About a-team Marketing Services
The knowledge platform for the financial technology industry
The knowledge platform for the financial technology industry

A-Team Insight Blogs

RiskMetrics’ Acerbi Talks up Development of Mark to Liquidity Modelling

Subscribe to our newsletter

Mark to market may be top of the regulatory and industry agenda at the moment, but according to RiskMetrics researcher Carlo Acerbi, mark to liquidity could well be the next big thing in the risk management world. Speaking at Thomson Reuters’ recent Global Pricing Forum in London, Acerbi elaborated on the development of a model to more accurately measure liquidity risk on a given holding.

Acerbi noted that a lot of work in the industry thus far has been focused on concepts such as liquidity premiums and global liquidity indices to determine overall capital market liquidity. However, when it comes down to the level of a portfolio, there is still a lot of work to be done to determine how each component is affected by liquidity risk, and this is where the concept of mark to liquidity comes into play. He believes this framework may be able to help to provide a precise figure for portfolio liquidity risk as a function of the market variables that explain and drive it.

Mark to liquidity is therefore a framework to provide quantitative data on how much a given portfolio is affected by liquidity risk, or how it affects other factors such as value at risk (VaR). In order to explain the theory, Ascerbi elaborated that portfolio liquidity risk, which is at the heart of the model, is the implicit cost faced by a portfolio subject to liquidity or risk constraints in an illiquid market environment. These constraints could be risk or trading limits or margin requirements or other similar limits on a portfolio, all of which add up to what Acerbi calls an overall liquidity policy.

The mark to liquidity framework is based upon the combination of these portfolio constraints and market illiquidity. The calculation therefore quantifies liquidation costs at the level of this liquidity policy in a similar manner to mark to market measures. The strategy behind the framework is not to invent a new liquidity risk measure, according to Acerbi, but to change the definition of portfolio value. In mark to liquidity, he contends that potential liquidation costs due to the commitment to a given liquidity policy (ergo the liquidity structure of the market and the constraints of the portfolio) are taken into account.

“It is no longer a linear function where two values will add up to the sum of their parts, as in VaR calculations. The more granular the portfolio, the less the liquidity risk,” said Acerbi. “These things are not reflected in standard portfolio valuation and this is why the market needs a measure such as mark to liquidity.”

Given the regulatory bent towards forcing firms to more accurately measure their liquidity risk exposure, this model may prove popular as firms seek to roll out new analytics systems in a space that has until now been largely overlooked in terms of the risk function. However, it is early days and feedback is needed on how the models work in practice.

Subscribe to our newsletter

Related content

WEBINAR

Upcoming Webinar: Hearing from the Experts: AI Governance Best Practices

9 September 2025 10:00am ET | 3:00pm London | 4:00pm CET Duration: 50 Minutes The rapid spread of artificial intelligence in the financial industry presents data teams with novel challenges. AI’s ability to harvest and utilize vast amounts of data has raised concerns about the privacy and security of sensitive proprietary data and the ethical...

BLOG

Cautious and Steady Adoption of Unstructured Data Capabilities Advocated by Experts in DMI Webinar

Financial institutions are taking a considered approach to integrating unstructured data into their systems, exercising caution as they get to grips with the mushrooming data format and the technology that is enabling generation of it. At the most recent A-Team Group Data Management Insight webinar, experts and audience members alike attested to the growing importance...

EVENT

RegTech Summit London

Now in its 9th year, the RegTech Summit in London will bring together the RegTech ecosystem to explore how the European capital markets financial industry can leverage technology to drive innovation, cut costs and support regulatory change.

GUIDE

AI in Capital Markets: Practical Insight for a Transforming Industry – Free Handbook

AI is no longer on the horizon – it’s embedded in the infrastructure of modern capital markets. But separating real impact from inflated promises requires a grounded, practical understanding. The AI in Capital Markets Handbook 2025 provides exactly that. Designed for data-driven professionals across the trade life-cycle, compliance, infrastructure, and strategy, this handbook goes beyond...