Flood of Factors
Q&A with Deloitte's Dilip Krishna about risk data aggregation
Does it make sense to divide up risk data and evaluate or inspect it before aggregating it?
Risk data usually originates elsewhere in the organization, as booked trades, originated and serviced loans, etc. It is enriched in a number of ways, most pertinently by adding risk metrics to it. To ensure high levels of risk data quality, it is essential to ensure the raw input itself has high fidelity. Additionally, high
quality requires the aggregation process to be free from corruption, so both of these are necessary conditions to ensure the ultimate accuracy of risk data.
How should risk data be divided and organized to those ends?
Risk data has several components. The base input is the current actual financial state of the organization as represented by trading positions and loan balances. Risk metrics also depend on other important information such as client, facility and collateral information. In addition, to develop models for risk management, it is critical to have a sufficiently long historical record of such data (e.g., five years of loan history). Finally, external data may also be required to supplement internal historical data (e.g. operational loss history data).
Are the stress-testing requirements of CCAR and BCBS 239 driving more attention to risk data aggregation and getting more done in that regard?
Stress-testing requirements are driving significant changes in risk data aggregation infrastructures. These requirements go well beyond generating risk reports, and demand that banks perform a meaningful analysis on both inputs and outputs of stress tests. In addition, there is a timeliness requirement that is hard to meet. These requirements are usually difficult for banks to meet with existing infrastructures, prompting their focus on risk data aggregation systems. Since BCBS 239 is consistent with these requirements but states them more explicitly, both requirements are together driving more coherence in risk data aggregation infrastructures.
Only users who have a paid subscription or are part of a corporate subscription are able to print or copy content.
To access these options, along with all other subscription benefits, please contact info@waterstechnology.com or view our subscription options here: http://subscriptions.waterstechnology.com/subscribe
You are currently unable to print this content. Please contact info@waterstechnology.com to find out more.
You are currently unable to copy this content. Please contact info@waterstechnology.com to find out more.
Copyright Infopro Digital Limited. All rights reserved.
As outlined in our terms and conditions, https://www.infopro-digital.com/terms-and-conditions/subscriptions/ (point 2.4), printing is limited to a single copy.
If you would like to purchase additional rights please email info@waterstechnology.com
Copyright Infopro Digital Limited. All rights reserved.
You may share this content using our article tools. As outlined in our terms and conditions, https://www.infopro-digital.com/terms-and-conditions/subscriptions/ (clause 2.4), an Authorised User may only make one copy of the materials for their own personal use. You must also comply with the restrictions in clause 2.5.
If you would like to purchase additional rights please email info@waterstechnology.com
More on Data Management
Waters Wavelength Ep. 296: Questions about data quality
It’s all about the data, data, data.
The AI boom proves a boon for chief data officers
Voice of the CDO: As trading firms incorporate AI and large language models into their investment workflows, there’s a growing realization among firms that their data governance structures are riddled with holes. Enter the chief data officer.
FactSet launches conversational AI for increased productivity
FactSet is set to release a generative AI search agent across its platform in early 2025.
If M&A picks up, who’s on the auction block?
Waters Wrap: With projections that mergers and acquisitions are geared to pick back up in 2025, Anthony reads the tea leaves of 25 of this year’s deals to predict which vendors might be most valuable.
ICE Connect adds data integration capabilities for proprietary data
Intercontinental Exchange’s desktop platform is collaborating with CloudQuant to allow customers to integrate in-house data and analytics with the datasets found on its ICE Connect platform.
MIAX taps DataBP for exchange data licensing, custom contracts
To support planned growth of its data business, the exchange group has implemented DataBP’s platform to strengthen its licensing process and scale up its distribution capabilities in anticipation of end-user demand.
The Waters Cooler: A little crime never hurt nobody
Do you guys remember that 2006 Pitchfork review of Shine On by Jet?
Removal of Chevron spells t-r-o-u-b-l-e for the C-A-T
Citadel Securities and the American Securities Association are suing the SEC to limit the Consolidated Audit Trail, and their case may be aided by the removal of a key piece of the agency’s legislative power earlier this year.