SlideShare a Scribd company logo
1 of 3
Ramesh Jonnadula
FRTB Potential Architecture
IT Architecture Considerations
 FRTB provides a great opportunity to consolidate all the data inputs into one data store. All risk sensitivities, Market
Data, etc can be sourced into a traditional data warehouse or Big Data lake.
 All FRTB calculations (Standardised and IMA) can be performed using the same inputs thereby avoiding any
additional reconciliation requirements.
 If Front office Risk Systems send Full-revaluation based P&L Vectors for VaR/ES, those vectors along with Market Risk
computed P&L Vectors can be persisted into HDFS. These massive number P&L Vectors can be aggregated with ease by
business and legal entity hierarchies using Apache Spark platform.
 Depending on the type of calculation, traditional grid computing platforms or BigData technologies like Apache Spark
can be leveraged to perform various calculations. One should explore micro services to expose various calculators to
end user applications to enable them do on-demand calculations.
 One should consider the same data store to persist all calculation outputs.
 If a single data repository has all the inputs and calculation outputs, Trading Book Capital Charge (RWA) can be
calculated in the same infrastructure.
 This architecture also opens up the door for end users to do what-if and impact analysis of RWA.
 Front Office Risk Systems should send Risk factors and the corresponding market data so that Risk Theoretical P&L
can be computed using VaR model. This is key input for PLA Testing.
 If Hypo and Actual P&L are also sourced from Finance Systems, one can do Backtesting and PLA Testing as well in the
same infrastructure.
 Front office Risk systems must also send Non Modellable Risk Factor (NMRF) details using FRTB prescribed risk factor
eligibility tests. This information is a must so that non-modellable risk factors can be excluded in IMA-ES calculation
and included in SES calculation.
 Having all the inputs and outputs in one platform will enable us to build a powerful Reporting and/or Dashboarding
infrastructure that provides complete transparency into all the capital charge inputs with the ability to drill down to
Position level details

More Related Content

What's hot

Fundamental Review of the Trading Book - What is FRTB and why start now?
Fundamental Review of the Trading Book - What is FRTB and why start now?Fundamental Review of the Trading Book - What is FRTB and why start now?
Fundamental Review of the Trading Book - What is FRTB and why start now?Morten Weis
 
Toward Credit Portfolio Management
Toward Credit Portfolio Management Toward Credit Portfolio Management
Toward Credit Portfolio Management Eric Kuo
 
Risk Weighted Assets and Notes to Accounts
Risk Weighted Assets and Notes to AccountsRisk Weighted Assets and Notes to Accounts
Risk Weighted Assets and Notes to AccountsDipesh Pandey
 
Liquidity Coverage Ratio - An analysis
Liquidity Coverage Ratio - An analysisLiquidity Coverage Ratio - An analysis
Liquidity Coverage Ratio - An analysisRavi N S
 
Chapter 14 - Funding liquidity risk management [Compatibility Mode]
Chapter 14 - Funding liquidity risk management [Compatibility Mode]Chapter 14 - Funding liquidity risk management [Compatibility Mode]
Chapter 14 - Funding liquidity risk management [Compatibility Mode]Quan Risk
 
Credit Fraud Prevention with Spark and Graph Analysis
Credit Fraud Prevention with Spark and Graph AnalysisCredit Fraud Prevention with Spark and Graph Analysis
Credit Fraud Prevention with Spark and Graph AnalysisJen Aman
 
Intraday liquidity risk – are you prepared?
Intraday liquidity risk – are you prepared?Intraday liquidity risk – are you prepared?
Intraday liquidity risk – are you prepared?EY
 
Basel III NSFR Liquidity Framework: Theoretical Implementation Requirements
Basel III NSFR Liquidity Framework: Theoretical Implementation RequirementsBasel III NSFR Liquidity Framework: Theoretical Implementation Requirements
Basel III NSFR Liquidity Framework: Theoretical Implementation RequirementsRodrigo Zepeda LLB, LLM, Chartered MCSI
 
Predicting Delinquency-Give me some credit
Predicting Delinquency-Give me some creditPredicting Delinquency-Give me some credit
Predicting Delinquency-Give me some creditpragativbora
 
BCBS 248 - Intraday Liquidity Management
BCBS 248 - Intraday Liquidity ManagementBCBS 248 - Intraday Liquidity Management
BCBS 248 - Intraday Liquidity Managementnikatmalik
 
ALCO Process - Liquidity Risk Management
ALCO Process - Liquidity Risk ManagementALCO Process - Liquidity Risk Management
ALCO Process - Liquidity Risk Managementenelson13
 
Counterparty Credit Risk and CVA under Basel III
Counterparty Credit Risk and CVA under Basel IIICounterparty Credit Risk and CVA under Basel III
Counterparty Credit Risk and CVA under Basel IIIHäner Consulting
 
RStanとShinyStanによるベイズ統計モデリング入門
RStanとShinyStanによるベイズ統計モデリング入門RStanとShinyStanによるベイズ統計モデリング入門
RStanとShinyStanによるベイズ統計モデリング入門Masaki Tsuda
 

What's hot (20)

FRTB
FRTBFRTB
FRTB
 
Fundamental Review of the Trading Book - What is FRTB and why start now?
Fundamental Review of the Trading Book - What is FRTB and why start now?Fundamental Review of the Trading Book - What is FRTB and why start now?
Fundamental Review of the Trading Book - What is FRTB and why start now?
 
Basel agreements lecture
Basel agreements lectureBasel agreements lecture
Basel agreements lecture
 
Toward Credit Portfolio Management
Toward Credit Portfolio Management Toward Credit Portfolio Management
Toward Credit Portfolio Management
 
Risk Weighted Assets and Notes to Accounts
Risk Weighted Assets and Notes to AccountsRisk Weighted Assets and Notes to Accounts
Risk Weighted Assets and Notes to Accounts
 
Liquidity Coverage Ratio - An analysis
Liquidity Coverage Ratio - An analysisLiquidity Coverage Ratio - An analysis
Liquidity Coverage Ratio - An analysis
 
PD Calibration - A Delicate Balancing Act
PD Calibration - A Delicate Balancing ActPD Calibration - A Delicate Balancing Act
PD Calibration - A Delicate Balancing Act
 
Chapter 14 - Funding liquidity risk management [Compatibility Mode]
Chapter 14 - Funding liquidity risk management [Compatibility Mode]Chapter 14 - Funding liquidity risk management [Compatibility Mode]
Chapter 14 - Funding liquidity risk management [Compatibility Mode]
 
Audit of treasury
Audit of treasuryAudit of treasury
Audit of treasury
 
Blog 2016 12 - EAD - IFRS 9 Ramifications
Blog 2016 12 - EAD - IFRS 9 RamificationsBlog 2016 12 - EAD - IFRS 9 Ramifications
Blog 2016 12 - EAD - IFRS 9 Ramifications
 
Credit Fraud Prevention with Spark and Graph Analysis
Credit Fraud Prevention with Spark and Graph AnalysisCredit Fraud Prevention with Spark and Graph Analysis
Credit Fraud Prevention with Spark and Graph Analysis
 
Intraday liquidity risk – are you prepared?
Intraday liquidity risk – are you prepared?Intraday liquidity risk – are you prepared?
Intraday liquidity risk – are you prepared?
 
Basel III NSFR Liquidity Framework: Theoretical Implementation Requirements
Basel III NSFR Liquidity Framework: Theoretical Implementation RequirementsBasel III NSFR Liquidity Framework: Theoretical Implementation Requirements
Basel III NSFR Liquidity Framework: Theoretical Implementation Requirements
 
Predicting Delinquency-Give me some credit
Predicting Delinquency-Give me some creditPredicting Delinquency-Give me some credit
Predicting Delinquency-Give me some credit
 
BCBS 248 - Intraday Liquidity Management
BCBS 248 - Intraday Liquidity ManagementBCBS 248 - Intraday Liquidity Management
BCBS 248 - Intraday Liquidity Management
 
ALCO Process - Liquidity Risk Management
ALCO Process - Liquidity Risk ManagementALCO Process - Liquidity Risk Management
ALCO Process - Liquidity Risk Management
 
Camels rating
Camels ratingCamels rating
Camels rating
 
Counterparty Credit Risk and CVA under Basel III
Counterparty Credit Risk and CVA under Basel IIICounterparty Credit Risk and CVA under Basel III
Counterparty Credit Risk and CVA under Basel III
 
ALM- an introduction
ALM- an  introductionALM- an  introduction
ALM- an introduction
 
RStanとShinyStanによるベイズ統計モデリング入門
RStanとShinyStanによるベイズ統計モデリング入門RStanとShinyStanによるベイズ統計モデリング入門
RStanとShinyStanによるベイズ統計モデリング入門
 

Similar to FRTB Technology Considerations

SAP S/4 Simple Finance Implementation Strategy: Central Finance Deployment Op...
SAP S/4 Simple Finance Implementation Strategy: Central Finance Deployment Op...SAP S/4 Simple Finance Implementation Strategy: Central Finance Deployment Op...
SAP S/4 Simple Finance Implementation Strategy: Central Finance Deployment Op...Sanjay Kumar PMP
 
Sas profile csg_0413
Sas  profile csg_0413Sas  profile csg_0413
Sas profile csg_0413C.S. Ganti
 
BCBS -By Ontology2
BCBS -By Ontology2BCBS -By Ontology2
BCBS -By Ontology2bfreeman1987
 
Solving the FRTB Challenge: Why You Should Consider an Aggregation Solution
Solving the FRTB Challenge: Why You Should Consider an Aggregation SolutionSolving the FRTB Challenge: Why You Should Consider an Aggregation Solution
Solving the FRTB Challenge: Why You Should Consider an Aggregation SolutionFIS
 
Standardization of “Drug Safety” Reporting Applications-doc file
Standardization of “Drug Safety” Reporting Applications-doc fileStandardization of “Drug Safety” Reporting Applications-doc file
Standardization of “Drug Safety” Reporting Applications-doc filehalleyzand
 
European Pharmaceutical Contractor: SAS and R Team in Clinical Research
European Pharmaceutical Contractor: SAS and R Team in Clinical ResearchEuropean Pharmaceutical Contractor: SAS and R Team in Clinical Research
European Pharmaceutical Contractor: SAS and R Team in Clinical ResearchKCR
 
Mashup2010
Mashup2010Mashup2010
Mashup2010steccami
 
RPA Architecture
RPA Architecture RPA Architecture
RPA Architecture Apsara G
 
Planning (or Essbase) and FDM, and ERPi Equals Success
Planning (or Essbase) and FDM, and ERPi Equals SuccessPlanning (or Essbase) and FDM, and ERPi Equals Success
Planning (or Essbase) and FDM, and ERPi Equals SuccessAlithya
 
IoT Platforms Providers: Silent yet Significant Partners?
IoT Platforms Providers: Silent yet Significant Partners?IoT Platforms Providers: Silent yet Significant Partners?
IoT Platforms Providers: Silent yet Significant Partners?Cisco Service Provider
 
Informatica Interview Questions & Answers
Informatica Interview Questions & AnswersInformatica Interview Questions & Answers
Informatica Interview Questions & AnswersZaranTech LLC
 
Lsmw demo
Lsmw demoLsmw demo
Lsmw demoILAIAH
 
Lane Summers - Resume 2015-01-22
Lane Summers - Resume 2015-01-22Lane Summers - Resume 2015-01-22
Lane Summers - Resume 2015-01-22Lane Summers
 

Similar to FRTB Technology Considerations (20)

ARM-RPM
ARM-RPMARM-RPM
ARM-RPM
 
SAP S/4 Simple Finance Implementation Strategy: Central Finance Deployment Op...
SAP S/4 Simple Finance Implementation Strategy: Central Finance Deployment Op...SAP S/4 Simple Finance Implementation Strategy: Central Finance Deployment Op...
SAP S/4 Simple Finance Implementation Strategy: Central Finance Deployment Op...
 
Sas profile csg_0413
Sas  profile csg_0413Sas  profile csg_0413
Sas profile csg_0413
 
IoT Solution Starter Kit for Intelligent Factory
IoT Solution Starter Kit for Intelligent FactoryIoT Solution Starter Kit for Intelligent Factory
IoT Solution Starter Kit for Intelligent Factory
 
Project Report on SAP
Project Report on SAPProject Report on SAP
Project Report on SAP
 
BCBS -By Ontology2
BCBS -By Ontology2BCBS -By Ontology2
BCBS -By Ontology2
 
Solving the FRTB Challenge: Why You Should Consider an Aggregation Solution
Solving the FRTB Challenge: Why You Should Consider an Aggregation SolutionSolving the FRTB Challenge: Why You Should Consider an Aggregation Solution
Solving the FRTB Challenge: Why You Should Consider an Aggregation Solution
 
Resume
ResumeResume
Resume
 
Standardization of “Drug Safety” Reporting Applications-doc file
Standardization of “Drug Safety” Reporting Applications-doc fileStandardization of “Drug Safety” Reporting Applications-doc file
Standardization of “Drug Safety” Reporting Applications-doc file
 
European Pharmaceutical Contractor: SAS and R Team in Clinical Research
European Pharmaceutical Contractor: SAS and R Team in Clinical ResearchEuropean Pharmaceutical Contractor: SAS and R Team in Clinical Research
European Pharmaceutical Contractor: SAS and R Team in Clinical Research
 
Ravi_Narala_Resume
Ravi_Narala_ResumeRavi_Narala_Resume
Ravi_Narala_Resume
 
Mashup2010
Mashup2010Mashup2010
Mashup2010
 
RPA Architecture
RPA Architecture RPA Architecture
RPA Architecture
 
CPI_flyer_en
CPI_flyer_enCPI_flyer_en
CPI_flyer_en
 
Planning (or Essbase) and FDM, and ERPi Equals Success
Planning (or Essbase) and FDM, and ERPi Equals SuccessPlanning (or Essbase) and FDM, and ERPi Equals Success
Planning (or Essbase) and FDM, and ERPi Equals Success
 
IoT Platforms Providers: Silent yet Significant Partners?
IoT Platforms Providers: Silent yet Significant Partners?IoT Platforms Providers: Silent yet Significant Partners?
IoT Platforms Providers: Silent yet Significant Partners?
 
Informatica Interview Questions & Answers
Informatica Interview Questions & AnswersInformatica Interview Questions & Answers
Informatica Interview Questions & Answers
 
Dashboards In ISU
Dashboards In ISUDashboards In ISU
Dashboards In ISU
 
Lsmw demo
Lsmw demoLsmw demo
Lsmw demo
 
Lane Summers - Resume 2015-01-22
Lane Summers - Resume 2015-01-22Lane Summers - Resume 2015-01-22
Lane Summers - Resume 2015-01-22
 

Recently uploaded

OAT_RI_Ep19 WeighingTheRisks_Apr24_TheYellowMetal.pptx
OAT_RI_Ep19 WeighingTheRisks_Apr24_TheYellowMetal.pptxOAT_RI_Ep19 WeighingTheRisks_Apr24_TheYellowMetal.pptx
OAT_RI_Ep19 WeighingTheRisks_Apr24_TheYellowMetal.pptxhiddenlevers
 
fca-bsps-decision-letter-redacted (1).pdf
fca-bsps-decision-letter-redacted (1).pdffca-bsps-decision-letter-redacted (1).pdf
fca-bsps-decision-letter-redacted (1).pdfHenry Tapper
 
VIP Call Girls Service Begumpet Hyderabad Call +91-8250192130
VIP Call Girls Service Begumpet Hyderabad Call +91-8250192130VIP Call Girls Service Begumpet Hyderabad Call +91-8250192130
VIP Call Girls Service Begumpet Hyderabad Call +91-8250192130Suhani Kapoor
 
Chapter 2.ppt of macroeconomics by mankiw 9th edition
Chapter 2.ppt of macroeconomics by mankiw 9th editionChapter 2.ppt of macroeconomics by mankiw 9th edition
Chapter 2.ppt of macroeconomics by mankiw 9th editionMuhammadHusnain82237
 
Independent Lucknow Call Girls 8923113531WhatsApp Lucknow Call Girls make you...
Independent Lucknow Call Girls 8923113531WhatsApp Lucknow Call Girls make you...Independent Lucknow Call Girls 8923113531WhatsApp Lucknow Call Girls make you...
Independent Lucknow Call Girls 8923113531WhatsApp Lucknow Call Girls make you...makika9823
 
Log your LOA pain with Pension Lab's brilliant campaign
Log your LOA pain with Pension Lab's brilliant campaignLog your LOA pain with Pension Lab's brilliant campaign
Log your LOA pain with Pension Lab's brilliant campaignHenry Tapper
 
VIP Call Girls LB Nagar ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With Room...
VIP Call Girls LB Nagar ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With Room...VIP Call Girls LB Nagar ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With Room...
VIP Call Girls LB Nagar ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With Room...Suhani Kapoor
 
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escortsranjana rawat
 
VIP Kolkata Call Girl Jodhpur Park 👉 8250192130 Available With Room
VIP Kolkata Call Girl Jodhpur Park 👉 8250192130  Available With RoomVIP Kolkata Call Girl Jodhpur Park 👉 8250192130  Available With Room
VIP Kolkata Call Girl Jodhpur Park 👉 8250192130 Available With Roomdivyansh0kumar0
 
Q3 2024 Earnings Conference Call and Webcast Slides
Q3 2024 Earnings Conference Call and Webcast SlidesQ3 2024 Earnings Conference Call and Webcast Slides
Q3 2024 Earnings Conference Call and Webcast SlidesMarketing847413
 
government_intervention_in_business_ownership[1].pdf
government_intervention_in_business_ownership[1].pdfgovernment_intervention_in_business_ownership[1].pdf
government_intervention_in_business_ownership[1].pdfshaunmashale756
 
Classical Theory of Macroeconomics by Adam Smith
Classical Theory of Macroeconomics by Adam SmithClassical Theory of Macroeconomics by Adam Smith
Classical Theory of Macroeconomics by Adam SmithAdamYassin2
 
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service Nashik
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service NashikHigh Class Call Girls Nashik Maya 7001305949 Independent Escort Service Nashik
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
SBP-Market-Operations and market managment
SBP-Market-Operations and market managmentSBP-Market-Operations and market managment
SBP-Market-Operations and market managmentfactical
 
Unveiling the Top Chartered Accountants in India and Their Staggering Net Worth
Unveiling the Top Chartered Accountants in India and Their Staggering Net WorthUnveiling the Top Chartered Accountants in India and Their Staggering Net Worth
Unveiling the Top Chartered Accountants in India and Their Staggering Net WorthShaheen Kumar
 
Andheri Call Girls In 9825968104 Mumbai Hot Models
Andheri Call Girls In 9825968104 Mumbai Hot ModelsAndheri Call Girls In 9825968104 Mumbai Hot Models
Andheri Call Girls In 9825968104 Mumbai Hot Modelshematsharma006
 
Quantitative Analysis of Retail Sector Companies
Quantitative Analysis of Retail Sector CompaniesQuantitative Analysis of Retail Sector Companies
Quantitative Analysis of Retail Sector Companiesprashantbhati354
 

Recently uploaded (20)

OAT_RI_Ep19 WeighingTheRisks_Apr24_TheYellowMetal.pptx
OAT_RI_Ep19 WeighingTheRisks_Apr24_TheYellowMetal.pptxOAT_RI_Ep19 WeighingTheRisks_Apr24_TheYellowMetal.pptx
OAT_RI_Ep19 WeighingTheRisks_Apr24_TheYellowMetal.pptx
 
fca-bsps-decision-letter-redacted (1).pdf
fca-bsps-decision-letter-redacted (1).pdffca-bsps-decision-letter-redacted (1).pdf
fca-bsps-decision-letter-redacted (1).pdf
 
VIP Call Girls Service Begumpet Hyderabad Call +91-8250192130
VIP Call Girls Service Begumpet Hyderabad Call +91-8250192130VIP Call Girls Service Begumpet Hyderabad Call +91-8250192130
VIP Call Girls Service Begumpet Hyderabad Call +91-8250192130
 
🔝+919953056974 🔝young Delhi Escort service Pusa Road
🔝+919953056974 🔝young Delhi Escort service Pusa Road🔝+919953056974 🔝young Delhi Escort service Pusa Road
🔝+919953056974 🔝young Delhi Escort service Pusa Road
 
Chapter 2.ppt of macroeconomics by mankiw 9th edition
Chapter 2.ppt of macroeconomics by mankiw 9th editionChapter 2.ppt of macroeconomics by mankiw 9th edition
Chapter 2.ppt of macroeconomics by mankiw 9th edition
 
Independent Lucknow Call Girls 8923113531WhatsApp Lucknow Call Girls make you...
Independent Lucknow Call Girls 8923113531WhatsApp Lucknow Call Girls make you...Independent Lucknow Call Girls 8923113531WhatsApp Lucknow Call Girls make you...
Independent Lucknow Call Girls 8923113531WhatsApp Lucknow Call Girls make you...
 
Log your LOA pain with Pension Lab's brilliant campaign
Log your LOA pain with Pension Lab's brilliant campaignLog your LOA pain with Pension Lab's brilliant campaign
Log your LOA pain with Pension Lab's brilliant campaign
 
VIP Call Girls LB Nagar ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With Room...
VIP Call Girls LB Nagar ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With Room...VIP Call Girls LB Nagar ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With Room...
VIP Call Girls LB Nagar ( Hyderabad ) Phone 8250192130 | ₹5k To 25k With Room...
 
Commercial Bank Economic Capsule - April 2024
Commercial Bank Economic Capsule - April 2024Commercial Bank Economic Capsule - April 2024
Commercial Bank Economic Capsule - April 2024
 
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
 
VIP Kolkata Call Girl Jodhpur Park 👉 8250192130 Available With Room
VIP Kolkata Call Girl Jodhpur Park 👉 8250192130  Available With RoomVIP Kolkata Call Girl Jodhpur Park 👉 8250192130  Available With Room
VIP Kolkata Call Girl Jodhpur Park 👉 8250192130 Available With Room
 
Q3 2024 Earnings Conference Call and Webcast Slides
Q3 2024 Earnings Conference Call and Webcast SlidesQ3 2024 Earnings Conference Call and Webcast Slides
Q3 2024 Earnings Conference Call and Webcast Slides
 
Monthly Economic Monitoring of Ukraine No 231, April 2024
Monthly Economic Monitoring of Ukraine No 231, April 2024Monthly Economic Monitoring of Ukraine No 231, April 2024
Monthly Economic Monitoring of Ukraine No 231, April 2024
 
government_intervention_in_business_ownership[1].pdf
government_intervention_in_business_ownership[1].pdfgovernment_intervention_in_business_ownership[1].pdf
government_intervention_in_business_ownership[1].pdf
 
Classical Theory of Macroeconomics by Adam Smith
Classical Theory of Macroeconomics by Adam SmithClassical Theory of Macroeconomics by Adam Smith
Classical Theory of Macroeconomics by Adam Smith
 
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service Nashik
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service NashikHigh Class Call Girls Nashik Maya 7001305949 Independent Escort Service Nashik
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service Nashik
 
SBP-Market-Operations and market managment
SBP-Market-Operations and market managmentSBP-Market-Operations and market managment
SBP-Market-Operations and market managment
 
Unveiling the Top Chartered Accountants in India and Their Staggering Net Worth
Unveiling the Top Chartered Accountants in India and Their Staggering Net WorthUnveiling the Top Chartered Accountants in India and Their Staggering Net Worth
Unveiling the Top Chartered Accountants in India and Their Staggering Net Worth
 
Andheri Call Girls In 9825968104 Mumbai Hot Models
Andheri Call Girls In 9825968104 Mumbai Hot ModelsAndheri Call Girls In 9825968104 Mumbai Hot Models
Andheri Call Girls In 9825968104 Mumbai Hot Models
 
Quantitative Analysis of Retail Sector Companies
Quantitative Analysis of Retail Sector CompaniesQuantitative Analysis of Retail Sector Companies
Quantitative Analysis of Retail Sector Companies
 

FRTB Technology Considerations

  • 3. IT Architecture Considerations  FRTB provides a great opportunity to consolidate all the data inputs into one data store. All risk sensitivities, Market Data, etc can be sourced into a traditional data warehouse or Big Data lake.  All FRTB calculations (Standardised and IMA) can be performed using the same inputs thereby avoiding any additional reconciliation requirements.  If Front office Risk Systems send Full-revaluation based P&L Vectors for VaR/ES, those vectors along with Market Risk computed P&L Vectors can be persisted into HDFS. These massive number P&L Vectors can be aggregated with ease by business and legal entity hierarchies using Apache Spark platform.  Depending on the type of calculation, traditional grid computing platforms or BigData technologies like Apache Spark can be leveraged to perform various calculations. One should explore micro services to expose various calculators to end user applications to enable them do on-demand calculations.  One should consider the same data store to persist all calculation outputs.  If a single data repository has all the inputs and calculation outputs, Trading Book Capital Charge (RWA) can be calculated in the same infrastructure.  This architecture also opens up the door for end users to do what-if and impact analysis of RWA.  Front Office Risk Systems should send Risk factors and the corresponding market data so that Risk Theoretical P&L can be computed using VaR model. This is key input for PLA Testing.  If Hypo and Actual P&L are also sourced from Finance Systems, one can do Backtesting and PLA Testing as well in the same infrastructure.  Front office Risk systems must also send Non Modellable Risk Factor (NMRF) details using FRTB prescribed risk factor eligibility tests. This information is a must so that non-modellable risk factors can be excluded in IMA-ES calculation and included in SES calculation.  Having all the inputs and outputs in one platform will enable us to build a powerful Reporting and/or Dashboarding infrastructure that provides complete transparency into all the capital charge inputs with the ability to drill down to Position level details