new credit risk approach - data and system challenges and

11
Company Confidential - For Internal Use Only Copyright © 2015, SAS Institute Inc. All rights reserved. DATA AND SYSTEMS CHALLENGES AND SOLUTIONS THE NEW CREDIT RISK APPROACH A CASE STUDY USING SAS GINO COENE, REGIONAL LEADER RISK PRACTICE, SAS JOAO CASTANHEIRA, SENIOR MANAGER, AVANTAGE REPLY BELGIUM

Upload: others

Post on 18-May-2022

1 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: New Credit Risk Approach - Data and System Challenges and

Company Confidential - For Internal Use Only

Copyright © 2015, SAS Insti tute Inc. Al l r ights reserved.

DATA AND SYSTEMS CHALLENGES AND SOLUTIONS

THE NEW CREDIT RISK APPROACH

A CASE STUDY USING SAS

GINO COENE, REGIONAL LEADER RISK PRACTICE, SAS

JOAO CASTANHEIRA, SENIOR MANAGER, AVANTAGE REPLY BELGIUM

Page 2: New Credit Risk Approach - Data and System Challenges and

Company Confidential - For Internal Use Only

Copyright © 2015, SAS Insti tute Inc. Al l r ights reserved. 2Company Confidential - For Internal Use Only

Copyright © 2016, SAS Insti tute Inc. Al l r ights reserved.

AGENDA

Objectives of the Review of SA

Impact on Solutions

Impact on Data Requirements

Target Solution Architecture

Conclusions

Data and Systems Challenges and Solutions

Page 3: New Credit Risk Approach - Data and System Challenges and

Company Confidential - For Internal Use Only

Copyright © 2015, SAS Insti tute Inc. Al l r ights reserved. 33

REVIEW SAOBJECTIVES OF THE REVISIONS OF THE STANDARDISED APPRACH

FOR CREDIT RISK

Addressing and mitigating the weaknesses of the current SA

• Reconsider the design of the SA to ensure its suitability for calculating capital

requirements for credit risk exposures

• Improve granularity and risk sensitivity of the SA approach

• Increase comparability of capital requirements under SA and IRB approach

• by reducing national discretion

• by aligning definitions and taxonomy

• Reduce reliance on external ratings by providing alternative measures for risk

assessment

Page 4: New Credit Risk Approach - Data and System Challenges and

Company Confidential - For Internal Use Only

Copyright © 2015, SAS Insti tute Inc. Al l r ights reserved. 44

REVIEW SA IMPACT OF THE REVISION ON DATA AND SOLUTIONS

Solution Framework Data lineage Logging & Audit Trail History Management

Data Governance Data Quality Control Data Validation

SOURCE

SYSTEMS

Bloomberg

Reuters

DETAILED

DATA

STORE

Internal &

External

Ratings

Contracts

Static

Data

Ca

sh

Flo

wV

alu

atio

ns

Po

sitio

ns

FINANCE

RISK

PERFORMANCE

Multi-Gaap

Accounting

Engine

Event Acc.

Basel II + III

Sub L

edger

Ledger

Credit Risk

ALM

Capital Adequacy

Market RiskCounterparty Risk

Default, CVA

IFRS• Schemes

• Amortised Cost

• Impairment

• Hedging, …

Consolid

atio

n

SIMULATIONS

& STRESS

TESTING

ANALYTICS

Ratios

Limits

Variance

Volatility

Trends

Benchmarks

Market Rates

Default Rates

Recovery

Behaviours

New Business

Access Security Version Control Workflow Management

Liquidity Risk

REPORTING

Self Servicing

Regulatory

Wholesale

Retail

Commercial

Trading

Treasury

REGULATORY RISK

MANAGEMENT

Ca

pita

lB

uffe

r

Market Risk

Counterparty

Credit Risk

Operational Risk

Concentration Risk

Interest Rate Risk

Credit Risk

Liquidity Risk

Liq

uid

Assets

Buffe

r

Ag

gre

ga

tion

s

Risk Framework

Page 5: New Credit Risk Approach - Data and System Challenges and

Company Confidential - For Internal Use Only

Copyright © 2015, SAS Insti tute Inc. Al l r ights reserved. 55

IMPACT OF NEW SA PROPOSED UPDATES OF THE CALCULATION ENGINE FOR SA

• New exposure subclasses to identify

• New risk weights to allocate per exposure class

• Perform a due diligence on external rating used for banks and corporates

• Assign bank exposures to SCRA grades A, B, C for unrated banks

• New definition of SMEs

• Use of issue-specific external ratings for specialised lending to corporates

• Introduction of new subclasses for Real estate exposures: IPRE, ADC

• Use of LTV as main driver for Real Estate exposures

• Assessment of borrower’s ability to pay for Residential Real Estate exposures

• Add-ons for currency mismatch (loan vs borrowers income)

• Unconditionally cancellable commitments get risk weight higher than 0%

• No impact anymore of specific provisions on risk weights of past due exposures

• Revised credit risk mitigation and methodology of repo-style transactions

Page 6: New Credit Risk Approach - Data and System Challenges and

Company Confidential - For Internal Use Only

Copyright © 2015, SAS Insti tute Inc. Al l r ights reserved. 66

IMPACT OF NEW SA NEW DATA REQUIREMENTS

New exposure classes

Data to map exposure characteristics to new classes

Perform a Due Diligence on external rating used for banks and corporates

Data needed to assess the credit worthiness of banks and corporates

• Risk drivers, business model, entity operating market, entity group and affiliates, data to compare with

industryand peers, micro and macro economical factors

Prove to supervisor a Due Diligence process is in place

Page 7: New Credit Risk Approach - Data and System Challenges and

Company Confidential - For Internal Use Only

Copyright © 2015, SAS Insti tute Inc. Al l r ights reserved. 77

NEW DATA REQUIREMENTS

Assign bank exposures to SCRA grades A, B, C for unrated banks

Data needed about Capital, Leverage and Liquidity ratios and buffers to be able to assign grades

New definition of SMEs

Turnover data

Specialised lending to corporates

Data about Issue-specific external ratings

Real estate exposures incl. IPRE, ADC

Capture LTV as main driver

Data to be able to perform assessment of borrower’s ability to pay

Data to check Operational requirements for preferential risk weight,

like Quality of collateral, collateral legal enforceability, seniority of lien, documentation

IMPACT OF NEW SA

Page 8: New Credit Risk Approach - Data and System Challenges and

Company Confidential - For Internal Use Only

Copyright © 2015, SAS Insti tute Inc. Al l r ights reserved. 88

NEW DATA REQUIREMENTS

Align ‘past due’ to ‘defaulted’ exposures

Ajustment of flag ‘defaulted’ to the definition as in IRB approach

Add-ons for currency mismatch (loan vs borrowers income)

Data about currency of income

Unconditionally cancellable commitments get risk weight higher than 0%

Data to classify UCC in different classes to determine risk weight

Revised Credit Risk Mitigation framework

Data to define changing eligibility criteria for collaterals and guarantees

IMPACT OF NEW SA

Page 9: New Credit Risk Approach - Data and System Challenges and

Company Confidential - For Internal Use Only

Copyright © 2015, SAS Insti tute Inc. Al l r ights reserved. 99

IMPACT OF NEW SA IMPACT OF THE REVISION ON DATA, CALCULATION, REPORTING

Solution Framework Data lineage Logging & Audit Trail History Management

Data Governance Data Quality Control Data Validation

SOURCE

SYSTEMS

Bloomberg

Reuters

DETAILED

DATA

STORE

Internal &

External

Ratings

Contracts

Static

Data

FINANCE

RISK

PERFORMANCE

Multi-Gaap

Accounting

Engine

Event Acc.

Basel II + III

Sub L

edger

Ledger

Credit Risk

ALM

Capital Adequacy

Market RiskCounterparty Risk

Default, CVA

IFRS• Schemes

• Amortised Cost

• Impairment

• Hedging, …

Consolid

atio

n

SIMULATIONS

& STRESS

TESTING

ANALYTICS

Ratios

Limits

Variance

Volatility

Trends

Benchmarks

Market Rates

Default Rates

Recovery

Behaviours

New Business

Access Security Version Control

Liquidity Risk

REPORTING

Self Servicing

Regulatory

Wholesale

Retail

Commercial

Trading

Treasury

STANDARDISED APPROACH

CREDIT RISK

Ca

pita

lB

uffe

r & R

atio

s

Risk Framework

Banks

Corporate

Specialised Lending

Sub Debt / Equity

Retail

Real Estate (RRE,CRE,ADC)

Off Balance

Defaulted / Past due

MDBs

Derivation

Captu

re

Cla

ssific

ation

New

Report

ing

Due Diligence

Workflow Management

Calculator Logic

EXPOSURE CLASSES

Page 10: New Credit Risk Approach - Data and System Challenges and

Company Confidential - For Internal Use Only

Copyright © 2015, SAS Insti tute Inc. Al l r ights reserved. 1010

TARGET SOLUTION

ARCHITECTURELEVERAGE ON FLEXIBLE REGULATORY RISK MANAGEMENT SOLUTION

• Risk data mart, acting as single version of the truth for all Risk & Finance

solutions, and providing data management functionalities

• Rule based classification of exposure into classes

• Each exposure class processed by calculators, embedding specific exposure

class logic, and storing detailed results

• High performance risk calculators, based on in-memory processing, shortening

calculation time

• Flexible internal & regulatory reporting, with self servicing reporting capabilities

• Workflow capabilities supporting data and process management (e.g. Due

diligence for external ratings)

Page 11: New Credit Risk Approach - Data and System Challenges and

www.SAS.comCompany Confidential - For Internal Use Only

Copyright © 2015, SAS Insti tute Inc. Al l r ights reserved.

GINO COENERISK PRACTICE SOUTH WEST EUROPE