Elsevier

Telematics and Informatics

Volume 32, Issue 4, November 2015, Pages 862-878
Telematics and Informatics

Internet usage, electricity consumption and economic growth in Australia: A time series evidence

https://doi.org/10.1016/j.tele.2015.04.011Get rights and content

Highlights

  • Investigate the relationship among Internet usage, economic growth and electricity consumption.

  • Internet use is growing rapidly in Australia.

  • The ARDL model is used for empirical analysis.

  • Internet usage and economic growth stimulate electricity consumption.

  • Coordination between energy policy, ICT policy and growth policy is recommended.

Abstract

This study estimates the short- and long-run effects of the Internet usage and economic growth on electricity consumption using annual time series macro data for Australia for the period 1985–2012. ARDL bounds test for cointegration and Granger causality test for causal link are applied. Results from ARDL estimates indicate that the Internet use and economic growth stimulate electricity consumption in Australia. Internet usage and economic growth have no significant short-run relationship with electricity consumption. Multivariate Granger causality test confirms unidirectional causal link running from Internet usage to economic growth and electricity consumption. The findings are robust across different econometric specifications. The findings imply that Australia is yet to achieve electricity efficiency gains from ICT expansion and that it may pursue energy conservation policy without any adverse effect on its economy. Australia needs to promote its existing carbon capture and storage facilities, significantly boost investment in the renewable energy sector, in particular, in solar energy and build nuclear power plants for electricity generation to reduce CO2 emissions. Also promoting green IT and IT for green might be potential means to curb environmental damage from Internet usage. A coordination between ICT policy, energy policy and growth policy is also recommended.

Introduction

Information and communication technologies (ICTs) have a wide array of effects on key global systems (Moyer and Hughes, 2012). The rapid use and expansion of these technologies have proved to contribute towards increasing productivity, boosting economic growth (Shahiduzzaman and Alam, 2014a, Shahiduzzaman and Alam, 2014b) and reducing energy intensity (Moyer and Hughes, 2012). As such, the study on environmental impacts of ICT has drawn special attention since the early 1990s. Ever since, the studies investigating the energy impacts of ICTs have been profoundly researched in a macro framework. Although the rapid expansion of ICT usage is believed to improve productivity and energy efficiency, there is no consensus as yet on its effect on the environment. Some of the studies support the positive role of ICT in mitigating greenhouse gas emissions while others conclude that ICT use exerts pressure on energy use (Moyer and Hughes, 2012) hence leading to an increase in electricity consumption – one of the key sources of global CO2 emissions (Hamdi et al., 2014).

Since 1970s, there was a general interest in how to reduce energy consumption and CO2 emissions in economies through the expansion of ICTs. Schumpeter (1934, cited in Walker, 1985) coined the idea that it was possible to reduce energy demand while allowing the economy to grow by the expansion of ICTs that potentially contribute towards energy saving gains. The widespread expansion of ICTs has caused dramatic rise in the demand for electricity in the last two decades. ICT related electricity consumption has increased significantly both in the workplaces and households (IEA, 2009). The combined electricity consumption related to ICT equipments such as communication networks, personal computers and data centers is growing at a rate of nearly 7% per year (i.e., doubling every 10 years). The relative share of these ICT products and services in the global electricity consumption has increased from about 3.9% in 2007 to 4.6% in 2012 (Heddeghem et al., 2014).

A significant percentage of domestic electricity consumption in Europe is linked to the use of ICT products and services (Faucheux and Nicolai, 2011). According to some estimates (Greenpeace International, 2014), ICT industry is responsible for 2% of global CO2 emissions. Because all ICT products need electricity to operate, rapid expansion of ICT use leads to increasing demand for electricity threatening environmental sustainability through greenhouse gas emissions and Australia is no exception. But if energy efficiency could be achieved leading to energy saving gains, the positive effect of energy efficiency might outweigh the negative effect of increased electricity consumption.

Since the mid-1990s, the Internet usage has been increasing at a rapid speed in Australia (Fig. 1). An overwhelming majority of Australians are using the Internet. In 2011, 87% of the Australians had used the Internet up from 81% in 2009 and 73% in 2007. The vast majority of household connections are now through broadband (96%) while the proportion of Australians accessing the Internet through a mobile device more than doubled between 2009 and 2011 from 15% to 37% (Ewing and Julian, 2012). It is claimed that the Internet has been transforming the Australian economy for the last 10 years (Bowles, 2012, Deloitte Access Economics, 2011) and is anticipated to play even more significant role in the future as it looks forward to becoming a leading digital economy. In 2010, the direct contribution of the Internet to the Australian economy was AUS$ 50 billion or 3.6% of its Gross Domestic Product (GDP). The contribution of the Internet to the economy will further increase and is projected to be around AUS$ 70 billion by 2015 (Deloitte Access Economics, 2011). Not only these numeric figures reflect the Internet’s recent role in Australian economy in growth and productivity, two most recent empirical studies (Shahiduzzaman and Alam, 2014a, Shahiduzzaman and Alam, 2014b) support the persistent positive role of ICT capital in boosting its economic growth and productivity.

Nevertheless, in its bid to be a leading digital economy, Australia has been undergoing the construction of the largest ever broadband rollout project, the National broadband network (NBN) with a view to expanding high speed internet (broadband) to the regional and remote areas of the country. One of the key objectives of the NBN is to narrow the digital divide in the country (Lee, 2011) which is believed to be in the danger of widening (Bowles, 2012). While the NBN rollout is justified and is consistent with Australia’s move to be a leading digital economy, the benefits reaped from the massive expansion of the broadband infrastructure is not expected to be without opportunity cost. In other words, the future energy impacts of this expansion cannot be ruled out. Australia is one of the top CO2 emitters in the world alongside USA, Canada, Germany, the UK, Saudi Arabia and Qatar on a per capita basis (Shafiei and Salim, 2014). The same authors argue that 90% of the power generation in Australia is still sourced from non-renewable fossil fuels such as coal, gas and oil. As a result, there has been a sharp increase in CO2 emissions. Nevertheless, the rapid expansion of ICT use in the region is likely to have significant energy impacts as ICT products and services cannot be operated without electricity.

Energy is largely sourced from electricity in Australia (Salahuddin and Khan, 2013) and it is one of the major industries of the country. Electricity generation is the single largest contributor to greenhouse gas (GHG) emissions producing 38% of total emissions in Australia and 90% of electricity was generated from the burning of fossil fuels dominated by coals, gas and oil in 2012 (Asafu-Adjaye and Mahadevan, 2013). Coal provided 68% of Australia’s electricity needs in 2012. Per capita electricity consumption has been steadily rising in Australia for most of the period during the last four decades (Fig. 2). Although energy intensity has been on a declining trend (Fig. 3) during the same period and also for most of the period during 1970–2012, it is still struggling to embrace transition to a low carbon economy despite the fact that Australia also has some decoupling experiences. During the period 1971–2012, it experienced some extent of relative decoupling while it also performed absolute decoupling during 1970–72, 1981, 1985, 1992, 1994 and again during 2000–2002 and 2010–2012 (Fig. 4). Two key reasons for this declining trend in energy intensity and for enjoying some decoupling experiences are fuel efficiency gains from technological improvement and fuel switching and the rapid growth of less energy intensive service sector. However, despite these developments, to combat GHG emissions still remains a challenge for Australia.

A recent study (Salahuddin and Khan, 2013) reports that energy consumption contributes towards CO2 emissions in Australia and more than 20% of the total energy is sourced from electricity. Nevertheless, the rapid expansion of the Internet is expected to exert pressure on domestic demand for electricity consumption. Its further expansion in future due to the NBN rollout is likely to spark concerns for future environmental sustainability of Australia. As such, this study examining the impact of the Internet usage on electricity consumption in Australian context whose energy policies are already at the crossroads (Falk and Settle, 2011) is worth-investigation and also is likely to receive growing importance in energy and digital divide literature.

Also, since the mid-eighties and following the second oil shock, enormous literature investigating the relationship between economic growth and electricity consumption for different countries and regions evolved (Hamdi et al., 2014) but such relationship was rarely investigated in Australian context despite its important implications for energy policy. To fill this vacuum, the current study also examines the impact of economic growth on electricity consumption. Another reason for including economic growth is that usually simple bivariate models may fail to appropriately capture empirical relationship between the series (Karanfil, 2009, Bartleet and Gounder, 2010). Therefore, the extension of our model with the inclusion of economic growth is further justified.

There are a number of contributions of this study to the existing energy, Internet and growth literature. First, the most important contribution is that the Internet usage and electricity consumption relationship is being investigated for the first time ever for Australia. Second, although literature on the electricity–growth relationship is abundant, the economic growth-led electricity consumption hypothesis was never examined in the Australian context. Third, the current study uses the most recent data, the analysis of which, is expected to offer policy-oriented findings. Fourth, it also makes a methodological contribution by employing a couple of sophisticated and potentially suitable time series econometric techniques, the autoregressive distributive lag (ARDL) model and Innovation Accounting Approach (IAA) that have never been used before to estimate the Internet usage and electricity consumption relationship for any previous time series study, let alone for Australia and fifth, unlike other works, the findings of the study are expected to provide important implications at a time for ICT policy, energy policy and economic growth policy for Australia.

The rest of the paper is structured as follows: Section 2 discusses literature review, and methodology is presented in Section 3. Section 4 presents estimation results and finally the paper ends up in Section 5 with conclusions and policy implications of the research.

Section snippets

ICT and electricity consumption

Environmental impact of the ICT use especially the impact of the astonishing increase in the Internet use and subsequently the energy intensity of the Internet has recently been one of the rising concerns. The electricity mix used for data centers is an issue of increasing importance (Coroama and Hilty, 2014). ICT-electricity consumption nexus is relatively an under-investigated area of research despite its potential implications for environmental sustainability. Most of the studies that have

Data

We employ historical data from the International Energy Agency (IEA, 2013) on per-capita CO2 emissions and per capita energy consumption over the period from 1970–2012 to estimate the decoupling effects in order to report the overall emissions scenario of Australia. Annual time series data on electricity consumption per capita, real GDP per capita, internet users per 100 people for the period of 1985–2012 were obtained from the World Data Bank, (previously, World Development Indicators

Estimation results

Table 1 reports descriptive statistics. The standard deviations in all the series are quite low implying that the data are evenly dispersed around the mean. Hence it was convenient for us to proceed with the datasets for further estimation.

The DF-GLS unit root results are reported in Table 2 which shows all the series in our study are first difference stationary, i.e., I(1). The weakness of this test is that it does not consider the presence of structural break (Baum, 2004) in the series. Due

Conclusions, policy implications and limitations

This study examines the empirical relationship among the Internet usage, electricity consumption and economic growth using Australian annual time series data for the period 1985–2012. Because of the long sample period, structural break unit root test is conducted. Having found the presence of structural break in the series, an ARDL bounds testing approach is applied taking into account the structural break. Granger causality test is performed to determine the causal link between the variables

Acknowledgments

This study is fully supported by the Australian Government’s Collaborative Research Network (CRN) funding through the Australian Digital Future Institute (ADFI) of the University of Southern Queensland.

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