A medium level outbreak of an avian influenza pandemic in Australia is estimated to result in a 6.8 per cent reduction in Australia’s gross domestic product (relative to a reference case) in the short term.
Economic activity in all states and territories is estimated to decline at rates close to the national level, with Queensland incurring the most adverse short term effect — an estimated 7.1 per cent reduction in gross state product.
Key sectors that are likely to be adversely affected the most include transport services and tourism related activities. The expected increase in demand for health services in the event of a pandemic is likely to lead to an estimated expansion in such services across the country.
Given the potential high costs to Australia and the global economy of an influenza pandemic, there is a clear need to continue to focus on preventive measures through regional and international collaboration. Prevention of an influenza pandemic is likely to be much more effective than cure.
introduction
There is continuing concern and interest in the possible emergence of an avian influenza pandemic in many countries across the world, including Australia. How a pandemic might affect Australia is an important policy issue, as is formulating appropriate responses to such a pandemic. The focus in this article is on the potential short term economic impacts on Australia, its states and territories and the key sectors likely to be affected by a pandemic.
It is useful to classify the potential economic effects of a pandemic into three broad categories: direct impacts, flow-on effects and confidence effects.
direct effects
The first category of effects relates to people being away from work because they are sick or are looking after other people who are sick, or because of measures taken to prevent the spread of disease, such as stringent quarantine measures. The severity of the direct effects depends on both the infection rate and the mortality rate from the pandemic.
flow-on effects
The second category includes, for example, loss of exports stemming from reduced demand in other countries or stringent quarantine measures; and disruptions to supply chains either through loss of key imports or disruptions to domestic production. The impact of these factors depends in part on whether alternative sources of supply can be found. In addition, if the infection does not spread to a certain country or is contained in certain regions, there might be increased demand for domestic production to make up for lost imports. Irrespective of these considerations, there are likely to be negative demand effects on certain industries and positive effects on others. In an extreme case, there might be a breakdown in key parts of the economy. Effective measures would be required to ensure that, for example, the financial system and other key services were able to continue to operate in the face of a pandemic.
confidence effects
These relate to consumption and investment decisions. They are difficult to quantify and in general the studies that indicate a major economic impact from a pandemic are the ones that assume substantial confidence effects.
A recent study by Kennedy et al. (2006) examined the possible macroeconomic effects of a pandemic using the Australian Government Treasury’s TRYM macroeconometric model of the Australian economy (table 1). The authors considered a scenario in which a pandemic spread throughout Australia and its main trading partners and analysed several channels through which the economy might be affected — international trade, labor supply and confidence effects on domestic consumption and investment. Their analysis suggested that there could be substantial effects on consumption, investment, gross domestic product and employment in the year in which the pandemic started. It is important to recognise that the TRYM model can only provide the broad impact of a pandemic given its aggregated nature.
A study by McKibbin and Sidorenko (2006) on the global macroeconomic consequences of pandemic influenza, including potential impacts on Australia, had a wider representation of the international sector. As with the Kennedy et al. (2006) analysis, McKibbin and Sidorenko’s study does not provide detailed results for sectors that are likely to be affected by an influenza outbreak and does not provide state and territory impacts for Australia.
These limitations are addressed here using ABARE’s global trade and environment model (GTEM) and Ausregion model. GTEM allows detailed modeling of interactions with other countries and examination of differences in impacts across industries. Ausregion is a model of the Australian economy with representation of all states and territories. Used in conjunction with the TRYM model, GTEM and Ausregion make it possible to examine potential differences in impacts across Australian industries, states and territories of the scenario considered by Kennedy et al. (2006). The combined use of the three models also allows an examination of alternative scenarios in which influenza is widespread in other countries but does not reach Australia. A brief description of the analytical framework and interface between the models used here is provided in box 1.
impacts of an influenza pandemic
pandemic phases
phases 1–2 – interpandemic phases in which there is animal infection but no human infection.
phases 3–5 – ‘pandemic alert’ phases with human cases, ranging from phase 3, with few cases and little or no human to human transmission, up to phase 5, with large clusters of infection but only localised human to human transmission.
phase 6 – a full pandemic with sustained human to human transmission in the general population. A pandemic is likely to start in one locality before spreading. Past pandemics have occurred in two or three waves, so phase 6 can be divided into subphases: localised (6a), widespread (6b), subsided (6c) and next wave (6d).
box 1: analytical framework
GTEM
ABARE’s global trade and environment model (GTEM) is a dynamic, multiregion, multisector, general equilibrium model of the world economy. The model provides a useful framework for analysing economywide and sectoral impacts, including those resulting from phenomena that affect the productive capacity of an economy, such as a pandemic. The GTEM framework takes into account the interactions between different sectors and other agents in an economy and captures the interactions between economies through trade. It estimates the impacts of the changes in policies or events on key economic variables.
Using GTEM’s population module, the wider impacts of a pandemic influenza can be estimated through effects on mortality, labor supply and labor productivity. The population in each region in GTEM is classified into one year age cohorts from 0 to 100+ years, making the model suitable for analysing the effects of a pandemic influenza on different age groups. Full documentation of the model is available on ABARE’s web site (www.abareconomics.com).
Ausregion
ABARE’s Ausregion model is a dynamic computable general equilibrium model of the Australian economy with representation of all states and territories. Ausregion has a comprehensive coverage of sectors that are important to Australia. It has a population module that is broken into 100+ age cohorts. Details of the model are also available on ABARE’s web site.
TRYM
The Treasury Macroeconomic (TRYM) model is a quarterly, dynamic, macroeconometric model of the Australian economy. It consists of around 30 behavioral equations and 100 accounting identities that provide for detailed short run dynamics around a theoretically consistent long run growth path. Documentation of the model is available on Treasury’s web site (www.treasury.gov.au).
interface
The three models have unique characteristics that, when used together, provide a robust and rigorous framework for analysing policy issues that have international, national, sectoral and state level impacts. The interface between the models is illustrated below:
scenarios
Two scenarios are analysed here. Both assume a worldwide pandemic outside Australia (phases 6b–6d overseas), but they differ in their assumptions about the spread of the pandemic in Australia.
scenario 1: influenza outbreak – whole world
Under this scenario, the whole world is assumed to be affected by the influenza outbreak (phases 6b–6d). The purpose in the scenario is to illustrate how an influenza pandemic across the world may affect economic activity in Australia, including the states and territories.
scenario 2: influenza outbreak – rest of the world (excluding Australia)
Under this scenario, it is assumed that there is an outbreak of influenza all over the world except in Australia. It is also assumed that strict quarantine and border control measures enable Australia to protect itself from the outbreak of influenza.
assumptions
mortality
There is obvious uncertainty over the actual number of people that are likely to be infected and die from an influenza pandemic. The distribution of possible infected cases among countries and age groups is also uncertain (Bloom, Wit and Jose 2005; Cooper and Coxe 2005). For example, during the Spanish Influenza outbreak of 1918–19 the young and robust sections of population suffered significant mortalities (Brainerd and Siegler 2003; Almond 2005). In the United States, mortality rates appeared to have been randomly distributed, with no pattern related to economic development, climate or geography (Brainerd and Siegler 2003).
Taking into account these uncertainties, several assumptions about the influenza outbreak are made in the current analysis. First, it is assumed that the severity of a global pandemic influenza is medium scale, if the Spanish flu of 1918–19 was considered severe. (Osterholm 2005 estimated that a global influenza pandemic of similar virulence to the 1918–19 influenza striking today would result in 180–360 million deaths.) A global mortality of around 80 million is assumed here. A similar number of fatalities was assumed by McKibbin and Sidorenko (2006) under a severe scenario.
64 and 65+ years of age). It is assumed that people in the 65+ age group are at high risk of contracting and dying from the disease. As with the Spanish flu, the young and robust age group (19–45 years) is also assumed to sustain higher mortality in all countries. People in the 0–18 years age group are assumed to have the smallest rate of mortality. The fatalities by age group and by country are introduced as specified reductions in the population in the pandemic scenarios.
labor productivity
It is expected that an influenza pandemic will affect labor productivity by reducing the number of working days of those infected. Absenteeism from illness, caring for family members and funeral service attendance are also assumed to affect labor productivity and are calculated for all countries using the rates similar to those in Meltzer et al. (1999). An infection rate of around 40 per cent is assumed for all countries.
quarantine measures
Government imposed measures to prevent entry or spread of pandemic influenza, such as border closures and restrictions or bans on travel and trade in goods, are modeled as changes in trade in goods and services.
changes in consumption
Changes in final consumption away from goods or activities that are likely to put consumers at risk of being infected with influenza are modeled as changes in consumption. Examples include reduced demand for travel affecting services such as airlines and tourism related activities, and higher demand for health services resulting in an increase in consumption of such services.
confidence effects
Changes in consumer and investment confidence are modeled in TRYM. They are assumed to be related to the severity of the pandemic, in particular to the scale of mortality. In scenario 1, it is assumed that there are substantial confidence effects on consumption and investment in Australia. In scenario 2, the presence of a pandemic overseas is expected to affect international trade, in part because of likely quarantine measures. The impact on Australia will depend on whether precautionary measures taken domestically affect labour supply and on the size of adverse confidence effects. It is not easy to assess what these measures might be — in part because they depend on perceptions of whether it will be possible to prevent infection reaching Australia. By way of illustration, in scenario 2, however, no labor supply effects are assumed for Australia but confidence effects are estimated to be half the size of those in scenario 1.
In analysing the impact of an influenza pandemic, the two scenarios are benchmarked to 2007. The economic impacts of these scenarios are determined as the difference between a reference case (in which no policy or other external changes occur) and the pandemic scenario.
simulation results
According to the analysis undertaken in this study, a global influenza pandemic could impose significant costs on the Australian economy. Losses of about 6.8 per cent of Australia’s gross domestic product, relative to the reference case, are estimated for an influenza outbreak benchmarked to 2007 in the whole world including Australia (table 3). The estimated decline in Australia’s economic activity stems mainly from the constraints imposed by the pandemic on the production side of the economy and the reduction in demand. These economic costs reflect short term impacts.
Even when the influenza outbreak is confined to other countries only (scenario 2), economic activity in Australia could still be affected negatively. This reflects the uncertainties over the spread of the disease, which can dampen consumer and investment confidence. At the same time, the combination of stringent border control measures and reduced overseas demand for goods and services are expected to lead to a decline in exports of Australian products. Under this scenario, Australia’s gross domestic product could fall by about 3 per cent relative to the reference case (table 3).
Overall, the cost to the Australian economy is most significant when the whole country is exposed to the influenza virus, resulting in significant mortality. An important finding of the analysis is that Australian economic activity could fall even in an event where Australia was free from any influenza outbreak while there was a pandemic in other countries.
The results of the analysis in this study are consistent with the few studies conducted so far on an influenza pandemic (table 1).
state impacts
When the whole of Australia is affected by an influenza outbreak, as in scenario 1, economic activity in all states and territories is estimated to decline (relative to the reference case) at rates that are close to the national level. Small interstate differences in impacts reflect differences in economic structure. The state of Queensland, which has a relatively large tourism sector, is estimated to be the most adversely affected by a pandemic (table 4).
impact on key sectors
In addition to the negative effects of an influenza outbreak on the production side of the economy, changes in demand can be expected to have impacts as consumers move away from activities that would be likely to expose them to the disease. Some sectors may be affected more than others. For example, health services are likely to expand during an outbreak because of higher demands for their services.
As the results of the two scenarios are similar, only the results of scenario 1 are presented and discussed here. Under scenario 1, tourism related activities are likely to be affected the most by an influenza outbreak, falling by as much as 18 per cent relative to the reference case (table 5). The transport sector, particularly air transport services, is estimated to decline by 11 per cent relative to the reference case.
The sensitivity of these sectors, in general, to outbreaks of highly contagious diseases such as influenza is illustrated by the recent SARS (severe acute respiratory syndrome) outbreak in Asia. During the outbreak of SARS, retail sales dropped by 10–40 per cent in Hong Kong, flights by Dragon Air were cut by 48 per cent (Cooper and Coxe 2005), while tourist arrivals in Singapore were down by two-thirds and hotel occupancy rates for five star hotels in Beijing were down around 20 per cent (The Economist 2003).
In contrast to tourism related activities, services that include health are expected to expand in response to increasing demand. An implied assumption in the analysis is that despite concern about the influenza virus, health workers will be available (as it is assumed that health workers sustain negligible mortality because they are given priority for access at a very early stage of the pandemic to vaccines and other protective drugs and supplies) to provide the workforce for the expanding health sector.
Another sector that could potentially expand during an influenza outbreak is communications and information technology services. This sector provides services that are alternative to international travel to conduct business and related activities. Self confinement to avoid exposure to the influenza virus would also boost the use of communications and information technology services.
The direction of impact on key sectors in the states and territories is similar to the changes at the national level (table 5). For all states and territories, tourism related activities are expected to be affected the most, followed by transport services. In all cases, activities that include health services are expected to expand under an Australiawide influenza outbreak, although there are some small differences in estimates among states and territories. Two factors driving the differences in services including health are the absolute number of influenza cases assumed in different states and the differences in their economic structures.
international impacts
The economic impacts of an influenza pandemic on various countries/regions are presented in table 6. The estimated impacts on developing countries/regions are larger than the impacts on developed countries. This largely reflects the high mortality rate expected in developing countries/regions compared with rates in developed countries in the event of an influenza pandemic.
concluding remarks
The findings in this study show that a global influenza pandemic could potentially result in substantial costs for Australia’s economy. Reducing these costs through measures to prevent the virus from entering Australia is an important policy objective for Australia. Considerable work is currently being undertaken by federal and state governments to prepare for a possible pandemic (Department of Health and Ageing 2006).
A global influenza pandemic could create fear similar to that during the SARS outbreak in 2003. Potentially, fear of a disease that causes mortality at the scale assumed in this study could create panic or chaos that could disrupt the supply of food, basic services, the financial system and even compromise public order. Under such circumstances, the economic costs imposed by an outbreak would be far greater than what is estimated in this study.
It is important to recognise that many countries, including Australia, are potentially vulnerable to a pandemic, regardless of where the initial outbreak occurs. Hence, it is more efficient for Australia and other countries to continue to be active in international efforts aimed at eradicating, preventing or containing the influenza virus at its source before it reaches international boundaries. A collective approach in dealing with the spread of the virus may be more effective and efficient than individual or unilateral measures. Cooperation involving sharing of information, resources and expertise at the regional, interregional and international levels could play an important role in preventing a pandemic. Prevention of an influenza pandemic is likely to be much more efficient than a cure.
references
Almond, D. 2005, Is the 1918 influenza pandemic over? Long term effects of in utero influenza exposure in the post-1940 U.S. population, National Bureau of Economic Research, Boston
Bloom, E., Wit, V.D. and Jose, M.J.C-S. 2005, Potential economic impact of an avian flu pandemic on Asia, ERD Policy Brief Series no. 42, Asian Development Bank, Manila.
Brainerd, E. and Siegler, M. 2003, The Economic Effects of the 1918 Influenza Epidemic, Center for Economic Policy Research, London.
Cooper, S. and Coxe, D. 2005, An investor’s guide to avian flu, BMO Nesbitt Burns, August.
Department of Health and Ageing 2006, The Australian Health Management Plan for Pandemic Influenza, Canberra (www.health.gov.au).
Douglas, J., Szeto, K. and Buckle, B. 2006, ‘Impacts of a potential influenza pandemic on New Zealand’s macroeconomy’, New Zealand Treasury Policy Perspectives Paper 06/03, Wellington.
Kennedy, S., Thomson, J. and Vujanovic, P. 2006, A primer on the macroeconomic effects of an influenza pandemic, Treasury Working Paper 2006-1, Australian Government Treasury, Canberra.
McKibbin, W.J. and Sidorenko, A.A. 2006, Global macroeconomic consequences of pandemic influenza, Lowy Institute for International Policy, Sydney.
Meltzer, M., Cox, N. and Fukuda, K. 1999, ‘The economic impact of pandemic influenza in the United States: priorities for intervention’, Emerging Infectious Diseases, vol. 5, no. 5, pp. 659–71.
Osterholm, M.T. 2005, ‘Preparing for the next pandemic’, Foreign Affairs, July–August (www.foreignaffairs.org).
The Economist 2003, SARS and business, 5 May (www.economist.com/agenda/displayStory.cfm?story_id=1747241).
US Congressional Budget Office 2005, A potential influenza pandemic: possible macroeconomic effects and policy issues, Congress of the United States, Washington DC.