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Digitalization and carbon footprint: Building a path to a sustainable economic growth

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  • Škare, Marinko
  • Gavurova, Beata
  • Porada-Rochon, Malgorzata

Abstract

Digitalization is a primary driver of sustainable development. We investigate the impact of digitalization on the carbon footprints of the (national) government sector, households, enterprises, non-governmental organizations, and imported carbon footprints. We use panel data analysis to study the link between digitalization and sustainable economic growth by monitoring digital carbon footprint patterns. Our study results show that digitalization has a positive and statistically significant impact on sustainability development measured by the sustainable development goals (SDG). Furthermore, our results support the hypothesis that advancing total factor productivity, referring to green total factor productivity, is critical for meeting SDGs. Notably, we determine that the ecological footprint across sectors and countries is diverging, or at best, slowly converging at a pace that is not even close to that required to meet the 2030 SDGs. Therefore, policymakers and practitioners must strategically revise sustainability policies to ensure industrial and economic transition and adaptability to climate change and advance economic green growth and sustainable development.

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  • Škare, Marinko & Gavurova, Beata & Porada-Rochon, Malgorzata, 2024. "Digitalization and carbon footprint: Building a path to a sustainable economic growth," Technological Forecasting and Social Change, Elsevier, vol. 199(C).
  • Handle: RePEc:eee:tefoso:v:199:y:2024:i:c:s0040162523007308
    DOI: 10.1016/j.techfore.2023.123045
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    as
    1. Santos, João & Borges, Afonso S. & Domingos, Tiago, 2021. "Exploring the links between total factor productivity and energy efficiency: Portugal, 1960–2014," Energy Economics, Elsevier, vol. 101(C).
    2. Gupta, Dipti & Ghersi, Frédéric & Vishwanathan, Saritha S. & Garg, Amit, 2019. "Achieving sustainable development in India along low carbon pathways: Macroeconomic assessment," World Development, Elsevier, vol. 123(C), pages 1-1.
    3. Al-mulali, Usama & Binti Che Sab, Che Normee, 2012. "The impact of energy consumption and CO2 emission on the economic and financial development in 19 selected countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(7), pages 4365-4369.
    4. Ângelo Barroso & Cristina Chaves & Francisco Vitorino Martins & Manuel Castelo Branco, 2016. "On the possibility of sustainable development with less economic growth: a research note," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 18(5), pages 1399-1414, October.
    5. Wei Zhang & Siqi Zhao & Xiaoyu Wan & Yuan Yao, 2021. "Study on the effect of digital economy on high-quality economic development in China," PLOS ONE, Public Library of Science, vol. 16(9), pages 1-27, September.
    6. Oryani, Bahareh & Koo, Yoonmo & Rezania, Shahabaldin & Shafiee, Afsaneh, 2021. "Barriers to renewable energy technologies penetration: Perspective in Iran," Renewable Energy, Elsevier, vol. 174(C), pages 971-983.
    7. Keen, Steve & Ayres, Robert U. & Standish, Russell, 2019. "A Note on the Role of Energy in Production," Ecological Economics, Elsevier, vol. 157(C), pages 40-46.
    8. Bai, Caiquan & Du, Kerui & Yu, Ying & Feng, Chen, 2019. "Understanding the trend of total factor carbon productivity in the world: Insights from convergence analysis," Energy Economics, Elsevier, vol. 81(C), pages 698-708.
    9. Kerstin Fritzsche & Silke Niehoff & Grischa Beier, 2018. "Industry 4.0 and Climate Change—Exploring the Science-Policy Gap," Sustainability, MDPI, vol. 10(12), pages 1-17, November.
    10. Zaheer Allam & David Jones, 2021. "Future (post-COVID) digital, smart and sustainable cities in the wake of 6G: Digital twins, immersive realities and new urban economies," Post-Print hal-03477845, HAL.
    11. Zhenci Xu & Yingjie Li & Sophia N. Chau & Thomas Dietz & Canbing Li & Luwen Wan & Jindong Zhang & Liwei Zhang & Yunkai Li & Min Gon Chung & Jianguo Liu, 2020. "Impacts of international trade on global sustainable development," Nature Sustainability, Nature, vol. 3(11), pages 964-971, November.
    12. Aurelija Burinskienė & Milena Seržantė, 2022. "Digitalisation as the Indicator of the Evidence of Sustainability in the European Union," Sustainability, MDPI, vol. 14(14), pages 1-20, July.
    13. Gabriela Viale Pereira & Elsa Estevez & Diego Cardona & Carlos Chesñevar & Pablo Collazzo-Yelpo & Maria Alexandra Cunha & Eduardo Henrique Diniz & Alex Antonio Ferraresi & Frida Marina Fischer & Flúvi, 2020. "South American Expert Roundtable: Increasing Adaptive Governance Capacity for Coping with Unintended Side Effects of Digital Transformation," Sustainability, MDPI, vol. 12(2), pages 1-47, January.
    14. Rishan Adha & Cheng-Yih Hong & Somya Agrawal & Li-Hua Li, 2023. "ICT, carbon emissions, climate change, and energy demand nexus: The potential benefit of digitalization in Taiwan," Energy & Environment, , vol. 34(5), pages 1619-1638, August.
    15. Xiaoyan Li & Jia Liu & Peijie Ni, 2021. "The Impact of the Digital Economy on CO 2 Emissions: A Theoretical and Empirical Analysis," Sustainability, MDPI, vol. 13(13), pages 1-15, June.
    16. Sorrell, Steve, 2009. "Jevons' Paradox revisited: The evidence for backfire from improved energy efficiency," Energy Policy, Elsevier, vol. 37(4), pages 1456-1469, April.
    17. Chad Syverson, 2017. "Challenges to Mismeasurement Explanations for the US Productivity Slowdown," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 165-186, Spring.
    18. Lucas Chancel, 2022. "Global carbon inequality over 1990–2019," Post-Print halshs-04157767, HAL.
    19. Joungyoon Chun & Choong-Ki Kim & Wanmo Kang & Hyemin Park & Gieun Kim & Woo-Kyun Lee, 2019. "Sustainable Management of Carbon Sequestration Service in Areas with High Development Pressure: Considering Land Use Changes and Carbon Costs," Sustainability, MDPI, vol. 11(18), pages 1-20, September.
    20. Florian Egli & Bjarne Steffen & Tobias S. Schmidt, 2019. "Learning in the financial sector is essential for reducing renewable energy costs," Nature Energy, Nature, vol. 4(10), pages 835-836, October.
    21. Jens Malmodin & Dag Lundén, 2018. "The Energy and Carbon Footprint of the Global ICT and E&M Sectors 2010–2015," Sustainability, MDPI, vol. 10(9), pages 1-31, August.
    22. Simona Rasciute & Paul Downward & William H Greene, 2017. "Do Relational Goods Raise Well-Being? An Econometric Analysis," Eastern Economic Journal, Palgrave Macmillan;Eastern Economic Association, vol. 43(4), pages 563-579, September.
    23. Congqi Wang & Rui Zhang & Haslindar Ibrahim & Pengzhen Liu, 2023. "Can the Digital Economy Enable Carbon Emission Reduction: Analysis of Mechanisms and China’s Experience," Sustainability, MDPI, vol. 15(13), pages 1-20, June.
    24. Chiaramonti, David & Maniatis, Kyriakos, 2020. "Security of supply, strategic storage and Covid19: Which lessons learnt for renewable and recycled carbon fuels, and their future role in decarbonizing transport?," Applied Energy, Elsevier, vol. 271(C).
    25. Solomon, Edna Maeyen & van Klyton, Aaron, 2020. "The impact of digital technology usage on economic growth in Africa," Utilities Policy, Elsevier, vol. 67(C).
    26. Sachs,Jeffrey D. & Kroll,Christian & Lafortune,Guillame & Fuller,Grayson & Woelm,Finn, 2022. "Sustainable Development Report 2022," Cambridge Books, Cambridge University Press, number 9781009210089, January.
    27. Yi, Ming & Liu, Yafen & Sheng, Mingyue Selena & Wen, Le, 2022. "Effects of digital economy on carbon emission reduction: New evidence from China," Energy Policy, Elsevier, vol. 171(C).
    28. Wang, Jianda & Dong, Kangyin & Dong, Xiucheng & Taghizadeh-Hesary, Farhad, 2022. "Assessing the digital economy and its carbon-mitigation effects: The case of China," Energy Economics, Elsevier, vol. 113(C).
    29. Lucas Chancel, 2022. "Global carbon inequality over 1990–2019," PSE-Ecole d'économie de Paris (Postprint) halshs-04157767, HAL.
    30. Bahram Adrangi & Lauren Kerr, 2022. "Sustainable Development Indicators and Their Relationship to GDP: Evidence from Emerging Economies," Sustainability, MDPI, vol. 14(2), pages 1-13, January.
    31. Song, Malin & Peng, Licheng & Shang, Yuping & Zhao, Xin, 2022. "Green technology progress and total factor productivity of resource-based enterprises: A perspective of technical compensation of environmental regulation," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    32. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    33. Xu, Li & Tan, Junlan, 2020. "Financial development, industrial structure and natural resource utilization efficiency in China," Resources Policy, Elsevier, vol. 66(C).
    34. Gedion Onyango & Japheth Otieno Ondiek, 2021. "Digitalization and Integration of Sustainable Development Goals (SGDs) in Public Organizations in Kenya," Public Organization Review, Springer, vol. 21(3), pages 511-526, September.
    35. Ufua, Daniel E. & Emielu, Emmanuel T. & Olujobi, Olusola J. & Lakhani, Faraz & Borishade, Taiye T. & Ibidunni, Ayodotun S. & Osabuohien, Evans S., 2021. "Digital transformation: a conceptual framing for attaining Sustainable Development Goals 4 and 9 in Nigeria," Journal of Management & Organization, Cambridge University Press, vol. 27(5), pages 836-849, September.
    36. Dogan, Eyup & Seker, Fahri, 2016. "The influence of real output, renewable and non-renewable energy, trade and financial development on carbon emissions in the top renewable energy countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 1074-1085.
    37. Tang, Chang & Irfan, Muhammad & Razzaq, Asif & Dagar, Vishal, 2022. "Natural resources and financial development: Role of business regulations in testing the resource-curse hypothesis in ASEAN countries," Resources Policy, Elsevier, vol. 76(C).
    38. Bahareh Nikmehr & M. Reza Hosseini & Igor Martek & Edmundas Kazimieras Zavadskas & Jurgita Antucheviciene, 2021. "Digitalization as a Strategic Means of Achieving Sustainable Efficiencies in Construction Management: A Critical Review," Sustainability, MDPI, vol. 13(9), pages 1-12, April.
    39. Wang, Xinyue & Wang, Qing, 2021. "Research on the impact of green finance on the upgrading of China's regional industrial structure from the perspective of sustainable development," Resources Policy, Elsevier, vol. 74(C).
    40. Sperling, Daniel & Yeh, Sonia, 2010. "Toward a global low carbon fuel standard," Transport Policy, Elsevier, vol. 17(1), pages 47-49, January.
    41. Lucas Chancel, 2022. "Global carbon inequality over 1990–2019," Nature Sustainability, Nature, vol. 5(11), pages 931-938, November.
    42. Altanshagai Batmunkh, 2022. "Carbon Footprint of The Most Popular Social Media Platforms," Sustainability, MDPI, vol. 14(4), pages 1-10, February.
    43. Chuanyu Zhao & Zhongquan Liu & Xianfeng Yan, 2023. "Does the Digital Economy Increase Green TFP in Cities?," IJERPH, MDPI, vol. 20(2), pages 1-22, January.
    44. Raymond Saner & Lichia Yiu & Melanie Nguyen, 2020. "Monitoring the SDGs: Digital and social technologies to ensure citizen participation, inclusiveness and transparency," Development Policy Review, Overseas Development Institute, vol. 38(4), pages 483-500, July.
    45. Daniel Francisco Pais & Tiago Lopes Afonso & Ant nio Cardoso Marques & Jos A Fuinhas, 2019. "Are Economic Growth and Sustainable Development Converging? Evidence from the Comparable Genuine Progress Indicator for Organisation for Economic Co-operation and Development Countries," International Journal of Energy Economics and Policy, Econjournals, vol. 9(4), pages 202-213.
    46. Emilia Herman, 2022. "The Interplay between Digital Entrepreneurship and Sustainable Development in the Context of the EU Digital Economy: A Multivariate Analysis," Mathematics, MDPI, vol. 10(10), pages 1-28, May.
    47. Wu, Haitao & Hao, Yu & Ren, Siyu & Yang, Xiaodong & Xie, Guo, 2021. "Does internet development improve green total factor energy efficiency? Evidence from China," Energy Policy, Elsevier, vol. 153(C).
    48. Karol Kempa & Ulf Moslener & Oliver Schenker, 2021. "The cost of debt of renewable and non-renewable energy firms," Nature Energy, Nature, vol. 6(2), pages 135-142, February.
    49. Qi Feng & J. George Shanthikumar, 2018. "How Research in Production and Operations Management May Evolve in the Era of Big Data," Production and Operations Management, Production and Operations Management Society, vol. 27(9), pages 1670-1684, September.
    50. Tilman Santarius & Johanna Pohl & Steffen Lange, 2020. "Digitalization and the Decoupling Debate: Can ICT Help to Reduce Environmental Impacts While the Economy Keeps Growing?," Sustainability, MDPI, vol. 12(18), pages 1-20, September.
    51. Lange, Steffen & Pohl, Johanna & Santarius, Tilman, 2020. "Digitalization and energy consumption. Does ICT reduce energy demand?," Ecological Economics, Elsevier, vol. 176(C).
    52. Qiang Ma & Zeeshan Khan & Muhammad Tariq & Hayriye IŞik & Husam Rjoub, 2022. "Sustainable digital economy and trade adjusted carbon emissions: Evidence from China’s provincial data," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 35(1), pages 5469-5485, December.
    53. Kerong Zhang & Liangyu Jiang & Yanzhi Jin & Wuyi Liu, 2022. "The Carbon Emission Characteristics and Reduction Potential in Developing Areas: Case Study from Anhui Province, China," IJERPH, MDPI, vol. 19(24), pages 1-28, December.
    54. Allam, Zaheer & Jones, David S., 2021. "Future (post-COVID) digital, smart and sustainable cities in the wake of 6G: Digital twins, immersive realities and new urban economies," Land Use Policy, Elsevier, vol. 101(C).
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