that are exerting increased pressure on compliance functions. Amid recent events of multi-million fines to banks that displayed flawed surveillance systems and control failings, the changing regulatory landscape has shown that the relationship with the regulators and compliance with the new regulatory frameworks is a difficult process even for the tier-1 global banks.

Originality/value

Embarking on a peer review of the structures, roles, strategies and responsibilities of different compliance functions across banks and financial services institutions, this paper provides advice to financial institutions on ways of dealing with the complex emerging issues to ensure that the regulatory and compliance arrangements do not turn detrimental. At this point, the paper recognizes that the precise design of a compliance function will vary across individual banks and financial services firms. Nonetheless, this paper addresses the root issues and characteristics that are commonly shared despite the differences in organisations of compliance.

Details

Journal of Investment Compliance, vol. 15 no. 1
Type: Research Article
ISSN: 1528-5812

Keywords

Article
Publication date: 9 February 2015

Lukasz Prorokowski and Hubert Prorokowski

This report aims to investigate the approaches taken by financial institution to implement and compute the funding valuation adjustment (FVA). FVA can be defined as the…

Abstract

Purpose

This report aims to investigate the approaches taken by financial institution to implement and compute the funding valuation adjustment (FVA). FVA can be defined as the incremental cost attributable to trades with non-collateralised counterparties. This cost emerges related to the need to fund the collateral calls associated with collateralised hedge trades. In this respect, one common challenge faced by banks relates to designing appropriate methodological approaches to compute an FVA.

Design/methodology/approach

Recognising the growing importance of an FVA, this report is designed to investigate different approaches to computing FVA and pricing funding costs into the uncollateralised positions. Embarking on semi-structured interviews, the report explores the methodologies and structural solutions utilised by global banks.

Findings

This report has indicated several influential trends that shape the nascent FVA landscape, as well as innovative initiatives undertaken by the banks to effectively use this metric. Going forward, this paper has pointed to a number of current and future challenges faced by the participating banks with regard to implementing the FVA.

Originality/value

Before regulators make FVA punitive, unprofitable or inadequate by propagating the move to collateralised trading or introducing sanctions on banks recognising FVA in their financial statements, and thus reducing banks’ exposure to arbitrage opportunities, FVA will remain a challenging metric for the banking industry in the near future. Therefore, it is pivotal to understand any potential risks and operational difficulties arising from “sailing on the uncharted waters with FVA”. Moreover, it is necessary to understand market consensus on methodological approaches to computing FVA, as well as practices around constructing the bank’s own cost of funds curves.

Details

Journal of Financial Regulation and Compliance, vol. 23 no. 1
Type: Research Article
ISSN: 1358-1988

Keywords

Content available
Article
Publication date: 27 February 2014

Henry Davis

63

Abstract

Details

Journal of Investment Compliance, vol. 15 no. 1
Type: Research Article
ISSN: 1528-5812

Content available
Article
Publication date: 27 February 2014

Henry Davis

0

Abstract

Details

Journal of Investment Compliance, vol. 15 no. 1
Type: Research Article
ISSN: 1528-5812

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