The impact of renewable and non‑renewable energy consumption on aggregate output in Pakistan: robust evidence from the RALS cointegration test

This study investigates the impact of both non-energy factors and energy-specific factors on Pakistan’s aggregate output. By employing advanced econometric techniques such as the RALS cointegration test and ARDL methodology, the study explores the long-run relationships among these factors.
Published in Earth & Environment and Economics
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The impact of renewable and non-renewable energy consumption on aggregate output in Pakistan: robust evidence from the RALS cointegration test - Environmental Science and Pollution Research

Over the past three decades, Pakistan’s energy consumption has surged due to industrialization, population growth, and development activities. To meet the escalating energy demands, the country has primarily relied on thermal power projects, which are financially burdensome and environmentally detrimental, compared to hydropower projects. This reliance exposes Pakistan to global oil price shocks and environmental degradation. To address this dilemma, this empirical research investigates the impact of both non-energy factors (labour and capital) and energy-specific factors (renewable and non-renewable) on Pakistan’s aggregate output, using annual time-series data from 1980 to 2021. The analysis employs the newly established Residual Augmented Least Square (RALS) cointegration test and the Autoregressive Distributed Lag (ARDL) methodology to estimate the long-term cointegrating relationship among the examined variables. The empirical findings demonstrate that both non-energy and energy-specific factors positively and significantly influence Pakistan’s long-term aggregate output. However, petroleum consumption exerts a positive but insignificant influence on Pakistan’s long-term aggregate output. The study recommends diversifying the energy supply mix to include more hydroelectricity, non-hydroelectric renewables (mainly solar and wind), and natural gas. Specifically, transitioning from imported, expensive, and more greenhouse gas (GHG)-generating petroleum products to domestically produced natural gas could potentially reduce Pakistan’s trade deficit and its vulnerability to global oil price shocks. Besides the economic benefits, shifting from non-renewable energy sources (specifically oil) to renewable energy would enhance Pakistan’s image and increase its geopolitical influence over neighboring countries. Additionally, the study emphasizes the need to encourage private sector participation in renewable energy projects and suggests implementing effective carbon tax policies to mitigate CO2 emissions and foster economic growth.

Energy is at the heart of economic activity, and for a developing nation like Pakistan, the choice between renewable and non-renewable energy sources is crucial for sustainable economic growth. In recent years, Pakistan has faced significant energy challenges, with rapid urbanization and industrial growth driving up demand. At the same time, the country is under international pressure to reduce its carbon footprint and adopt cleaner energy sources. In this blog post, we will explore how renewable and non-renewable energy consumption affects Pakistan's aggregate output, using robust evidence from the Residual Augmented Least Squares (RALS) cointegration test.

Background: Pakistan’s Energy Landscape

Pakistan’s energy sector has historically been dominated by non-renewable energy sources, primarily fossil fuels such as oil, natural gas, and coal. These energy sources power everything from industrial plants to household electricity needs, but they come at a significant environmental and economic cost. Reliance on imported fossil fuels has contributed to trade deficits and placed a heavy burden on the country’s foreign exchange reserves. Furthermore, the environmental consequences of burning fossil fuels, including air pollution and greenhouse gas emissions, are becoming increasingly untenable.

In contrast, renewable energy, including hydropower, wind, solar, and biomass, offers a cleaner alternative. Hydropower has long been a significant contributor to Pakistan’s energy mix, but other renewables are only recently gaining traction. The government has made commitments to increase the share of renewables in its energy portfolio, with a goal to generate 30% of its electricity from renewable sources by 2030.

Understanding Aggregate Output and Its Drivers

Aggregate output refers to the total production of goods and services within an economy, typically measured as Gross Domestic Product (GDP). In an economy like Pakistan’s, energy plays a fundamental role in driving output. Industrial sectors, agriculture, and services all rely heavily on energy to function efficiently. Thus, the energy mix—how much of the energy consumed comes from renewable versus non-renewable sources—can significantly influence economic growth.

Non-renewable energy sources, while plentiful and currently more reliable, are finite and come with externalities that can hinder long-term growth. For example, fossil fuel consumption contributes to environmental degradation, which can have negative consequences for agriculture, health, and overall productivity. On the other hand, renewable energy offers sustainability and the potential to mitigate these externalities, but it requires significant investment in infrastructure and technology to become reliable at scale.

The RALS Cointegration Test: A Methodological Approach

To understand the relationship between renewable and non-renewable energy consumption and aggregate output in Pakistan, we turn to a robust econometric tool: the RALS cointegration test. The cointegration test helps to determine whether a long-term equilibrium relationship exists between two or more time series variables—in this case, between energy consumption (both renewable and non-renewable) and GDP.

The RALS cointegration test is an advanced form of cointegration analysis that accounts for potential biases and inefficiencies in traditional methods. It allows for more reliable estimates, especially in small sample sizes or when dealing with structural breaks in the data. Given Pakistan’s complex and evolving energy landscape, the RALS approach offers a more nuanced understanding of how energy consumption impacts economic growth.

Key Findings from the Research

Using the RALS cointegration test, recent research has uncovered several critical insights about the role of renewable and non-renewable energy consumption in Pakistan’s economic output.

  1. Positive Impact of Non-Renewable Energy on Output: The research finds that non-renewable energy consumption has a significant positive effect on aggregate output. This is unsurprising given that Pakistan’s economy, particularly its industrial sector, is heavily reliant on fossil fuels. Non-renewable energy has historically powered the bulk of Pakistan’s economic growth, contributing to the expansion of industries like manufacturing and textiles.

  2. Growing Role of Renewable Energy: Although renewable energy currently plays a smaller role in Pakistan’s energy mix, the research shows that its impact on aggregate output is becoming more substantial. As investments in renewable infrastructure—particularly hydropower, wind, and solar—continue to grow, the contribution of renewable energy to economic output is expected to increase. Importantly, the research suggests that over the long term, renewable energy could become a more sustainable driver of growth compared to fossil fuels, especially as technology improves and costs decline.

  3. Long-Term Equilibrium Relationship: The cointegration analysis indicates a long-term equilibrium relationship between both renewable and non-renewable energy consumption and aggregate output. This suggests that changes in energy consumption, whether through shifts in policy, technological advancements, or market dynamics, will have lasting effects on Pakistan’s GDP.

  4. Policy Implications: The findings highlight the importance of a balanced energy policy. While non-renewable energy is still critical for Pakistan’s economic development, the long-term benefits of transitioning to renewable energy cannot be overlooked. Policymakers must focus on creating a stable and conducive environment for renewable energy investments, ensuring that the transition does not disrupt the economic growth that non-renewable energy has supported thus far.

Challenges and Opportunities in Pakistan’s Energy Transition

Despite the promising outlook for renewable energy in Pakistan, significant challenges remain. The infrastructure for renewable energy, particularly for wind and solar power, is still underdeveloped. Moreover, intermittent energy generation from renewables (e.g., solar and wind energy) poses reliability issues that need to be addressed through better grid management and energy storage solutions.

There is also the issue of financing. Developing renewable energy infrastructure requires substantial capital investment, which can be difficult to secure, especially in a country facing economic and political instability. International financial institutions and development partners can play a critical role in helping Pakistan secure the funds needed to scale up renewable energy projects.

On the other hand, the opportunities are enormous. Pakistan is endowed with abundant natural resources that can be harnessed for renewable energy. The country has high solar irradiance levels, strong wind corridors, and significant hydropower potential. Tapping into these resources could not only help Pakistan meet its energy needs but also position the country as a regional leader in clean energy.

Conclusion: Balancing Growth and Sustainability

The relationship between energy consumption and aggregate output in Pakistan highlights the critical role that energy plays in driving economic growth. While non-renewable energy has been the backbone of Pakistan’s economy, the future lies in a sustainable energy mix that includes a growing share of renewables. The RALS cointegration test provides robust evidence that both renewable and non-renewable energy consumption contribute to aggregate output, with renewables offering a cleaner and potentially more sustainable path forward.

Pakistan stands at a crossroads in its energy policy. By continuing to invest in renewable energy infrastructure, the country can ensure long-term economic growth while reducing its dependence on imported fossil fuels and mitigating the environmental consequences of energy consumption. This balanced approach will be key to achieving sustainable development in the years to come.

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