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IBM Financial Services Sector                                                                                          Financial Services
IBM Point of View




                                                             IBM and data-driven
                                                             systemic risk analytics


                                                             In a global financial system that is characterized by a high degree of
              Highlights                                     interdependency, systemic risk can be defined as the inherent risk of
                                                             cascading failures that combine to significantly damage or even
              Technological advances now make it             completely destroy the entire system. The development in recent years
              viable to create a systemic risk utility for
              the financial system.
                                                             of sophisticated financial instruments that ‘package’ multiple risks in a
                                                             relatively opaque manner has increased systemic risk in the financial
              IBM is working with regulators, central        system.
              banks, supervisors and market
              participants around the globe to increase
              transparency and certainty in the data that    Advances in computing power, data storage and analytical techniques
              could be used to monitor systemic risk,        mean that the creation of a “systemic risk utility” for the entire financial
              while keeping this data anonymous and
                                                             system is now a viable proposition. Systemic risk (macro) analytics aim
              secure.
                                                             to quantify risks relating to the broad-scope, long-term dynamics and
              Banks that act now to simplify and             dependencies of major markets and players, and are associated with
              streamline their data can significantly
                                                             significant shifts in market state. By contrast, market and credit risk
              reduce operational costs and increase
              their market insight, as well as prepare for   (micro) analytics have a narrower scope, make linear extrapolations
              future regulatory requirements.                from recent market trends, and assume localized shifts in aggregated
                                                             market parameters.

                                                             IBM proposes that the availability of high-quality, fine-grained data on
                                                             the financial system will play a key role in enabling analytics to detect
                                                             and assess the impact of systemic risk. To aggregate and maintain such a
                                                             collection of data requires a comprehensive data model that describes
                                                             the unique identification of assets, instruments and legal entities.
                                                             Logically, this would include some formalization of business and
                                                             product terms. With a common framework for defining and managing
                                                             data, it will be possible to assess the build-up of leverage and monitor
                                                             the health of other aspects of the financial system.

                                                             IBM Research contributes to this debate through an ongoing dialog
                                                             with regulators, central banks, supervisors and market participants on
                                                             the use of standardized data models and semantics that would enable
                                                             the modeling and analysis of systemic risk.
Conclusion
                                              In order to create a systemic risk utility, all parties need to agree on
To help develop                               common models for collating and formatting their data. IBM Research
macro-prudential regulatory                   is working with industry bodies and market participants to contribute
tools, IBM is focusing on:                    to the development of standardized data models and semantics. In the
                                              near future, it is likely that data standardization to enable systemic risk
1. Data management – assessing the            analysis will become a regulatory requirement.
information that is already available to
develop better analysis and insight from
existing consolidated data and systems.       The use of standard data models will drive down the cost, complexity
This will help define the minimum set of      and risk of integrating data from multiple sources, and the re-use of
data standards and requirements to allow
                                              standardized data benefits all organizations with proprietary systems
cross-firm and cross-market analysis,
together with the analytics that regulators   that use fine-grained data as input. Banks that move early to simplify
and supervisors could perform to increase     and streamline their data and data management methods therefore
the level of transparency and                 stand to make significant reductions in operational costs while gaining
understanding.
                                              new market insights, as well as smoothing the path to future regulatory
2. Data models – working on an analysis       compliance.
of the data gaps currently impeding
systemic risk measurement. This will
require the aggregation and linking of data
across a large number of financial
institutions and markets, and the
identification of important data that is
currently inaccessible. Consistent data
‘tags and identifiers’ for securities
attributes and legal entities are an
imperative.

3. Analytics – measuring different
dimensions of systemic risk to develop
automated processes for continual stress      © Copyright IBM Corporation 2010
testing. A standardized approach can be
                                              IBM Global Services
defined for gathering data from multiple
                                              Route 100
institutions, then normalizing and
                                              Somers, NY 10589
analyzing it. The data can be used to         U.S.A.
develop forensic and ‘what if’ scenarios
and simulations                               Produced in the United States of America
                                              June 2010
4. Macro-prudential regulatory tools – de-    All Rights Reserved
veloping systemic risk tools and updating
them iteratively over time. This includes     IBM, the IBM logo, and ibm.com are trademarks or registered trademarks
development scenarios, simulation             of International Business Machines Corporation in the United States, other
techniques and models to further support      countries, or both. If these and other IBM trademarked terms are marked on their
the transparent monitoring of the financial   first occurrence in this information with a trademark symbol (® or ™), these symbols
system.                                       indicate U.S. registered or common law trademarks owned by IBM at the time this
                                              information was published. Such trademarks may also be registered or common law
                                              trademarks in other countries. A current list of IBM trademarks is available on the
                                              Web at “Copyright and trademark information” at: ibm.com/legal/copytrade.shtml.

                                              References in this publication to IBM products or services do not imply that IBM
                                              intends to make them available in all countries in which IBM operates.


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Risk Analytics: Increasing Risk Transparency within the Financial Marketplace

  • 1. IBM Financial Services Sector Financial Services IBM Point of View IBM and data-driven systemic risk analytics In a global financial system that is characterized by a high degree of Highlights interdependency, systemic risk can be defined as the inherent risk of cascading failures that combine to significantly damage or even Technological advances now make it completely destroy the entire system. The development in recent years viable to create a systemic risk utility for the financial system. of sophisticated financial instruments that ‘package’ multiple risks in a relatively opaque manner has increased systemic risk in the financial IBM is working with regulators, central system. banks, supervisors and market participants around the globe to increase transparency and certainty in the data that Advances in computing power, data storage and analytical techniques could be used to monitor systemic risk, mean that the creation of a “systemic risk utility” for the entire financial while keeping this data anonymous and system is now a viable proposition. Systemic risk (macro) analytics aim secure. to quantify risks relating to the broad-scope, long-term dynamics and Banks that act now to simplify and dependencies of major markets and players, and are associated with streamline their data can significantly significant shifts in market state. By contrast, market and credit risk reduce operational costs and increase their market insight, as well as prepare for (micro) analytics have a narrower scope, make linear extrapolations future regulatory requirements. from recent market trends, and assume localized shifts in aggregated market parameters. IBM proposes that the availability of high-quality, fine-grained data on the financial system will play a key role in enabling analytics to detect and assess the impact of systemic risk. To aggregate and maintain such a collection of data requires a comprehensive data model that describes the unique identification of assets, instruments and legal entities. Logically, this would include some formalization of business and product terms. With a common framework for defining and managing data, it will be possible to assess the build-up of leverage and monitor the health of other aspects of the financial system. IBM Research contributes to this debate through an ongoing dialog with regulators, central banks, supervisors and market participants on the use of standardized data models and semantics that would enable the modeling and analysis of systemic risk.
  • 2. Conclusion In order to create a systemic risk utility, all parties need to agree on To help develop common models for collating and formatting their data. IBM Research macro-prudential regulatory is working with industry bodies and market participants to contribute tools, IBM is focusing on: to the development of standardized data models and semantics. In the near future, it is likely that data standardization to enable systemic risk 1. Data management – assessing the analysis will become a regulatory requirement. information that is already available to develop better analysis and insight from existing consolidated data and systems. The use of standard data models will drive down the cost, complexity This will help define the minimum set of and risk of integrating data from multiple sources, and the re-use of data standards and requirements to allow standardized data benefits all organizations with proprietary systems cross-firm and cross-market analysis, together with the analytics that regulators that use fine-grained data as input. Banks that move early to simplify and supervisors could perform to increase and streamline their data and data management methods therefore the level of transparency and stand to make significant reductions in operational costs while gaining understanding. new market insights, as well as smoothing the path to future regulatory 2. Data models – working on an analysis compliance. of the data gaps currently impeding systemic risk measurement. This will require the aggregation and linking of data across a large number of financial institutions and markets, and the identification of important data that is currently inaccessible. Consistent data ‘tags and identifiers’ for securities attributes and legal entities are an imperative. 3. Analytics – measuring different dimensions of systemic risk to develop automated processes for continual stress © Copyright IBM Corporation 2010 testing. A standardized approach can be IBM Global Services defined for gathering data from multiple Route 100 institutions, then normalizing and Somers, NY 10589 analyzing it. The data can be used to U.S.A. develop forensic and ‘what if’ scenarios and simulations Produced in the United States of America June 2010 4. Macro-prudential regulatory tools – de- All Rights Reserved veloping systemic risk tools and updating them iteratively over time. This includes IBM, the IBM logo, and ibm.com are trademarks or registered trademarks development scenarios, simulation of International Business Machines Corporation in the United States, other techniques and models to further support countries, or both. If these and other IBM trademarked terms are marked on their the transparent monitoring of the financial first occurrence in this information with a trademark symbol (® or ™), these symbols system. indicate U.S. registered or common law trademarks owned by IBM at the time this information was published. Such trademarks may also be registered or common law trademarks in other countries. A current list of IBM trademarks is available on the Web at “Copyright and trademark information” at: ibm.com/legal/copytrade.shtml. References in this publication to IBM products or services do not imply that IBM intends to make them available in all countries in which IBM operates. Please Recycle BKE03003-USEN-00