Epidemiological Impact on Quantitative Risk Management
PRMIA New York presents an online event on the Epidemiological Impact on Quantitative Risk Management. Never before has financial and risk modeling been so contingent on epidemiological inputs. In this online event, we bring together practitioner minds from medical and financial fields to share insights. The keynote speaker, Bernard Camins, is the Head of Infectious Diseases at Mount Sinai.
Date:
May 12, 2020
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Time:
5:45 p.m. - 7:15 p.m. EDT
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Location:
Link will be sent to registered participants
Never before have financial and risk modeling been so contingent on epidemiological inputs. In this webinar, we bring together practitioner minds from medical and quantitative finance backgrounds to share insights. Main themes addressed will include:
Epidemiology
- What is the current likely trajectory(s) of the pandemic in the US into the second half of 2020 and beyond (e.g. best, moderate, worst case scenarios)? what do we know about the R_0 and CFR of the pandemic?
- How can one analyze the tradeoff between public health risks with risks of extended economic shutdown? If in absence of perfect information, is it better to err on the side of a longer vs. shorter lockdown?
- At what levels of epidemiological metrics, e.g. daily new infections, % tested positive; particularly in NYC impacted are retail service sector, as we begin to relax the lockdown; how can we assess the risks of specific venues? e.g., golf courses, restaurants, schools, or gyms
- What do we know by now regarding the outlook and timeline of 1) Treatment, 2) Immunity/antibodies, 3) Vaccine
Finance
- How does one account for the range of trajectories in your models? E.g. V or U or W shaped recovery. How does the trajectories differ between different geographic regions, i.e. AMER/APAC/EMEA, what if any impact does this have on Forex markets
- How does one compare this to historical crisis? E.g. versus 2008 or earlier in history
- With Fed stimulus is at currently 11% of GDP, and have entered into high-yield bond markets; what further scenarios have you considered for governmental response? What if any impacts on inflation forecast and Treasury curve? What is the outlook in credit markets/spreads?
- For stress scenario design, how can we balance the considerations between selection of shocked risk factors, size of shocks, and accuracy of prediction?
- How has Big Data/ML affected the response to the pandemic? And how has ML-based quant funds been affected by the pandemic?
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Agenda |
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5:45 p.m. |
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Introduction |
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Petr Chovanec, Director, UBS
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5:50 p.m. |
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Keynote Speaker
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Bernard Camins, Head of Infectious Diseases, Mount Sinai |
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6:00 p.m. |
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Panel
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Bernard Camins, Head of Infectious Diseases, Mount Sinai
Dan Rodriguez, CRO, Light Sky Macro
Thomas Verbraken, Head of Stress Testing Research, MSCI |
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7:00 p.m. |
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Q & A
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Speakers |
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Petr Chovanec, Director, UBS
Petr Chovanec is a Director of Business Modeling and Forecasting in UBS Global Wealth Management where he leads a team focusing on wealth management banking business models. In his position, he is involved in business forecasting including the current COVID-19 predictions, various stress testing exercises, and Libor transition. Before his position with UBS, he worked in Citizens Bank (formerly RBS Citizens) and State Street Bank and Trust. He started his position as a front office quant in commodities trading.
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) 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Thomas Verbraken, Head of Stress Testing Research, MSCI
Thomas Verbraken is an Executive Director at MSCI and head of Risk Management Solutions Research, based in Budapest. His focus is to provide insights on investment problems and market risk through the lens of MSCI’s unique tools and data. He is also an active contributor to stress testing research, including the development of a best practices framework and the continuous design of topical stress test scenarios. Prior to joining MSCI, Thomas obtained a PhD in Applied Economics at the KU Leuven, Belgium. He is also a CFA charter holder and holds a Master in Civil Engineering, also from the KU Leuven.
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Dr. Dan Rodriguez, Chief Risk Officer, Light Sky Macro, LP
Dr. Dan Rodriguez is currently the Chief Risk Officer at Light Sky Macro, LP, a global macro hedge fund based in Hudson Yards. Prior to his current role, he served as a Senior Risk Officer at Point 72 Asset Management with responsibility for supporting the risk management process of the long-short equity portfolio holdings and risk management of the Global Macro Group of the fund. Dan was previously a Managing Director in the Credit-Suisse Global Equities Division, serving as the Chief Risk Officer for the Systematic Market-Making Group of the Investment Bank. His responsibilities included the front-office risk management for a global cross-asset trading portfolio, which included the development of portfolio risk limits, daily and intra-day monitoring of portfolio risk profiles.
Dan joined Credit Suisse in June 2007 and moved to Point 72 in October of 2014. He has over seventeen years of risk management experience, including previous positions at Morgan Stanley, reporting to the CRO of the firm, with responsibility for market risk methodology for the Institutional Securities Group. He began his career as the risk manager for the Commodities Division at Morgan Stanley.
Dan holds a Ph.D. in Economics from M.I.T. and a Bachelor’s of Science degree from the United States Military Academy and received a National Science Foundation Fellowship upon completion of his undergraduate studies. He received the PRMIA Higher Standard Award in 2011 for outstanding service in risk management and has published in leading academic journals such as the Journal of Finance, International Corporate Governance, and the Industrial Labor Relations Review. Dan served as the co-Regional Director of the New York City Chapter of PRMIA from 2011 – 2014. |
Moderator:
Qi Fu, Hedge Fund Consultant, MSCI
This event will NOT be recorded in keeping tradition with PRMIA’s Chatham House Rules tradition. We apologize for any misunderstanding.
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