Research Question

Chapter 1: How does the impact of economic complexity on ecological footprint differ between production-based emissions, consumption-based emissions, and load capacity factor across income groups?

Asif Hussain
Created at April 25, 2026

AI Novelty Assessment

8/10

High Novelty

This research question explores a largely uncharted area with significant potential for new discoveries.

Detailed Analysis

Existing studies usually choose one environmental proxy at a time—CO2, ecological footprint, or load capacity factor. A comparative framework that estimates how economic complexity behaves differently across consumption-based emissions, ecological footprint, and load capacity factor, and then compares these effects across income groups, is not yet well covered. The gap is conceptual and empirical, giving this question high novelty.

Related Academic Papers

10 papers found relevant to this research question. Each paper is scored by how closely it relates to the question.

Does economic complexity matter for environmental sustainability? Using ecological footprint as an indicator

Muhammad Zahid Rafique, A. M. Nadeem, Wanjun Xia, Majid Ikram, H. Shoaib, Umer Shahzad (2021)

9/10Relevance
189 citations

Abstract

The current decade has witnessed the rise of empirical research in the domain of ecological footprint which has become a major scholarly area among environmental researchers. However, many key factors determining ecological footprint have been inadequately dealt within the existing body of knowledge. The current research aims to explore the association between economic complexity, human capital, renewable energy generation, urbanization, economic growth, export quality, trade and ecological footprint for the top ten economic complex countries. This study applied panel data estimators, for instance, fully modified ordinary least squares (FMOLS), dynamic ordinary least squares (DOLS) and the system-GMM long-run estimators from 1980 to 2017. The long-run estimates reveal that economic complexity, economic growth, export quality, trade and urbanization increase ecological footprint. Human capital and renewable energy generation help to mitigate ecological footprint. We conclude that investment in more renewable energy generation and its consumption and efficient use of human capital will improve economic complexity, export quality, and environment in developed and developing countries.

Why this paper is relevant

Strong ecological-footprint benchmark, but not designed to compare EF with LCF and CBCO2 simultaneously.

Evaluating the determinants of load capacity factor in Japan: The impact of economic complexity and trade globalization

A. A. Awosusi, T. Adebayo, D. Kırıkkaleli, Husam Rjoub, Mehmet Altuntaş (2023)

9/10Relevance
33 citations

Abstract

Sustainable growth and the reduction of environmental pressures are important priorities that are issues of concern for both developed and developing countries. However, while carbon emissions and ecological footprint are commonly used by researchers in the context of environmental deterioration, a broader and more extensive metric for ecological quality is considered necessary. From this perspective, the load capacity factor provides a more detailed sustainable environment appraisal by simultaneously considering biocapacity and ecological footprint. Limited studies have examined the determinants of load capacity factor (LCAP). This survey attempts to fill the gap, using the case of Japan. Employing the dynamic ARDL approaches, the present research investigates the effect of renewable energy usage, economic growth, economic complexity, financial development, and trade globalization on load capacity factor in Japan for the period between 1980 and 2017. The empirical evidence indicates that economic complexity, economic growth, and financial development adversely impact LCAP, whereas renewable energy usage and trade globalization positively affect LCAP. Hence, we recommend that it is essential for Japan to attain self‐sufficiency in essential goods and minimize its reliance on the rest of the world. Furthermore, policymakers should capitalize on the benefits of trade globalization by adopting additional measures aimed at facilitating trade liberalization.

Why this paper is relevant

Directly relevant because it uses load capacity factor with economic complexity, but it does not jointly compare LCF, EF, and CBCO2 across income groups.

8/10Relevance
75 citations

Why this paper is relevant

Explores complexity versus ecological footprint in ASEAN, but remains single-metric.

8/10Relevance
15 citations

Abstract

Although many studies have been conducted on the role of renewable energy in the environment, literature has ignored the potential role of socioeconomic indicators in renewable energy and pollution nexus. Also, critical questions arose with the critical factors, such as income inequality and economic complexity, have not been answered properly. This study explores the nexus between income inequality, economic complexity, renewable energy consumption, GDP per capita, and pollution and thus aims to reach efficient policy strategies by revealing empirical evidence. The study follows an environmental impact model structure and conducts the panel-corrected standard errors and fixed effect regression. BRICS countries (Brazil, Russia, India, China, and South Africa) are selected to conduct our research. Annual data covering the period 1990–2017 for the sample countries are employed. Consumption-based carbon dioxide emissions as an indicator of environmental pollution are used since income inequality makes more sense in terms of the consumption side of an economy and is more related to consumers rather than the production sector. The obtained results reveal that income inequality has a positive and significant impact on consumption-based carbon dioxide emissions. However, GDP per capita, renewable energy, and economic complexity reduce pollution. It is also observed that the interaction term of inequality and renewable energy decreases emissions. Findings confirm that socioeconomic indicators, such as economic complexity and income inequality with the interaction of renewable energy, are crucial factors in reducing emissions and designing a greener future.

Why this paper is relevant

Covers consumption-based carbon emissions, but not comparative analysis against ecological footprint and load capacity factor.

8/10Relevance
19 citations

Why this paper is relevant

Tests load capacity factors and complexity in G20 countries, but not against ecological footprint and consumption-based emissions in one framework.

8/10Relevance
3 citations

Why this paper is relevant

Important spatial LCF evidence for the EU; still single-metric and region-specific.

8/10Relevance
110 citations

Abstract

The paper introduces economic complexity as an explanatory variable of ecological footprint change, along with income per capita and fossil fuel energy consumption. The link between the ecological footprint and economic complexity is explored within a panel of 48 complex economies over the period 1995–2014. The panel analysis is based on the annual data series of the economic complexity index (ECI), fossil fuel energy consumption, income per capita, and the ecological footprint of production. The econometrical analysis, based on second-generation unit root tests, cointegration testing, and estimation of fully modified ordinary square (FMOLS) and dynamic ordinary least square (DOLS) models in a heterogeneous panel of countries, revealed a validated positive long-run association between the ecological footprint of production as dependent variable and the economic complexity index, gross domestic product per capita, and fossil fuel energy consumption. The paper sheds light on the critical situation of environmental sustainability, taking into consideration that 75% of countries under examination are in ecological deficit.

Why this paper is relevant

Classic ecological-footprint complexity study for highly complex economies; does not integrate LCF and CBCO2.

Economic Complexity and Environmental Performance: Evidence from a World Sample

Eirini Boleti, Antonios Garas, Alexandra Kyriakou, Athanasios Lapatinas (2021)

7/10Relevance
205 citations

Abstract

<jats:title>Abstract</jats:title><jats:p>In this paper, we analyze the relationship between economic complexity and environmental performance using annual data on 88 developed and developing countries for the period of 2002–2012. We use the Economic Complexity Index, which links a country’s productive structure with the amount of knowledge and know-how embodied in the goods it produces, and the Environmental Performance Index as a measure of environmental performance. We show that moving to higher levels of economic complexity leads to better overall environmental performance, which means that sophistication of exported products does not induce environmental degradation. Nevertheless, we find that the effect of economic complexity on air quality is negative, i.e., exposure to PM2.5, CO<jats:inline-formula><jats:alternatives><jats:tex-math>$$_2$$</jats:tex-math><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:msub> <mml:mrow/> <mml:mn>2</mml:mn> </mml:msub> </mml:math></jats:alternatives></jats:inline-formula>, methane and nitrous oxide emissions increases, and these findings are robust across alternative econometric specifications.</jats:p>

Why this paper is relevant

Uses environmental performance broadly rather than a three-metric design.

7/10Relevance
3 citations

Why this paper is relevant

Relevant for CBCO2 but country-specific and not a multi-indicator sustainability design.

7/10Relevance
104 citations

Why this paper is relevant

Combines carbon emissions and ecological footprint but still omits load capacity factor and consumption-based heterogeneity by income group.

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