Modeling Uncertainties in Workforce Disruptions from Influenza Pandemics Using Dynamic Input‐Output Analysis

Influenza pandemic is a serious disaster that can pose significant disruptions to the workforce and associated economic sectors. This article examines the impact of influenza pandemic on workforce availability within an interdependent set of economic sectors. We introduce a simulation model based on the dynamic input‐output model to capture the propagation of pandemic consequences through the National Capital Region (NCR). The analysis conducted in this article is based on the 2009 H1N1 pandemic data. Two metrics were used to assess the impacts of the influenza pandemic on the economic sectors: (i) inoperability, which measures the percentage gap between the as‐planned output and the actual output of a sector, and (ii) economic loss, which quantifies the associated monetary value of the degraded output. The inoperability and economic loss metrics generate two different rankings of the critical economic sectors. Results show that most of the critical sectors in terms of inoperability are sectors that are related to hospitals and health‐care providers. On the other hand, most of the sectors that are critically ranked in terms of economic loss are sectors with significant total production outputs in the NCR such as federal government agencies. Therefore, policy recommendations relating to potential mitigation and recovery strategies should take into account the balance between the inoperability and economic loss metrics.

[1]  Matthias Schroder,et al.  Input–Output Analysis , 2011 .

[2]  Joost R. Santos,et al.  Risk‐Based Input‐Output Analysis of Influenza Epidemic Consequences on Interdependent Workforce Sectors , 2013, Risk analysis : an official publication of the Society for Risk Analysis.

[3]  Stefano Panzieri,et al.  Fuzzy dynamic input-output inoperability model , 2011, Int. J. Crit. Infrastructure Prot..

[4]  M. Clark,et al.  Pandemic (H1N1) 2009 Influenza in Australia: Absenteeism and redeployment of emergency medicine and nursing staff , 2011, Emergency medicine Australasia : EMA.

[5]  Richard D. Smith,et al.  Estimating the economic impact of pandemic influenza: An application of the computable general equilibrium model to the UK , 2011, Social Science & Medicine.

[6]  J. Links,et al.  Understanding estimated worker absenteeism rates during an influenza pandemic. , 2011, American journal of disaster medicine.

[7]  Ximena Aguilera,et al.  Global health security and the International Health Regulations , 2010, BMC public health.

[8]  Ivar Sønbø Kristiansen,et al.  Modeling the cost of influenza: the impact of missing costs of unreported complications and sick leave , 2010, BMC public health.

[9]  Kash Barker,et al.  A Risk‐Based Approach for Identifying Key Economic and Infrastructure Systems , 2010, Risk analysis : an official publication of the Society for Risk Analysis.

[10]  Kailash C. Kapur Risk Modeling, Assessment, and Management, 3rd edition , 2010 .

[11]  Joost R. Santos,et al.  Estimating Workforce-Related Economic Impact of a Pandemic on the Commonwealth of Virginia , 2009, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[12]  M. I. Santiago-Pérez,et al.  Fagerstrom test for nicotine dependence vs heavy smoking index in a general population survey , 2009, BMC public health.

[13]  Joost R Santos,et al.  Pandemic Recovery Analysis Using the Dynamic Inoperability Input‐Output Model , 2009, Risk analysis : an official publication of the Society for Risk Analysis.

[14]  Yi Guan,et al.  Emergence of a novel swine-origin influenza A virus (S-OIV) H1N1 virus in humans. , 2009, Journal of clinical virology : the official publication of the Pan American Society for Clinical Virology.

[15]  S. Blower,et al.  Modeling influenza epidemics and pandemics: insights into the future of swine flu (H1N1) , 2009, BMC medicine.

[16]  E. Lyons,et al.  Pandemic Potential of a Strain of Influenza A (H1N1): Early Findings , 2009, Science.

[17]  G. Milne,et al.  Simulation suggests that rapid activation of social distancing can arrest epidemic development due to a novel strain of influenza , 2009, BMC public health.

[18]  Niloofar Afari,et al.  The association of posttraumatic stress disorder and metabolic syndrome: a study of increased health risk in veterans , 2009, BMC medicine.

[19]  Joost R. Santos Interdependency analysis with multiple probabilistic sector inputs , 2008 .

[20]  Michael P. Atkinson,et al.  Quantifying the Routes of Transmission for Pandemic Influenza , 2008, Bulletin of mathematical biology.

[21]  Yacov Y. Haimes,et al.  Supply- and Output-Side Extensions to the Inoperability Input-Output Model for Interdependent Infrastructures , 2007 .

[22]  Joost R. Santos,et al.  A Framework for Linking Cybersecurity Metrics to the Modeling of Macroeconomic Interdependencies , 2007, Risk analysis : an official publication of the Society for Risk Analysis.

[23]  Joost R. Santos,et al.  Extreme Risk Analysis of Interdependent Economic and Infrastructure Sectors , 2007, Risk analysis : an official publication of the Society for Risk Analysis.

[24]  D. Cummings,et al.  Strategies for mitigating an influenza pandemic , 2006, Nature.

[25]  Yacov Y. Haimes,et al.  Managing the risk of terrorism to interdependent infrastructure systems through the dynamic inoperability input–output model , 2006, Syst. Eng..

[26]  James H. Lambert,et al.  Inoperability Input-Output Model for Interdependent Infrastructure Sectors. I: Theory and Methodology , 2005 .

[27]  James H. Lambert,et al.  Inoperability Input-Output Model for Interdependent Infrastructure Sectors. II: Case Studies , 2005 .

[28]  Joost R. Santos,et al.  Modeling the Demand Reduction Input‐Output (I‐O) Inoperability Due to Terrorism of Interconnected Infrastructures * , 2004, Risk analysis : an official publication of the Society for Risk Analysis.

[29]  Y. Haimes,et al.  Risk Management for Leontief‐Based Interdependent Systems , 2004, Risk analysis : an official publication of the Society for Risk Analysis.

[30]  K. Nichol,et al.  Cost-benefit analysis of a strategy to vaccinate healthy working adults against influenza. , 2001, Archives of internal medicine.

[31]  Y. Haimes,et al.  Leontief-Based Model of Risk in Complex Interconnected Infrastructures , 2001 .

[32]  S. Dufour I: Commerce , 2001, Canadian Yearbook of international Law/Annuaire canadien de droit international.

[33]  W. Leontief Quantitative Input and Output Relations in the Economic Systems of the United States , 1936 .