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Intermediate Holding Company – From Data Quality to Data Governance
June 2014
Stephanie Baruk sbaruk@chappuishalder.com
2
• Macro and idiosyncratic capital stress testing scenario 
generation process
• Forecasting models (losses for credit risk and 
operational risk, pre‐provision net revenue, financial 
statements…)
• Basel III pro‐forma estimation
• Regulatory capital calculation under Basel III
• Model documentation and validation
• Documented processes and controls across 
components of CCAR and DFAST processes
Capital Planning and Stress Testing1
• Counterparty legal identifiers and mapping of 
counterparties across families
• Exposure measurement and aggregation across 
entities on a daily basis, both on an IHC and 
consolidated US basis
• Parallel calculation of derivatives exposure using 
Current Exposure Method and of securities 
finance exposure using pre‐determined haircuts 
that depart from industry practices
• Definition of the data collection process (eligible 
collateral, eligible guarantees, eligible credit and 
equity derivatives, other eligible hedges, etc.) 
• Reporting at the IHC and consolidated US level
Single‐Counterparty Credit Limits 2
• Cash flow projections for IHC and branch based on 
dynamic analysis over short and long‐term horizons 
• Stress testing analytics and models and impact analysis 
across the business and legal entity levels
• Liquidity buffer calculation using daily internal and 
external cash flows
• Sensitivity analysis of stressed liquidity ratios to key 
assumptions related to macro‐economic factors, P&L and 
balance sheet items, reputational events, etc.
• Monitoring of limits on funding concentrations
Liquidity Management3
• Expansion of regulatory, risk and financial 
reporting systems to cover Fed requirements 
such as:
• Risk‐based capital reporting for 
institutions subject to the advanced 
capital adequacy framework
• Country Exposure Report 
• CCAR report
• Banking organization systemic report
• Consolidated financial statements…
Reporting Requirements 4
Data
&
Systems
Intermediate Holding Company
Key data and systems requirements
3
From Data Quality to Data Governance
Our Approach
 Assess impacts of data quality issues (data 
errors mainly due to incorrect manual 
inputs or system issues and data gaps)
 Identify and prioritize remediation actions 
to be performed and define roles and 
responsibilities
 Perform remediation actions on potential 
weaknesses regarding:
 Availability and sourcing
 Ownership 
 Completeness
 Compliance to IHC requirements
 Missing and outliers values
 Extreme values
 Inconsistencies…
 Elaborate recommendations to mitigate 
risks regarding data quality (controls to be 
performed, process to be improved, etc.)
II – Remediation Actions
 Define and circulate the methodology and 
templates for data requirements 
collection across the different work 
streams of the IHC program
 Coordinate with the different work 
streams to gather data requirements and 
quality assessment
 Challenge the data gap assessment 
provided by each work stream by 
performing:
 Data profiling and performance tests 
(see next slide)
 A cross‐analysis to identify overlaps or 
inconsistencies
 Consolidate and homogenize all analyses 
and results 
 Map all data elements with key criteria 
(ID, format, source, owner, frequency, 
etc.) and identify interdependencies
 Take ownership on common data
I – Requirements Identification
 Set up the data governance framework 
ensuring sustainability of the gains 
achieved through data remediation 
 Perform a new data quality assessment 
after remediation actions
 Identify market best practices in terms of 
data management tools
 Assess costs and benefits of the solutions 
available:
 Identify pros and cons of each 
solution
 Build the business case
 Build a data repository with consistent 
information across the organization
Data Requirements 
and Quality 
Assessment
Remediation Plan
Data Management 
Tools
III – Monitoring & Solutions
4
Data Quality Assessment
Zoom on performance tests
Test Definition Test Purpose Test Nature
Availability
Completeness
Compliance
Validity
Acceptability
Accuracy
Consistency
Relevance
Twisting
• Is the data easily available in the systems? 
• Is it available at the appointed time?
• Has all available data been taken into consideration? 
• Is the entire perimeter covered? All relevant variables taken?
• Are there any missing values or outliers? 
• Are volumes significant enough to threaten the data’s validity?
• Is the data set correctly adjusted to deal with extreme values?
• Are the adjustments on missing values and outliers valid?
• Are the adjustments acceptable? Do they generate distortions?
• Is it acceptable to replace missing values by “0”?
• Does the data set reflect a real‐world fact or event?
• Are the indicated trends accurately reflected in the state of the 
economy?
• Is variable evolution consistent with other internal sources?
• Is it consistent with the nature of products? Geographic region?
• Are the hypotheses used for transforming data relevant? 
Pertinent?
• Are they justified? Necessary?
• Does the transformation generate significant distortions?
• Does it twist reality? Deform results?
Data Selection & 
Data Check
Data 
Cleansing
Data 
Profiling
Data 
Transform
1
2
3
4
MONTREAL
202 – 1819 Bd Rene 
Levesque O.
Montreal, Quebec, 
H3H2P5
PARIS
25, rue Alphonse de 
Neuville
75017, Paris, France 
NIORT
19 avenue Bujault
79000 Niort, France
NEW YORK
1441, Broadway
Suite 3015, New York
NY 10018, USA 
SAN FRANCISCO
388 Market Street
San Francisco, CA  94111
SINGAPORE
Level 25, North Tower,
One Raffles Quay, 
Singapore 048583
HONG KONG
905, 9/F,
Kinwick Centre 32 
Hollywood Road,
Central, Hong Kong 
LONDON
Palladia
60 Lombard street
London EC3V 9EA, UK 
GENEVA
Rue de Lausanne 80
CH 1202 Genève, Suisse

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CH&Cie - IHC Data Governance - Teaser

  • 1. Intermediate Holding Company – From Data Quality to Data Governance June 2014 Stephanie Baruk sbaruk@chappuishalder.com
  • 2. 2 • Macro and idiosyncratic capital stress testing scenario  generation process • Forecasting models (losses for credit risk and  operational risk, pre‐provision net revenue, financial  statements…) • Basel III pro‐forma estimation • Regulatory capital calculation under Basel III • Model documentation and validation • Documented processes and controls across  components of CCAR and DFAST processes Capital Planning and Stress Testing1 • Counterparty legal identifiers and mapping of  counterparties across families • Exposure measurement and aggregation across  entities on a daily basis, both on an IHC and  consolidated US basis • Parallel calculation of derivatives exposure using  Current Exposure Method and of securities  finance exposure using pre‐determined haircuts  that depart from industry practices • Definition of the data collection process (eligible  collateral, eligible guarantees, eligible credit and  equity derivatives, other eligible hedges, etc.)  • Reporting at the IHC and consolidated US level Single‐Counterparty Credit Limits 2 • Cash flow projections for IHC and branch based on  dynamic analysis over short and long‐term horizons  • Stress testing analytics and models and impact analysis  across the business and legal entity levels • Liquidity buffer calculation using daily internal and  external cash flows • Sensitivity analysis of stressed liquidity ratios to key  assumptions related to macro‐economic factors, P&L and  balance sheet items, reputational events, etc. • Monitoring of limits on funding concentrations Liquidity Management3 • Expansion of regulatory, risk and financial  reporting systems to cover Fed requirements  such as: • Risk‐based capital reporting for  institutions subject to the advanced  capital adequacy framework • Country Exposure Report  • CCAR report • Banking organization systemic report • Consolidated financial statements… Reporting Requirements 4 Data & Systems Intermediate Holding Company Key data and systems requirements
  • 3. 3 From Data Quality to Data Governance Our Approach  Assess impacts of data quality issues (data  errors mainly due to incorrect manual  inputs or system issues and data gaps)  Identify and prioritize remediation actions  to be performed and define roles and  responsibilities  Perform remediation actions on potential  weaknesses regarding:  Availability and sourcing  Ownership   Completeness  Compliance to IHC requirements  Missing and outliers values  Extreme values  Inconsistencies…  Elaborate recommendations to mitigate  risks regarding data quality (controls to be  performed, process to be improved, etc.) II – Remediation Actions  Define and circulate the methodology and  templates for data requirements  collection across the different work  streams of the IHC program  Coordinate with the different work  streams to gather data requirements and  quality assessment  Challenge the data gap assessment  provided by each work stream by  performing:  Data profiling and performance tests  (see next slide)  A cross‐analysis to identify overlaps or  inconsistencies  Consolidate and homogenize all analyses  and results   Map all data elements with key criteria  (ID, format, source, owner, frequency,  etc.) and identify interdependencies  Take ownership on common data I – Requirements Identification  Set up the data governance framework  ensuring sustainability of the gains  achieved through data remediation   Perform a new data quality assessment  after remediation actions  Identify market best practices in terms of  data management tools  Assess costs and benefits of the solutions  available:  Identify pros and cons of each  solution  Build the business case  Build a data repository with consistent  information across the organization Data Requirements  and Quality  Assessment Remediation Plan Data Management  Tools III – Monitoring & Solutions
  • 4. 4 Data Quality Assessment Zoom on performance tests Test Definition Test Purpose Test Nature Availability Completeness Compliance Validity Acceptability Accuracy Consistency Relevance Twisting • Is the data easily available in the systems?  • Is it available at the appointed time? • Has all available data been taken into consideration?  • Is the entire perimeter covered? All relevant variables taken? • Are there any missing values or outliers?  • Are volumes significant enough to threaten the data’s validity? • Is the data set correctly adjusted to deal with extreme values? • Are the adjustments on missing values and outliers valid? • Are the adjustments acceptable? Do they generate distortions? • Is it acceptable to replace missing values by “0”? • Does the data set reflect a real‐world fact or event? • Are the indicated trends accurately reflected in the state of the  economy? • Is variable evolution consistent with other internal sources? • Is it consistent with the nature of products? Geographic region? • Are the hypotheses used for transforming data relevant?  Pertinent? • Are they justified? Necessary? • Does the transformation generate significant distortions? • Does it twist reality? Deform results? Data Selection &  Data Check Data  Cleansing Data  Profiling Data  Transform 1 2 3 4