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      The COVID‐19 pandemic: Is it a “Black Swan”? Some risk management challenges in common with chemical process safety

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      1 , , 2 , 3
      Process Safety Progress
      John Wiley & Sons, Inc.

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          Abstract

          As we write this commentary while under stay‐at‐home orders (two of us in the U.S., and the other in Germany), the number of individuals infected with the SARS‐CoV‐2 coronavirus has surpassed 1.6 million confirmed global cases and more than 95 000 fatalities. The pandemic continues to spread exponentially in all regions of the world. The trajectory and ultimate outcome of this pandemic is still unfolding but we can already be certain that the consequences to life and livelihood throughout the world will be enormous. We have spent much time during our careers focused on efforts to prevent catastrophic process safety events, which are typically characterized as having both very high impact and very low probability/frequency. There are strong parallels between prevention of catastrophes in chemical process safety and prevention of catastrophic pandemics, beginning with the concepts of loss of containment/loss of control of hazards. The steps for risk analysis and risk acceptance are similar. Those analyzing risks for either a pandemic or a process safety incident must envision/describe scenarios related to a specific hazard(s). Risk is a function of the magnitude of the impact and the likelihood of occurrence of the event. If the risk is deemed to be above the risk tolerance threshold, action is required to reduce the risk. Once scenarios (cause‐consequence pairs) are developed, planners must decide which scenarios are credible events and further, which scenarios carry a risk. If the risk‐tolerance threshold is exceeded, risk‐based decisions must be made to implement appropriate safeguards including both (a) preventive safeguards to reduce the probability of a loss of containment/control incident and (b) mitigative safeguards to reduce the consequences should loss of containment/control occur. The modern concept of Black Swan events was developed by Nassim Taleb in his 2007 book entitled The Black Swan, The Impact of the Highly Improbable 1 . According to Taleb, a Black Swan event has three attributes: “First, it is an outlier, as it lies outside the realm of regular expectations, because nothing in the past can convincingly point to its possibility. Second, it carries an extreme impact (unlike the bird). Third, despite its outlier status, human nature makes us concoct explanations after the fact, making it explainable and predictable.” Application of the Black Swan concept to process safety was advanced in a 2012 article in Process Safety Progress entitled “Beware of the Black Swan: The Limitations of Risk Analysis for Predicting the Extreme Impact of Rare Process Safety Incidents”. 2 While there have been true Black Swan events in process safety in the history of the chemical process industries (CPI), there have also been many severe but rare events which were either foreseen or were predictable based on known science and experience. These identified/predictable events do not satisfy the first of Taleb's three qualifying criteria for a Black Swan—that nothing in the past can convincingly point to its possibility. Since the publication of Taleb's popular book, the term Black Swan has come into much more common usage by risk management professionals and others—perhaps to the point of being misapplied and overused. In an award‐winning Actuarial Society presentation, Werther acknowledged that when using current risk assessment and forecasting methods in the financial and insurance industries, there are true Black Swan events. However, he also asserts that some events widely perceived as Black Swans are being “wrongly labeled”. They were in his view predictable. 3 Based on our experience in dealing with low‐frequency (rare) high‐impact scenarios in chemical process safety, we were asked our opinion as to whether the current COVID‐19 pandemic should be classified as a Black Swan event. Although the timing of its appearance and exact nature of this specific SARS‐CoV‐2 coronavirus had not been predicted, experts in infectious disease/public health protection have been warning us for decades that a global pandemic involving a highly infectious respiratory disease virus was a plausible scenario. In 1918, near the end of World War I, an influenza pandemic struck which claimed the lives of nearly 50 million people worldwide. 4 The virus was highly infectious, and global transmission was facilitated by movement of large numbers of people between continents and regions (characteristics noted as similar to the current pandemic). A global study (conducted under the auspices of the U.S. National Academy of Medicine) was completed shortly before the 100‐year commemoration of the 1918 pandemic. 5 The study concluded that although there are enormous uncertainties in modeling the risks of infectious disease crises, the case for more action is compelling no matter how the risks are calculated. Since 2015, the business thought leader and philanthropist Bill Gates has also repeatedly made the argument for “a clear road map for a comprehensive pandemic preparedness and response system, because lives, in numbers too great to comprehend, depend on it.”6, 7, 8 Outbreaks of SARS (2002‐2003) the “bird flu” H5NI virus (2003‐2007), the “swine flu” H1N1 virus (2009), MERS (2012+), and Ebola (2013‐2016) resulted in numerous studies which identified the need for improved global risk management systems/procedures and have recommended specific measures to rapidly detect, communicate, and control the threat of a pandemic. Modeling studies of global economic impact have also been done using virus pandemic scenarios with different degrees of virulence (disease severity) and infectiousness (ease of transmission). 9 The models show significant economic impacts, driven by factors such as reduction in global tourism, workers staying at home to avoid infection, and supply chain interruptions as different regions are affected at different timings. With multiple warnings from experts in epidemiology and related public health fields that a major pandemic is not a question of if, but only of when—the current pandemic cannot be viewed as a Black Swan. It does not meet Taleb's first criteria of “lies outside the realm of regular expectations, because nothing in the past can convincingly point to its possibility”. The caveat is that the pandemic is still evolving and could take a surprise turn before it is finished. But if nothing appears which would satisfy Taleb's first criteria, then our conclusion would remain unchanged. The obvious next question is that if it is not a Black Swan, why was not the world better prepared with more effective safeguards to rapidly detect/communicate and then rapidly respond to prevent widespread loss of containment/control? Many studies will undoubtedly be done in coming years by both national governments and global organizations (eg, the World Health Organization 10 under the United Nations) to try to answer these questions. We believe that common findings of these future postmortems will be that: Experts in epidemiology/health risk analysis and economic impact analysis presented credible risk assessments, recommended proven safeguards to implement, described appropriate global, and regional preparedness planning/coordination approaches, and identified critical research needs to further improve preventive and mitigative safeguards. Experts were unable to convince final decision makers to establish the necessary public policy and/or to allocate adequate resources to global agencies and governments/to implement the above recommended actions and/or to sustain/maintain them. Government leaders around the world with the power to authorize funds and to implement strong safeguards were not convinced that the risk of another pandemic like the Influenza pandemic of 1918 was sufficiently high to divert the required resources away from more immediate issues those governments faced in order to address prevention and mitigation of a pandemic, or were not convinced that the public would accept the cost of such safeguards. This is also a familiar dilemma in the process safety world. Convincing final decision‐makers on the importance/urgency to address risk scenarios which have very high impact, but which are perceived to be very low probability (infrequent events measured in once in a lifetime+) is never easy. It requires building strong technical and economic arguments, effectively communicating the basis for the assessment and the accuracy of the predictions, and building the technical competence and trust in the target audience required to process the information. This requires a great amount of preparation/effort in order to get commitment for the necessary capital and personnel. This effort must be made. Key decision‐makers must ensure that the voices of experts are heard. As we have repeatedly learned in our process safety world (and appear to be on course to similarly, and painfully, learn in the global public health world), the cost of preventive and mitigative safeguards to address in advance a predictable high impact event can be dwarfed by the ultimate impacts should such measures not be taken. Perhaps it is fitting to close with the following quote, which can be applied at both a government level and at a corporate level. We learn nothing from history except that we learn nothing from history. Marcus Tullius Cicero, 106‐43 BC We wish all of you a safe transition through this pandemic.

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          Most cited references4

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          Is Open Access

          1918 Influenza: the Mother of All Pandemics

          The "Spanish" influenza pandemic of 1918–1919, which caused ≈50 million deaths worldwide, remains an ominous warning to public health. Many questions about its origins, its unusual epidemiologic features, and the basis of its pathogenicity remain unanswered. The public health implications of the pandemic therefore remain in doubt even as we now grapple with the feared emergence of a pandemic caused by H5N1 or other virus. However, new information about the 1918 virus is emerging, for example, sequencing of the entire genome from archival autopsy tissues. But, the viral genome alone is unlikely to provide answers to some critical questions. Understanding the 1918 pandemic and its implications for future pandemics requires careful experimentation and in-depth historical analysis.
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            Innovation for Pandemics

            Bill Gates (2018)
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              Beware of the black swan: The limitations of risk analysis for predicting the extreme impact of rare process safety incidents

                Bookmark

                Author and article information

                Contributors
                hamjfm@embarqmail.com
                Journal
                10.1002/(ISSN)1547-5913
                PRS
                Process Safety Progress
                John Wiley & Sons, Inc. (Hoboken, USA )
                1066-8527
                1547-5913
                27 April 2020
                June 2020
                : 39
                : 2 ( doiID: 10.1002/prs.v39.2 )
                : e12160
                Affiliations
                [ 1 ] Process Safety Services Punta Gorda Florida USA
                [ 2 ] AIChE Center for Chemical Process Safety (CCPS) New York New York USA
                [ 3 ] Eiger Consulting, LLC Houston Texas USA
                Author notes
                [*] [* ] Correspondence

                John F. Murphy, Process Safety Services. 2304 Kenya Ln. Punta Gorda, FL, 33983‐2675.

                Email: hamjfm@ 123456embarqmail.com

                Author information
                https://orcid.org/0000-0002-7119-8566
                Article
                PRS12160
                10.1002/prs.12160
                7235516
                478ee012-72cc-44eb-8cff-f8cd66fe563f
                © 2020 American Institute of Chemical Engineers

                This article is being made freely available through PubMed Central as part of the COVID-19 public health emergency response. It can be used for unrestricted research re-use and analysis in any form or by any means with acknowledgement of the original source, for the duration of the public health emergency.

                History
                : 08 April 2020
                : 10 April 2020
                : 13 April 2020
                Page count
                Figures: 0, Tables: 0, Pages: 3, Words: 1807
                Categories
                Commentary
                Commentary
                Custom metadata
                2.0
                June 2020
                Converter:WILEY_ML3GV2_TO_JATSPMC version:5.8.2 mode:remove_FC converted:19.05.2020

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