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Reviewing the scope and thematic focus of 100 000 publications on energy consumption, services and social aspects of climate change: a big data approach to demand-side mitigation *

استعراض النطاق والتركيز المواضيعي لمائة ألف منشور حول استهلاك الطاقة والخدمات والجوانب الاجتماعية لتغير المناخ: نهج البيانات الضخمة للتخفيف من جانب الطلب *
Authors: Friederike C. Döbbe; Pauline Scheelbeek; Nandini Das; Kristian S. Nielsen; Joyashree Roy; Joyashree Roy; Tania Urmee; +35 Authors

Reviewing the scope and thematic focus of 100 000 publications on energy consumption, services and social aspects of climate change: a big data approach to demand-side mitigation *

Abstract

Abstract As current action remains insufficient to meet the goals of the Paris agreement let alone to stabilize the climate, there is increasing hope that solutions related to demand, services and social aspects of climate change mitigation can close the gap. However, given these topics are not investigated by a single epistemic community, the literature base underpinning the associated research continues to be undefined. Here, we aim to delineate a plausible body of literature capturing a comprehensive spectrum of demand, services and social aspects of climate change mitigation. As method we use a novel double-stacked expert—machine learning research architecture and expert evaluation to develop a typology and map key messages relevant for climate change mitigation within this body of literature. First, relying on the official key words provided to the Intergovernmental Panel on Climate Change by governments (across 17 queries), and on specific investigations of domain experts (27 queries), we identify 121 165 non-unique and 99 065 unique academic publications covering issues relevant for demand-side mitigation. Second, we identify a literature typology with four key clusters: policy, housing, mobility, and food/consumption. Third, we systematically extract key content-based insights finding that the housing literature emphasizes social and collective action, whereas the food/consumption literatures highlight behavioral change, but insights also demonstrate the dynamic relationship between behavioral change and social norms. All clusters point to the possibility of improved public health as a result of demand-side solutions. The centrality of the policy cluster suggests that political actions are what bring the different specific approaches together. Fourth, by mapping the underlying epistemic communities we find that researchers are already highly interconnected, glued together by common interests in sustainability and energy demand. We conclude by outlining avenues for interdisciplinary collaboration, synthetic analysis, community building, and by suggesting next steps for evaluating this body of literature.

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United Kingdom, United Kingdom, Sweden, France, Austria, Australia, Denmark, Germany, France, Australia
Related Organizations
Keywords

Sociology and Political Science, [SHS.SOCIO] Humanities and Social Sciences/Sociology, Services, Social Sciences, Environmental technology. Sanitary engineering, climate change mitigation, Data science, Machine Learning, Climate change mitigation, Sociology, [SHS.STAT] Humanities and Social Sciences/Methods and statistics, Climate change, Centrality, GE1-350, TD1-1066, [SHS.SOCIO]Humanities and Social Sciences/Sociology, [SHS.STAT]Humanities and Social Sciences/Methods and statistics, Factors Influencing Pro-environmental Behavior, Ecology, IPCC, Physics, Q, demand, Social science, FOS: Sociology, Consumption (sociology), machine learning, Physical Sciences, Perceptions and Communication of Climate Change, [SDU.OTHER]Sciences of the Universe [physics]/Other, social norm, services, 330, Social norm, Science, QC1-999, Social Acceptance of Renewable Energy Innovation, Sustainable Behavior, Management, Monitoring, Policy and Law, Machine learning, Demand, FOS: Mathematics, [SDU.OTHER] Sciences of the Universe [physics]/Other, Biology, Behavior, behavior, [SPI.NRJ]Engineering Sciences [physics]/Electric power, Computer science, 300, Environmental sciences, Typology, Combinatorics, FOS: Biological sciences, Anthropology, Environmental Science, Mathematics, [SPI.NRJ] Engineering Sciences [physics]/Electric power

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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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impulse
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