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People-centric Emission Reduction in Buildings: A Data-driven and Network Topology-based Investigation

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Listed:
  • Debnath, R.
  • Bardhan, R.
  • Mohaddes, K.
  • Shah, D. U.
  • Ramage, M. H.
  • Alvarez, R. M.

Abstract

There is a growing consensus among policymakers that we need a human-centric low-carbon transition. There are few studies on how to do it effectively, especially in the context of emissions reduction in the building sector. It is critical to investigate public sentiment and attitudes towards this aspect of climate action, as the building and construction sector accounts for 40% of global carbon emissions. Our methodology involves a multi-method approach, using a data-driven exploration of public sentiment using 256,717 tweets containing #emission and #building between 2009 - 2021. Using graph theory-led metrics, a network topology-based investigation of hashtag co-occurrences was used to extract highly influential hashtags. Our results show that public sentiment is reactive to global climate policy events. Between 2009-2012, #greenbuilding, #emissions were highly influential, shaping the public discourse towards climate action. In 2013-2016, #lowcarbon, #construction and #energyefficiency had high centrality scores, which were replaced by hashtags like #climatetec, #netzero, #climateaction, #circulareconomy, and #masstimber, #climatejustice in 2017-2021. Results suggest that the current building emission reduction context emphasises the social and environmental justice dimensions, which is pivotal to an effective people-centric policymaking.

Suggested Citation

  • Debnath, R. & Bardhan, R. & Mohaddes, K. & Shah, D. U. & Ramage, M. H. & Alvarez, R. M., 2022. "People-centric Emission Reduction in Buildings: A Data-driven and Network Topology-based Investigation," Cambridge Working Papers in Economics 2202, Faculty of Economics, University of Cambridge.
  • Handle: RePEc:cam:camdae:2202
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    1. Feinerer, Ingo & Hornik, Kurt & Meyer, David, 2008. "Text Mining Infrastructure in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 25(i05).
    2. Warren Pearce & Sabine Niederer & Suay Melisa Özkula & Natalia Sánchez Querubín, 2019. "The social media life of climate change: Platforms, publics, and future imaginaries," Wiley Interdisciplinary Reviews: Climate Change, John Wiley & Sons, vol. 10(2), March.
    3. Duncan J. Watts & Steven H. Strogatz, 1998. "Collective dynamics of ‘small-world’ networks," Nature, Nature, vol. 393(6684), pages 440-442, June.
    4. Anonymous, 2014. "Notes from the Editors," American Political Science Review, Cambridge University Press, vol. 108(4), pages 1-1, November.
    5. Schwanen, Tim & Banister, David & Anable, Jillian, 2012. "Rethinking habits and their role in behaviour change: the case of low-carbon mobility," Journal of Transport Geography, Elsevier, vol. 24(C), pages 522-532.
    6. Wei, Yigang & Gong, Ping & Zhang, Jianhong & Wang, Li, 2021. "Exploring public opinions on climate change policy in "Big Data Era"—A case study of the European Union Emission Trading System (EU-ETS) based on Twitter," Energy Policy, Elsevier, vol. 158(C).
    7. Dirk Helbing, 2013. "Globally networked risks and how to respond," Nature, Nature, vol. 497(7447), pages 51-59, May.
    8. Anonymous, 2014. "Notes from the Editors," American Political Science Review, Cambridge University Press, vol. 108(3), pages 1-1, August.
    9. Karen Turner & Antonios Katris & Julia Race, 2020. "The need for a Net Zero Principles Framework to support public policy at local, regional and national levels," Local Economy, London South Bank University, vol. 35(7), pages 627-634, November.
    10. S. Nazrul Islam & John Winkel, 2017. "Climate Change and Social Inequality," Working Papers 152, United Nations, Department of Economics and Social Affairs.
    11. Alex de Sherbinin & Anamaria Bukvic & Guillaume Rohat & Melanie Gall & Brent McCusker & Benjamin Preston & Alex Apotsos & Carolyn Fish & Stefan Kienberger & Park Muhonda & Olga Wilhelmi & Denis Machar, 2019. "Climate vulnerability mapping: A systematic review and future prospects," Wiley Interdisciplinary Reviews: Climate Change, John Wiley & Sons, vol. 10(5), September.
    12. Debnath, Ramit & Bardhan, Ronita & Reiner, David M. & Miller, J.R., 2021. "Political, economic, social, technological, legal and environmental dimensions of electric vehicle adoption in the United States: A social-media interaction analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 152(C).
    13. Anonymous, 2014. "Notes from the Editors," American Political Science Review, Cambridge University Press, vol. 108(2), pages 1-1, May.
    14. Benjamin K. Sovacool & Mari Martiskainen & Andrew Hook & Lucy Baker, 2019. "Decarbonization and its discontents: a critical energy justice perspective on four low-carbon transitions," Climatic Change, Springer, vol. 155(4), pages 581-619, August.
    15. Anonymous, 2014. "Notes from the Editors," American Political Science Review, Cambridge University Press, vol. 108(1), pages 1-1, February.
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    More about this item

    Keywords

    Emission; climate change; building; computational social science; people-centric transition; Twitter;
    All these keywords.

    JEL classification:

    • C63 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Computational Techniques
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming

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