Spatial Distribution of U.S. Household Carbon Footprints Reveals Suburbanization Undermines Greenhouse Gas Benefits of Urban Population Density
Abstract

Which municipalities and locations within the United States contribute the most to household greenhouse gas emissions, and what is the effect of population density and suburbanization on emissions? Using national household surveys, we developed econometric models of demand for energy, transportation, food, goods, and services that were used to derive average household carbon footprints (HCF) for U.S. zip codes, cities, counties, and metropolitan areas. We find consistently lower HCF in urban core cities (∼40 tCO2e) and higher carbon footprints in outlying suburbs (∼50 tCO2e), with a range from ∼25 to >80 tCO2e in the 50 largest metropolitan areas. Population density exhibits a weak but positive correlation with HCF until a density threshold is met, after which range, mean, and standard deviation of HCF decline. While population density contributes to relatively low HCF in the central cities of large metropolitan areas, the more extensive suburbanization in these regions contributes to an overall net increase in HCF compared to smaller metropolitan areas. Suburbs alone account for ∼50% of total U.S. HCF. Differences in the size, composition, and location of household carbon footprints suggest the need for tailoring of greenhouse gas mitigation efforts to different populations.
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- Li Song, Hua Cai, Ting Zhu. Large-Scale Microanalysis of U.S. Household Food Carbon Footprints and Reduction Potentials. Environmental Science & Technology 2021, 55 (22) , 15323-15332. https://doi.org/10.1021/acs.est.1c02658
- Mingxing Sun, Guangwu Chen, Xiangbo Xu, Linxiu Zhang, Klaus Hubacek, Yutao Wang. Reducing Carbon Footprint Inequality of Household Consumption in Rural Areas: Analysis from Five Representative Provinces in China. Environmental Science & Technology 2021, 55 (17) , 11511-11520. https://doi.org/10.1021/acs.est.1c01374
- Guangwu Chen, Yuli Shan, Yuanchao Hu, Kangkang Tong, Thomas Wiedmann, Anu Ramaswami, Dabo Guan, Lei Shi, Yafei Wang. Review on City-Level Carbon Accounting. Environmental Science & Technology 2019, 53 (10) , 5545-5558. https://doi.org/10.1021/acs.est.8b07071
- Zhongxiao Sun, Arnold Tukker, Paul Behrens. Going Global to Local: Connecting Top-Down Accounting and Local Impacts, A Methodological Review of Spatially Explicit Input–Output Approaches. Environmental Science & Technology 2019, 53 (3) , 1048-1062. https://doi.org/10.1021/acs.est.8b03148
- Andreas Froemelt, David J. Dürrenmatt, Stefanie Hellweg. Using Data Mining To Assess Environmental Impacts of Household Consumption Behaviors. Environmental Science & Technology 2018, 52 (15) , 8467-8478. https://doi.org/10.1021/acs.est.8b01452
- Benjamin P. Goldstein, Michael Z. Hauschild, John E. Fernández, and Morten Birkved . Contributions of Local Farming to Urban Sustainability in the Northeast United States. Environmental Science & Technology 2017, 51 (13) , 7340-7349. https://doi.org/10.1021/acs.est.7b01011
- Sohail Ahmad, Giovanni Baiocchi, and Felix Creutzig . CO2 Emissions from Direct Energy Use of Urban Households in India. Environmental Science & Technology 2015, 49 (19) , 11312-11320. https://doi.org/10.1021/es505814g
- Juudit Ottelin, Jukka Heinonen, and Seppo Junnila . New Energy Efficient Housing Has Reduced Carbon Footprints in Outer but Not in Inner Urban Areas. Environmental Science & Technology 2015, 49 (16) , 9574-9583. https://doi.org/10.1021/acs.est.5b02140
- Jean Léon Boucher, Walter Mérida. Inflated lives and a clean tech privilege in Washington State: Policy amidst spatialized affluence. Energy Research & Social Science 2022, 85 , 102418. https://doi.org/10.1016/j.erss.2021.102418
- Limao Zhang, Rongyao Li. Impacts of green certification programs on energy consumption and GHG emissions in buildings: A spatial regression approach. Energy and Buildings 2022, 256 , 111677. https://doi.org/10.1016/j.enbuild.2021.111677
- Matthew H.E.M. Browning, Alessandro Rigolon, Olivia McAnirlin, Hyunseo (Violet) Yoon. Where greenspace matters most: A systematic review of urbanicity, greenspace, and physical health. Landscape and Urban Planning 2022, 217 , 104233. https://doi.org/10.1016/j.landurbplan.2021.104233
- Weishi Zhang, Ying Xu, Can Wang, David G. Streets. Assessment of the driving factors of CO2 mitigation costs of household biogas systems in China: A LMDI decomposition with cost analysis model. Renewable Energy 2022, 181 , 978-989. https://doi.org/10.1016/j.renene.2021.09.093
- Hannah M. Teicher, Carly A. Phillips, Devin Todd. Climate solutions to meet the suburban surge: leveraging COVID-19 recovery to enhance suburban climate governance. Climate Policy 2021, 21 (10) , 1318-1327. https://doi.org/10.1080/14693062.2021.1949259
- Nikos Patias, Francisco Rowe, Stefano Cavazzi, Dani Arribas-Bel. Sustainable urban development indicators in Great Britain from 2001 to 2016. Landscape and Urban Planning 2021, 214 , 104148. https://doi.org/10.1016/j.landurbplan.2021.104148
- Daniel Wirawan, Jinguk Kim, Him Cheng Wong, Hong Yee Low, Mei Chee Tan. Textured carbon capture composite (C3) films for distributed direct air capture in urban spaces. Cleaner Engineering and Technology 2021, 4 , 100145. https://doi.org/10.1016/j.clet.2021.100145
- Nilusha P.Y. Welegedara, Sandeep K. Agrawal, Shaival Gajjar, Neelakshi Joshi. Variations in direct greenhouse gas emissions across neighbourhoods: A case of Edmonton in Canada. Environmental Challenges 2021, 2 , 100312. https://doi.org/10.1016/j.envc.2021.100312
- Mihály Dombi. Types of planning systems and effects on construction material volumes: An explanatory analysis in Europe. Land Use Policy 2021, 109 , 105682. https://doi.org/10.1016/j.landusepol.2021.105682
- S. Venturi, J. Cabassi, F. Tassi, G. Maioli, A. Randazzo, F. Capecchiacci, O. Vaselli. Near-surface atmospheric concentrations of greenhouse gases (CO2 and CH4) in Florence urban area: Inferring emitting sources through carbon isotopic analysis. Urban Climate 2021, 39 , 100968. https://doi.org/10.1016/j.uclim.2021.100968
- Yin Long, Yoshikuni Yoshida, Isabella Yunfei Zeng, Jinjun Xue, Yuan Li. Fuel‐Specific Carbon Footprint Embodied in Japanese Household Lifestyles. Earth's Future 2021, 9 (9) https://doi.org/10.1029/2021EF002213
- Xin Yang, Guangyin Shang, Xiangzheng Deng. Estimation, decomposition and reduction potential calculation of carbon emissions from urban construction land: evidence from 30 provinces in China during 2000–2018. Environment, Development and Sustainability 2021, 18 https://doi.org/10.1007/s10668-021-01769-3
- Zhen Hu, Mei Wang, Zhe Cheng. Mapping the knowledge development and trend of household energy consumption. Environment, Development and Sustainability 2021, 95 https://doi.org/10.1007/s10668-021-01727-z
- Ryu Koide, Satoshi Kojima, Keisuke Nansai, Michael Lettenmeier, Kenji Asakawa, Chen Liu, Shinsuke Murakami. Exploring carbon footprint reduction pathways through urban lifestyle changes: a practical approach applied to Japanese cities. Environmental Research Letters 2021, 16 (8) , 084001. https://doi.org/10.1088/1748-9326/ac0e64
- Andrew Pattison, Mathew Thomas Clement, Robert Habans. The uneven weight of carbon on policy: towards a framework for understanding how greenhouse gas inventories can inform equitable climate policy design. Journal of Environmental Studies and Sciences 2021, 56 https://doi.org/10.1007/s13412-021-00713-1
- Yosuke Shigetomi, Keiichiro Kanemoto, Yuki Yamamoto, Yasushi Kondo. Quantifying the carbon footprint reduction potential of lifestyle choices in Japan. Environmental Research Letters 2021, 16 (6) , 064022. https://doi.org/10.1088/1748-9326/abfc07
- Ferenc Bakó, Judit Berkes, Cecília Szigeti. Households’ Electricity Consumption in Hungarian Urban Areas. Energies 2021, 14 (10) , 2899. https://doi.org/10.3390/en14102899
- Daoyan Guo, Hong Chen, Ruyin Long, Shaohui Zou. Who avoids being involved in personal carbon trading? An investigation based on the urban residents in eastern China. Environmental Science and Pollution Research 2021, 33 https://doi.org/10.1007/s11356-021-13537-x
- Joao Meirelles, Fabiano L. Ribeiro, Gabriel Cury, Claudia R. Binder, Vinicius M. Netto. More from Less? Environmental Rebound Effects of City Size. Sustainability 2021, 13 (7) , 4028. https://doi.org/10.3390/su13074028
- Marja Salo, Hannu Savolainen, Santtu Karhinen, Ari Nissinen. Drivers of household consumption expenditure and carbon footprints in Finland. Journal of Cleaner Production 2021, 289 , 125607. https://doi.org/10.1016/j.jclepro.2020.125607
- Rajesh Sharma, Avik Sinha, Pradeep Kautish. Does renewable energy consumption reduce ecological footprint? Evidence from eight developing countries of Asia. Journal of Cleaner Production 2021, 285 , 124867. https://doi.org/10.1016/j.jclepro.2020.124867
- Yasin F. Elshorbany, Hannah C. Kapper, Jerald R. Ziemke, Scott A. Parr. The Status of Air Quality in the United States During the COVID-19 Pandemic: A Remote Sensing Perspective. Remote Sensing 2021, 13 (3) , 369. https://doi.org/10.3390/rs13030369
- Gilang Hardadi, Alexander Buchholz, Stefan Pauliuk. Implications of the distribution of German household environmental footprints across income groups for integrating environmental and social policy design. Journal of Industrial Ecology 2021, 25 (1) , 95-113. https://doi.org/10.1111/jiec.13045
- Jonathan Levine. The shifting coalition for land-use and transport policy reform in the United States. 2021,,https://doi.org/10.1016/bs.atpp.2021.02.004
- Caihong Huang, Xiaoqing Zhang, Kai Liu. Effects of human capital structural evolution on carbon emissions intensity in China: A dual perspective of spatial heterogeneity and nonlinear linkages. Renewable and Sustainable Energy Reviews 2021, 135 , 110258. https://doi.org/10.1016/j.rser.2020.110258
- Oscar Lindholm, Hassam ur Rehman, Francesco Reda. Positioning Positive Energy Districts in European Cities. Buildings 2021, 11 (1) , 19. https://doi.org/10.3390/buildings11010019
- Walter Leal Filho, Franziska Wolf, Ricardo Castro-Díaz, Chunlan Li, Vincent N. Ojeh, Nestor Gutiérrez, Gustavo J. Nagy, Stevan Savić, Claudia E. Natenzon, Abul Quasem Al-Amin, Marija Maruna, Juliane Bönecke. Addressing the Urban Heat Islands Effect: A Cross-Country Assessment of the Role of Green Infrastructure. Sustainability 2021, 13 (2) , 753. https://doi.org/10.3390/su13020753
- Lin Lerpold, Örjan Sjöberg, Wing-Shing Tang. Urban Advantage? Sustainability Trade-Offs Across and Within the Intra-Urban Space. 2021,,, 283-313. https://doi.org/10.1007/978-3-030-56371-4_15
- Kuishuang Feng, Klaus Hubacek, Kaihui Song. Household carbon inequality in the U.S.. Journal of Cleaner Production 2021, 278 , 123994. https://doi.org/10.1016/j.jclepro.2020.123994
- Joseph Nyangon. Smart Energy Frameworks for Smart Cities: The Need for Polycentrism. 2021,,, 55-87. https://doi.org/10.1007/978-3-030-69698-6_4
- Jemyung Lee, Oliver Taherzadeh, Keiichiro Kanemoto. The scale and drivers of carbon footprints in households, cities and regions across India. Global Environmental Change 2021, 66 , 102205. https://doi.org/10.1016/j.gloenvcha.2020.102205
- Adalene Minelli, Sara Savarani, Danielle Spiegel-Feld, Katrina Wyman. Valuing Density: An Evaluation of the Extent to which American, Australian, and Canadian Cities Account for the Climate Benefits of Density through Environmental Review. SSRN Electronic Journal 2021, 51 https://doi.org/10.2139/ssrn.3873479
- Fei Huo, Li Xu, Yanping Li, James S. Famiglietti, Zhenhua Li, Yuya Kajikawa, Fei Chen. Using big data analytics to synthesize research domains and identify emerging fields in urban climatology. WIREs Climate Change 2021, 12 (1) https://doi.org/10.1002/wcc.688
- Andreas Froemelt, Arne Geschke, Thomas Wiedmann. Quantifying carbon flows in Switzerland: top-down meets bottom-up modelling. Environmental Research Letters 2021, 16 (1) , 014018. https://doi.org/10.1088/1748-9326/abcdd5
- Sara Hughes, Sarah Giest, Laura Tozer. Accountability and data-driven urban climate governance. Nature Climate Change 2020, 10 (12) , 1085-1090. https://doi.org/10.1038/s41558-020-00953-z
- Bin Zhou, Stephan Thies, Ramana Gudipudi, Matthias K. B. Lüdeke, Jürgen P. Kropp, Diego Rybski, . A Gini approach to spatial CO2 emissions. PLOS ONE 2020, 15 (11) , e0242479. https://doi.org/10.1371/journal.pone.0242479
- Osei-Owusu Kwame Albert, Thomsen Marianne, Lindahl Jonathan, Javakhishvili Larsen Nino, Caro Dario. Tracking the carbon emissions of Denmark's five regions from a producer and consumer perspective. Ecological Economics 2020, 177 , 106778. https://doi.org/10.1016/j.ecolecon.2020.106778
- J. Andrew Kelly, J. Peter Clinch, L. Kelleher, S. Shahab. Enabling a just transition: A composite indicator for assessing home-heating energy-poverty risk and the impact of environmental policy measures. Energy Policy 2020, 146 , 111791. https://doi.org/10.1016/j.enpol.2020.111791
- Xueyin Bai, Wei Zhai, Ruth L. Steiner, Zhongyu He. Exploring extreme commuting and its relationship to land use and socioeconomics in the central Puget Sound. Transportation Research Part D: Transport and Environment 2020, 88 , 102574. https://doi.org/10.1016/j.trd.2020.102574
- Keiichiro Kanemoto, Yosuke Shigetomi, Nguyen Tien Hoang, Keijiro Okuoka, Daniel Moran. Spatial variation in household consumption-based carbon emission inventories for 1200 Japanese cities. Environmental Research Letters 2020, 15 (11) , 114053. https://doi.org/10.1088/1748-9326/abc045
- Kevin R. Gurney, Jianming Liang, Risa Patarasuk, Yang Song, Jianhua Huang, Geoffrey Roest. The Vulcan Version 3.0 High‐Resolution Fossil Fuel CO 2 Emissions for the United States. Journal of Geophysical Research: Atmospheres 2020, 125 (19) https://doi.org/10.1029/2020JD032974
- Xunpeng Shi, Keying Wang, Tsun Se Cheong, Hongwu Zhang. Prioritizing driving factors of household carbon emissions: An application of the LASSO model with survey data. Energy Economics 2020, 92 , 104942. https://doi.org/10.1016/j.eneco.2020.104942
- Andreas Froemelt, Thomas Wiedmann. A two-stage clustering approach to investigate lifestyle carbon footprints in two Australian cities. Environmental Research Letters 2020, 15 (10) , 104096. https://doi.org/10.1088/1748-9326/abb502
- Amitai Y. Bin-Nun, Isabel Binamira. A framework for the impact of highly automated vehicles with limited operational design domains. Transportation Research Part A: Policy and Practice 2020, 139 , 174-188. https://doi.org/10.1016/j.tra.2020.06.024
- Kristian S. Nielsen, Paul C. Stern, Thomas Dietz, Jonathan M. Gilligan, Detlef P. van Vuuren, Maria J. Figueroa, Carl Folke, Wencke Gwozdz, Diana Ivanova, Lucia A. Reisch, Michael P. Vandenbergh, Kimberly S. Wolske, Richard Wood. Improving Climate Change Mitigation Analysis: A Framework for Examining Feasibility. One Earth 2020, 3 (3) , 325-336. https://doi.org/10.1016/j.oneear.2020.08.007
- Benjamin Goldstein, Dimitrios Gounaridis, Joshua P. Newell. The carbon footprint of household energy use in the United States. Proceedings of the National Academy of Sciences 2020, 117 (32) , 19122-19130. https://doi.org/10.1073/pnas.1922205117
- Pablo Muñoz, Sabrina Zwick, Alisher Mirzabaev. The impact of urbanization on Austria’s carbon footprint. Journal of Cleaner Production 2020, 263 , 121326. https://doi.org/10.1016/j.jclepro.2020.121326
- Xiangru Wang, Shaoqing Chen. Urban-rural carbon footprint disparity across China from essential household expenditure: Survey-based analysis, 2010–2014. Journal of Environmental Management 2020, 267 , 110570. https://doi.org/10.1016/j.jenvman.2020.110570
- Yang Song, Kevin R. Gurney. The Relationship between On-Road FFCO2 Emissions and Socio-Economic/Urban Form Factors for Global Cities: Significance, Robustness and Implications. Sustainability 2020, 12 (15) , 6028. https://doi.org/10.3390/su12156028
- Nikhil Kaza. Landscape shape adjusted compactness index for urban areas. GeoJournal 2020, 54 https://doi.org/10.1007/s10708-020-10262-9
- Zoltán Kovács, Gábor Harangozó, Cecília Szigeti, Krisztián Koppány, Attila Csaba Kondor, Balázs Szabó. Measuring the impacts of suburbanization with ecological footprint calculations. Cities 2020, 101 , 102715. https://doi.org/10.1016/j.cities.2020.102715
- Chuyu Xia, Mingtao Xiang, Kai Fang, Yan Li, Yanmei Ye, Zhou Shi, Jingming Liu. Spatial-temporal distribution of carbon emissions by daily travel and its response to urban form: A case study of Hangzhou, China. Journal of Cleaner Production 2020, 257 , 120797. https://doi.org/10.1016/j.jclepro.2020.120797
- Edyta Sidorczuk-Pietraszko. Spatial Differences in Carbon Intensity in Polish Households. Energies 2020, 13 (12) , 3108. https://doi.org/10.3390/en13123108
- Iwona Cieślak, Andrzej Biłozor, Anna Źróbek-Sokolnik, Marek Zagroba. The Use of Geographic Databases for Analyzing Changes in Land Cover—A Case Study of the Region of Warmia and Mazury in Poland. ISPRS International Journal of Geo-Information 2020, 9 (6) , 358. https://doi.org/10.3390/ijgi9060358
- Andrzej Biłozor, Iwona Cieślak, Szymon Czyża. An Analysis of Urbanisation Dynamics with the Use of the Fuzzy Set Theory—A Case Study of the City of Olsztyn. Remote Sensing 2020, 12 (11) , 1784. https://doi.org/10.3390/rs12111784
- Andreas Froemelt, René Buffat, Stefanie Hellweg. Machine learning based modeling of households: A regionalized bottom‐up approach to investigate consumption‐induced environmental impacts. Journal of Industrial Ecology 2020, 24 (3) , 639-652. https://doi.org/10.1111/jiec.12969
- Yida Jiang, Yin Long, Qiaoling Liu, Kiyoshi Dowaki, Tomohiko Ihara. Carbon emission quantification and decarbonization policy exploration for the household sector - Evidence from 51 Japanese cities. Energy Policy 2020, 140 , 111438. https://doi.org/10.1016/j.enpol.2020.111438
- Jukka Heinonen, Juudit Ottelin, Sanna Ala-Mantila, Thomas Wiedmann, Jack Clarke, Seppo Junnila. Spatial consumption-based carbon footprint assessments - A review of recent developments in the field. Journal of Cleaner Production 2020, 256 , 120335. https://doi.org/10.1016/j.jclepro.2020.120335
- Sara Hughes, Samer Yordi, Laurel Besco. The Role of Pilot Projects in Urban Climate Change Policy Innovation. Policy Studies Journal 2020, 48 (2) , 271-297. https://doi.org/10.1111/psj.12288
- Daniel Moran, Richard Wood, Edgar Hertwich, Kim Mattson, Joao F. D. Rodriguez, Karin Schanes, John Barrett. Quantifying the potential for consumer-oriented policy to reduce European and foreign carbon emissions. Climate Policy 2020, 20 (sup1) , S28-S38. https://doi.org/10.1080/14693062.2018.1551186
- Zahra Ghaemi, Amanda D. Smith. A review on the quantification of life cycle greenhouse gas emissions at urban scale. Journal of Cleaner Production 2020, 252 , 119634. https://doi.org/10.1016/j.jclepro.2019.119634
- Diana Ivanova, Milena Büchs. Household Sharing for Carbon and Energy Reductions: The Case of EU Countries. Energies 2020, 13 (8) , 1909. https://doi.org/10.3390/en13081909
- Yulin Liu, Min Zhang, Rujia Liu. The Impact of Income Inequality on Carbon Emissions in China: A Household-Level Analysis. Sustainability 2020, 12 (7) , 2715. https://doi.org/10.3390/su12072715
- M. Francisca Lima, Catharine Ward Thompson, Peter Aspinall, Simon Bell. Communities facing urban depopulation: exploring people’s environmental preferences. A case study of Lisbon, Portugal. Cities & Health 2020, 11 , 1-21. https://doi.org/10.1080/23748834.2020.1727820
- Steve Harris, Jan Weinzettel, Andrea Bigano, Albin Källmén. Low carbon cities in 2050? GHG emissions of European cities using production-based and consumption-based emission accounting methods. Journal of Cleaner Production 2020, 248 , 119206. https://doi.org/10.1016/j.jclepro.2019.119206
- Ioannis Kostakis, Dimitrios Paparas, Anna Saiti, Stamatina Papadaki. Food Consumption within Greek Households: Further Evidence from a National Representative Sample. Economies 2020, 8 (1) , 17. https://doi.org/10.3390/economies8010017
- Dien Wu, John C Lin, Tomohiro Oda, Eric A Kort. Space-based quantification of per capita CO 2 emissions from cities. Environmental Research Letters 2020, 15 (3) , 035004. https://doi.org/10.1088/1748-9326/ab68eb
- Junyan Yang, Yi Shi, Chuck Yu, Shi-Jie Cao. Challenges of using mobile phone signalling data to estimate urban population density: Towards smart cities and sustainable urban development. Indoor and Built Environment 2020, 29 (2) , 147-150. https://doi.org/10.1177/1420326X19893145
- Alice Whetstone, Yuliya Kalmykova, Leonardo Rosado, Alexandra Lavers Westin. Informing Sustainable Consumption in Urban Districts: A Method for Transforming Household Expenditures into Physical Quantities. Sustainability 2020, 12 (3) , 802. https://doi.org/10.3390/su12030802
- Dirk Sijmons. Contrast, Contact, Contract; Pathways to Pacify Urbanization and Natural Processes. 2020,,, 9-42. https://doi.org/10.1007/978-3-030-26717-9_2
- Bruce Appleyard, Alexander R. Frost. Livability as a framework for understanding and guiding transportation and land use integration. 2020,,, 151-167. https://doi.org/10.1016/B978-0-12-815167-9.00008-6
- Fritz Reusswig, Wiebke Lass, Seraja Bock. Urban low-carbon futures: Results from real-world lab experiment in Berlin. 2020,,, 419-450. https://doi.org/10.1016/B978-0-12-818567-4.00016-8
- Nikhil Kaza. Urban form and transportation energy consumption. Energy Policy 2020, 136 , 111049. https://doi.org/10.1016/j.enpol.2019.111049
- Gengzhe Wang, Qi Han, Bauke de Vries. A geographic carbon emission estimating framework on the city scale. Journal of Cleaner Production 2020, 244 , 118793. https://doi.org/10.1016/j.jclepro.2019.118793
- Maximilian Koslowski, Daniel D. Moran, Alexandre Tisserant, Francesca Verones, Richard Wood. Quantifying Europe's biodiversity footprints and the role of urbanization and income. Global Sustainability 2020, 3 https://doi.org/10.1017/sus.2019.23
- Jennifer L. Rice, Daniel Aldana Cohen, Joshua Long, Jason R. Jurjevich. Contradictions of the Climate‐Friendly City: New Perspectives on Eco‐Gentrification and Housing Justice. International Journal of Urban and Regional Research 2020, 44 (1) , 145-165. https://doi.org/10.1111/1468-2427.12740
- Patrick Trent Greiner, Daniel A. Shtob, Jordan Fox Besek. Is Urbanization Good for the Climate? A Cross-County Analysis of Impervious Surface, Affluence, and the Carbon Intensity of Well-Being. Socius: Sociological Research for a Dynamic World 2020, 6 , 237802311989689. https://doi.org/10.1177/2378023119896896
- R.R. Gioielli. “Pruitt-Igoe in the Suburbs”: Connecting White Flight, Sprawl, and Climate Change in Metropolitan America. Amerikastudien/American Studies 2020, 65 (2) , 213-233. https://doi.org/10.33675/AMST/2020/2/9
- Melissa Pang, João Meirelles, Vincent Moreau, Claudia Binder. Urban carbon footprints: a consumption-based approach for Swiss households. Environmental Research Communications 2020, 2 (1) , 011003. https://doi.org/10.1088/2515-7620/ab59c5
- Haroldo V. Ribeiro, Diego Rybski, Jürgen P. Kropp. Effects of changing population or density on urban carbon dioxide emissions. Nature Communications 2019, 10 (1) https://doi.org/10.1038/s41467-019-11184-y
- Hao Wu, David Levinson, Somwrita Sarkar. How transit scaling shapes cities. Nature Sustainability 2019, 2 (12) , 1142-1148. https://doi.org/10.1038/s41893-019-0427-7
- Junsong Jia, Zhihai Gong, Chundi Chen, Zhongyu Gu, Dongming Xie. Incorporating carbon emissions from landfills and wastewater treatment into a household emission inventory for systematically analysing household behaviour. Journal of Water and Climate Change 2019, 10 (4) , 708-724. https://doi.org/10.2166/wcc.2018.071
- Petr Hlaváček, Miroslav Kopáček, Lucie Horáčková. Impact of Suburbanisation on Sustainable Development of Settlements in Suburban Spaces: Smart and New Solutions. Sustainability 2019, 11 (24) , 7182. https://doi.org/10.3390/su11247182
- Kaihui Song, Shen Qu, Morteza Taiebat, Sai Liang, Ming Xu. Scale, distribution and variations of global greenhouse gas emissions driven by U.S. households. Environment International 2019, 133 , 105137. https://doi.org/10.1016/j.envint.2019.105137
- Chrissi Antonopoulos, Alec Trusty, Vivek Shandas. The role of building characteristics, demographics, and urban heat islands in shaping residential energy use. City and Environment Interactions 2019, 3 , 100021. https://doi.org/10.1016/j.cacint.2020.100021
- Syeda Anam Hassan, Misbah Nosheen. Estimating the Railways Kuznets Curve for high income nations—A GMM approach for three pollution indicators. Energy Reports 2019, 5 , 170-186. https://doi.org/10.1016/j.egyr.2019.01.001
- Ryu Koide, Michael Lettenmeier, Satoshi Kojima, Viivi Toivio, Aryanie Amellina, Lewis Akenji. Carbon Footprints and Consumer Lifestyles: An Analysis of Lifestyle Factors and Gap Analysis by Consumer Segment in Japan. Sustainability 2019, 11 (21) , 5983. https://doi.org/10.3390/su11215983
- Juudit Ottelin, Jukka Heinonen, Jonas Nässén, Seppo Junnila. Household carbon footprint patterns by the degree of urbanisation in Europe. Environmental Research Letters 2019, 14 (11) , 114016. https://doi.org/10.1088/1748-9326/ab443d
- Stefano Penazzi, Riccardo Accorsi, Riccardo Manzini. Planning low carbon urban-rural ecosystems: An integrated transport land-use model. Journal of Cleaner Production 2019, 235 , 96-111. https://doi.org/10.1016/j.jclepro.2019.06.252
- Jinchao Song, Xiaoye Tong, Lizhe Wang, Chunli Zhao, Alexander V. Prishchepov. Monitoring finer-scale population density in urban functional zones: A remote sensing data fusion approach. Landscape and Urban Planning 2019, 190 , 103580. https://doi.org/10.1016/j.landurbplan.2019.05.011
- Matthew Thomas Clement, Nathan W. Pino, Jarrett Blaustein. Homicide Rates and the Multiple Dimensions of Urbanization: A Longitudinal, Cross-National Analysis. Sustainability 2019, 11 (20) , 5855. https://doi.org/10.3390/su11205855
- Bruce S. Appleyard, Alexander R. Frost, Christopher Allen. Are all transit stations equal and equitable? Calculating sustainability, livability, health, & equity performance of smart growth & transit-oriented-development (TOD). Journal of Transport & Health 2019, 14 , 100584. https://doi.org/10.1016/j.jth.2019.100584



