Compliance

Redesigning roles: can ML boost automation and achieve better compliance?

Redesigning roles: can ML boost automation and achieve better compliance?

4most have been implementing ML solutions across multiple industries and business areas, and as expected we’re observing outstanding results and invaluable benefits to businesses and customers alike. Below we share a case study to bring our results to life and showcase our expertise in the world of machine learning.

Five modelling challenges in modern forecasting and stress testing

Five modelling challenges in modern forecasting and stress testing

Since the implementation of International Financial Reporting Standard (IFRS) 9, capital & impairment forecasting and stress testing has seen a sharp rise in complexity across the banking industry. 4most consultants have been working on projects dealing with Internal Capital Adequacy Assessment Process (ICAAP)…

The PRA’s thoughts on IFRS 9 - our comment

The PRA’s thoughts on IFRS 9 - our comment

On the 15th April the PRA wrote to the CFO’s of the top seven banks to give their initial opinions on the implementation of the new impairment requirements under IFRS 9. As expected for such a substantial subject, the findings, based on their written auditor reporting work, are varied in nature. Through discussion with a range of lenders and client engagements, we see many of the issues raised by the PRA. However, there are also some omissions that we expected to see.

Being the bigger robot: capitalising automation for better decision making

Being the bigger robot: capitalising automation for better decision making

Machine Learning has been one of the hot topics in finance over the last few years, with benefits observed in most areas – many large institutions have prototyped and implemented techniques across decisioning, strategy optimisation, and fraud. The other key area that Machine Learning can bring significant benefits to, is automation.

CREDIT RISK, COMPETITION AND CONSUMER BANKS

CREDIT RISK, COMPETITION AND CONSUMER BANKS

A recent Bank of England working paper highlights the link between banking market competition and financial system stability. Consistent with earlier work, it highlights that as competition increases, the banking system overall responds typically by moving to higher risk lending.  However, in addition, it describes how individual banks tend to converge with the most-risky becoming more secure as competition increases.

RegRadar: 4most bring you the latest news from the credit risk industry

Welcome to the first edition of RegRadar. With publication of Basel III reforms in December 2017, the ongoing EBA RWA harmonisation programme and both the BoE & the ECB consulting on the Definition of Default for credit risk, forward planning and timely implementation is key to understanding how reforms will impact capital and compliance costs of current and future business plans.

IFRS 9 Impairment Models - A regulatory cost or a business opportunity?

IFRS 9 Impairment Models - A regulatory cost or a business opportunity?

The financial services industry has recently undergone a major change due to the introduction of IFRS 9 impairment requirements. This has come generally at increased costs due to either the redirection of internal resource or engagement of third parties to develop compliant models.

Calculation of IFRS9 Expected Credit Losses with Discounted Cash Flows

IFRS9 Expected Credit Losses (ECL) are commonly calculated as the sum of the marginal future expected losses in each period following the reporting dateusing PD, LGD and EAD components. ECL can also be calculated directly from expected future cash flows. This could be an attractive option for many short-term lenders, especially for those that cannot leverage existing PD, LGD and EAD models, as it requires developing a single cash flow model.

Financial Regulation: 10 years from the crash, how are things different?

This March marks 10 years since the fire sale of Bear Stearns in 2008, a significant moment in the global financial crisis. This moment offers us an appropriate time to reflect and assess how the banking industry has changed in that time and learned from the mistakes of the past – and to consider what the future holds for the sector.

Bank of England stress test scenario and UK financial stability outlook

The Bank of England has today published the latest outlook from the Financial Policy Committee and outlined the scenario for 2018’s bank stress tests, providing us with an indication of its likely areas of focus in assessing UK financial stability.

UK RESIDENTIAL MORTGAGE RISK WEIGHTS THE IMPACT OF CP29/16 ON THE RESIDENTIAL MORTGAGE MARKET

On the 31st October 2016 the consultation period closed on new proposals by the Prudential Regulatory Authority (PRA), which are highly likely to alter the internal ratings based (IRB) approach that deposit institutions (banks and building societies) with residential mortgage lending portfolios will need to adopt when calculating their risk-weighted assets (RWA). 

 

IFRS 9 IMPAIRMENT MODELS

The financial services industry is currently busying itself with building models to predict the lifetime losses under the new IFRS 9 accounting standard, specifically for their stage 2 and stage 3 accounts. Generally, these are account level lifetime loss predictions with the ability to mechanically adjust to use probability weighted economic scenarios.