Djula Borozan’s research while affiliated with University of Osijek and other places

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Publications (51)


Figure 1. Conceptual framework.
Figure 2. Sustainability reporting and performance levels for energy companies. Note: 4 = very low; 3 = low; 2 = medium; 1 = high (efficient in DEA terms). Average for 2016-2019 is shown.
Average sustainability reporting scores.
Sustainability reporting index scores based on AHP method.
Sustainability reporting index scores based on DEA method.

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Assessing the Sustainability Reporting Transparency and Engagement of European Energy Companies
  • Article
  • Full-text available

October 2024

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57 Reads

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2 Citations

Ana Zrnic

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Dubravka Pekanov

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Djula Borozan

Energy companies are facing increasing pressure from institutional and industry stakeholders to prioritize their responsibility to the environment and society, including providing accurate, reliable, and comprehensive reports on their sustainability practices. Three metrics were developed in this study: the average sustainability reporting score and two sustainability performance reporting indices based on two different performance measurement methodologies. These were designed to assess the effect of mandatory non-financial disclosure on sustainability reporting and the level of transparency and engagement of energy companies. The study also examined the relationship between the level of sustainability reporting and sustainability performance in the period of 2016–2019 by correlating these metrics. The analysis sheds light on the effectiveness of non-financial disclosure regulations in promoting sustainability practices in the energy industry. The results revealed no difference in metric scores prior to, or even following, the adoption of Directive 2014/95/EU. Energy companies performed better in terms of sustainability when more indicators were reported. Their primary focus was on the economic aspect of sustainability, particularly corruption. They gave less importance to the environmental aspect, mainly reporting on emissions. The social aspect received the least attention, although indicators for employee education and training were mentioned most frequently. The analysis showed that the metrics are statistically significantly correlated and complement each other, highlighting the need to consider a variety of metrics when assessing sustainability performance in the energy industry.

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Evolution of European efficiency performance
The development of the Malmquist productivity index scores
Revealing environmentally adjusted efficiency and productivity differential effects in European Union countries

September 2024

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22 Reads

Environment Development and Sustainability

In response to the global demand for robust yet environmentally sensitive economic growth, this paper assesses environmentally adjusted technical efficiency and productivity for European Union (EU) countries from 2000 to 2018. It sets efficiency and productivity in a multivariate framework and compares them across the EU and between advanced (EU-17) and post-transition (EU-11) countries, distinguishing between the periods marked by expansion (2000–2006) and turbulence and crises (2007–2018). Based on data envelopment analysis and the Malmquist productivity index, the results confirm the difference in efficiency between the EU-17 and the EU-11, which is in favor of the former. Although all technically inefficient countries have higher environmentally adjusted efficiency than the non-adjusted ones, the catching-up effect is observed only within the EU-17. A favorable trend in environmentally adjusted productivity is detected over time for both groups, primarily due to the innovation effect. In contrast, managerial and organizational practices failed to keep pace with changes in economic conditions and technology. The results also signal a countercyclical nature of productivity and show that while adopting renewable energy is essential for sustainability, an increasing share of this type of energy is an important but not a sufficient condition for achieving optimal technical efficiency.




Climate policy uncertainty and firm‐level carbon dioxide emissions: Assessing the impact in the U.S. market

May 2024

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40 Reads

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5 Citations

Business Strategy and the Environment

This paper examines the impact of climate policy uncertainty (CPU) on carbon dioxide (CO 2 ) emissions of 1007 listed firms over 2003–2021. As the urgency to combat climate change and implement effective policies may create uncertainty, it focuses on the Unites States, a significant emitter with a complex policy landscape. Using the two‐step system generalized method of moments estimation, the analysis reveals a negative CPU–CO 2 emissions relationship, indicating that increased CPU incentivizes firms to adopt sustainable practices, leading to emissions reductions. Capital expenditures have similar effects on emissions, accompanied by increased corporate sustainability engagement. However, no significant relationship is found between research and development (R&D) expenditure and CO 2 emissions, nor does CPU significantly moderate the R&D–CO 2 emissions nexus. Firms with substantial fixed assets exhibit higher CO 2 emissions, while heavy emitters demonstrate limited CPU responsiveness. These findings provide valuable insights for policymakers encouraging corporate participation in emissions reduction efforts.



Figure 1. Conceptual underpinning of the TPB and NAM on low carbon behavior.
Relevant research on clustering of the population according to low-carbon behaviors.
Demographic and sociopsychological characteristics of respondents between clusters.
fsQCA results for each cluster and the whole sample.
Unpacking Psychological Antecedents of Low-Carbon Behavior: What Differentiates Champions, Skeptics, Talkers and Walkers across Young Adults?

November 2023

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28 Reads

This study explores low-carbon behavior (LCB), considering a number of psychological predictors deemed important according to the theory of planned behavior and the norm-activation model. Four distinct clusters were identified by conducting a cluster analysis of data collected from an online survey of young people in Croatia in 2022, revealing both consistent and inconsistent patterns of LCB. The study highlights the complexity of factors influencing LCB and utilizes a fuzzy-set qualitative comparative analysis to identify specific configurations of psychological variables that contribute to high and not-high levels of LCB within each cluster. The results validate the significance of established psychological determinants in explaining variations in low-carbon intentions and behaviors among young people, challenging the assumption of intention as the single best determinant of LCB and underscoring the presence of multiple causal complexities and equifinalities. Furthermore, the study demonstrates the asymmetric effects of different psychological conditions on high and not-high levels of LCB, suggesting that consistent and inconsistent LCBs cannot simply be viewed as opposite poles of the same continuum and that a variety of pathways can be explored to enhance carbon reduction activities.


Evolution of REN, CO2 emissions, and CPU in the period from January 2000 to October 2021.
Cumulative sum test for parameter stability. Note This figure demonstrates the acceptance of the null hypothesis of parameter stability through the utilization of the CUSUM of OLS residuals
Does uncertainty in climate policy play a role in shaping renewable energy use? Evidence from the USA

October 2023

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55 Reads

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5 Citations

Environment Development and Sustainability

Climate policy uncertainty (CPU) has gained prominence in renewable energy research, yet its determinative role remains largely overlooked. This study intends to bridge this gap by exploring whether CPU in the USA affects renewable energy consumption (REN), with a focus on the period 2000–2021. Employing the “Bayesian model averaging approach,” it first identifies the key drivers of REN, accounting for competing theories and empirical evidence. The findings underline not only the importance of economic activity, population, and research and development as factors influencing REN, but also the role of CPU. The “autoregressive distributed lag bounds testing approach” is then used to assess their short- and long-run impacts on REN. The results show that CPU negatively impacts REN, and this impact is even more pronounced in the long run. Consequently, the transition to renewable energy as a climate solution faces challenges due to climate change sensitivity and unclear energy policy. The negative effect is also observed in gross domestic product, industrial production, and oil prices, reflecting the fact that the US economy requires a large, stable, and controllable amount of energy currently unmet by renewables. Encouragingly, intensified international trade and research and development activities foster competitiveness and technological progress in REN. The key implication is that policymakers must prioritize stable climate policies to stimulate sustainable investments in renewable energy. Graphical abstract


Students’ Environmental Awareness and Low-Carbon Behavior: Exploring the Differences

March 2023

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15 Reads

Young people are generally well aware of the importance of transitioning to a low-carbon economy. However, there is a significant gap between awareness of the importance of a low-carbon transition and actual behavior. The main aim of this paper is to explore the relationship between these two dimensions and, accordingly, using the k-means cluster method, create a typology of young people, Croatian university students. In addition, the paper is focused on examining the association between cluster membership and selected demographic variables. The application of the cluster method on the data collected by a survey in 2021 resulted in three significantly different, stable, and meaningful clusters. They differ in the extent to which respondents are aware of the importance of a low-carbon economy and the extent to which they engage in low-carbon behavior. The first cluster includes about 5% of respondents who are quite skeptical but often engaged in low-carbon activities. The second cluster includes trusting respondents who sometimes engage in low-carbon activities. This cluster consists of about 68% of respondents. The last cluster includes skeptical respondents who are mostly opposed (rarely active) to low-carbon behavior. The non-parametric chi-square tests suggest that, unlike the selected demographic variables (e.g., gender, financial situation, previously completed study program, field of education, or household size), there is not enough evidence to confirm the existence of the association between rural/urban living environment and cluster membership.KeywordsEnvironmental awarenessLow-carbon behaviork-means cluster analysisCroatian university students


Factors Influencing Personal Carbon Footprint of the Croatian University Students

November 2022

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53 Reads

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1 Citation

Given the underrepresentation of the information on the size and composition of personal carbon footprints, this paper explores the relationship between the students’ socio-demographic characteristics such as education, gender, age, and place of residence or income level related to their carbon footprint. In addition, the paper also addresses the effect of barriers and incentives to reduce carbon footprints. The analysis is based on a convenient sample using data collected through a self-administered online questionnaire completed by 182 students from Josip Juraj Strossmayer University of Osijek, Croatia, in 2021. The results of the multiple linear regression method, which was applied to assess the influence of explanatory variables, show a significant effect of disposable income and a place of residence on the students’ carbon footprints. In addition, among various examined barriers and internal incentives aimed at low-carbon behaviour, the lack of knowledge and financial savings has a favourable effect on personal carbon footprints. The study contributes to empirical evidence on the personal or system-level hotspots that influence carbon footprint reduction in the context of higher education. Consequently, raising students’ carbon footprint awareness can have a multiplicative effect on carbon emissions in the future.


Citations (35)


... Our results provide insight into the ethical dimensions embedded within TBL research. Fields such as corporate governance, environmental management, and social responsibility reveal how TBL is utilized to foster ethical accountability [56,57], transparency [57,58], and social impact across sectors [59][60][61]. Thematic analyses reveal that while early studies focused primarily on general applications, recent research emphasizes sector-specific ethical challenges, including fair labor practices in supply chains, environmental justice in manufacturing, and equitable resource distribution in public sector policies. ...

Reference:

Triple Bottom Line in Sustainable Development: A Comprehensive Bibliometric Analysis
Assessing the Sustainability Reporting Transparency and Engagement of European Energy Companies

... Firstly, compared with existing studies (Syed et al., 2023;Borozan and Pirgaip, 2024;Zhang and Ge, 2024), we focus on the nonlinear relationship between climate policy uncertainty and corporate green investment. Taking the perspective of macropolicy changes' impacts on corporate micro-behavior, this paper contributes the literature on climate policy uncertainty, as well as provides a new perspective for the study of corporate green investment. ...

Climate policy uncertainty and firm‐level carbon dioxide emissions: Assessing the impact in the U.S. market
  • Citing Article
  • May 2024

Business Strategy and the Environment

... While there are also various studies on CO 2 emissions as a polluting output of fossil fuel use Borozan, 2024;Riti et al., 2022), research on total energy consumption and the consumption of individual fossil fuels, which we focus on, is scarce. In terms of these dependent variables, the studies of Zhao et al. (2021), A. and Yasmeen and Shah (2024) are closest to our analysis. ...

Do geopolitical and energy security risks influence carbon dioxide emissions? Empirical evidence from European Union countries
  • Citing Article
  • February 2024

Journal of Cleaner Production

... Guesmi et al. (2023) performed a factor augmented vector autoregression from 2000 to 2022 and noted that CLPU increases renewable energy consumption. Borozan and Pirgaip (2023) performed ARDL and noted that CLPU decreases renewable energy consumption from 2000m1 to 2021m10. Hashmi et al. (2023) used the Fourier ARDL approach and reported that CLPU upsurges carbon emissions. ...

Does uncertainty in climate policy play a role in shaping renewable energy use? Evidence from the USA

Environment Development and Sustainability

... The reality found points to future research with the potential to inform public policies, sustainable business practices and individual behavior (e.g., sustainable tourism). With the exceltion of the studies by Pfeifer and Borozan (2022), which employed a quantitative approach, and Jack et al. (2023), which utilized a quantitative-qualitative approach, all the other articles analyzed are qualitative in nature. While qualitative studies are valuable for gaining a nuanced understanding of footprint-related phenomena, it is crucial to acknowledge the significance of methodological diversification. ...

Factors Influencing Personal Carbon Footprint of the Croatian University Students
  • Citing Chapter
  • November 2022

... Against this backdrop, (Ahmed, Zafar et al. 2020, Hoa, Xuan et al. 2024 found that per capita renewable energy consumption in G7 economies is on the rise. Also, (Borozan 2022, Borozan, Bayar et al. 2023 found that the Group of Seven economies have already passed the peak of their inverted Ushaped emissions curve. Their research showed that GDP and renewable energy consumption are linked in the G7 economies over a long period. ...

Do stringent environmental and business regulations, and uncertainty matter for foreign direct investment inflows? Evidence from G7 and BRICS economies

Economic Research-Ekonomska Istraživanja

... Desde el primer decenio del siglo XXI, la noción denominada Economía basada en conocimiento ostenta una postura medular en la agenda pública al señalar la necesidad de modificar la concepción de función de producción ortodoxa cimentada en la acumulación de capital y fuerza de trabajo, por una visión fundamentada en los saberes de los individuos donde la experiencia individual y el aprendizaje colectivo poseen la capacidad de transformar ideas en innovación y cambio tecnológico que al mismo tiempo, determinan la capacidad de los países hacia la conformación de ambientes propicios para el crecimiento económico, la economía digital y la ciencia de datos (Borozan, 2022;Choong y Leung, 2022;Muzam, 2023). ...

Institutions and Environmentally Adjusted Efficiency

Journal of the Knowledge Economy

... The theory of EKC initially revealed an inverted Ushaped link between economic expansion and income inequality, was later adapted to the link between economic growth (GDP) and environmental deterioration by [6,7]. Recently, the impact of economic policy uncertainty and energy intensity on economic growth as well as the environment have been the subject of various studies within the framework of the EKC hypothesis [8][9][10][11][12][13]. Researchers have become interested in environmental problems due to increasing concerns about economic policy uncertainty, which is assumed to influence some economic metrics, including GDP. ...

The asymmetric effect of economic policy uncertainty on energy consumption

Energy Efficiency

... The 1973 oil crisis negatively affected the global economy, showing that a nation's macroeconomic performance is highly susceptible to oil market fluctuations. Recent studies have underscored the substantial impact of oil prices on macroeconomic performance, indicating that oil market volatility affects macroeconomic and financial variables through shocks in supply, demand, and risk (Alsamara and Mrabet 2023;Borozan et al. 2022;Moghaddam 2023). Moreover, many empirical studies confirm that the results of macroeconomic and financial indicators may differ depending on whether countries export or import oil (Sadeghi and Roudari 2022;Chatziantoniou et al. 2023;Zhu et al. 2023;Ziadat et al. 2024). ...

Asymmetric and nonlinear oil price pass-through to economic growth in Croatia: Do oil-related policy shocks matter?
  • Citing Article
  • June 2022

Resources Policy

... Hence, in recent years, the energy sector has witnessed a growing demand for renewable energy sources and diversification of energy supply, alongside ongoing technological advancements [2]. The viability of this transition is attributed to technological progress, which has enhanced the efficiency and cost-effectiveness of renewable energy sources. ...

Analysing the Pattern of Productivity Change in the European Energy Industry