IDEAS home Printed from https://ideas.repec.org/a/spr/endesu/v27y2025i5d10.1007_s10668-023-04382-8.html
   My bibliography  Save this article

Mapping the literature trends of consumer behavior and sustainability: insights from a bibliometric analysis approach

Author

Listed:
  • Mohammed Hael

    (Yunnan University of Finance and Economics)

  • Saddam A. Hazaea

    (Southwestern University of Finance and Economics)

  • Honglie Zhang

    (Yunnan University of Finance and Economics)

  • Hadi Mareeh

    (Shandong University)

Abstract

Consumer behavior and sustainability are among topics that have recently received a lot of interest among social and academic circles, as there has been a significant increase in studies that discuss these topics. So, expanding knowledge and providing a comprehensive perspective on this topic is necessary. This paper brings together 1479 articles on consumer behavior and sustainability published over 27 years (1995–July, 2023) in the Scopus database, subjected to bibliometric analysis and content analysis. The results show that the number of publications has gradually increased, and the most contributing countries are the USA, China, and Italy, which contributed about 36% of the total number of publications. The USA has gone from a publication in 1997 to 23 publications in 2023, which may increase significantly by the end of the year. The results also reveal that consumer behavior is a significant factor in promoting sustainability. We identified the evolution of the topic’s most frequently used keywords and hotspots by analyzing keywords over three periods. The study results confirm that researchers have increased their focus on consumer behavior and sustainability, especially in the third phase. The results provide valuable insights for researchers, policymakers, and practitioners interested in understanding and promoting responsible consumption and sustainable development. Overall, this study contributes to the existing literature by providing a comprehensive overview of the research landscape on consumer behavior and sustainability while outlining future research directions.

Suggested Citation

  • Mohammed Hael & Saddam A. Hazaea & Honglie Zhang & Hadi Mareeh, 2025. "Mapping the literature trends of consumer behavior and sustainability: insights from a bibliometric analysis approach," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(5), pages 9841-9871, May.
    • Handle: RePEc:spr:endesu:v:27:y:2025:i:5:d:10.1007_s10668-023-04382-8
    DOI: 10.1007/s10668-023-04382-8
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10668-023-04382-8
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s10668-023-04382-8?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Paulo Rita & Ricardo F. Ramos, 2022. "Global Research Trends in Consumer Behavior and Sustainability in E-Commerce: A Bibliometric Analysis of the Knowledge Structure," Sustainability, MDPI, vol. 14(15), pages 1-20, August.
    2. Hung Vu Nguyen & Cuong Hung Nguyen & Thoa Thi Bao Hoang, 2019. "Green consumption: Closing the intention‐behavior gap," Sustainable Development, John Wiley & Sons, Ltd., vol. 27(1), pages 118-129, January.
    3. Gadenne, David & Sharma, Bishnu & Kerr, Don & Smith, Tim, 2011. "The influence of consumers' environmental beliefs and attitudes on energy saving behaviours," Energy Policy, Elsevier, vol. 39(12), pages 7684-7694.
    4. Wansink, Brian & Soman, Dilip & Herbst, Kenneth C., 2017. "Larger partitions lead to larger sales: Divided grocery carts alter purchase norms and increase sales," Journal of Business Research, Elsevier, vol. 75(C), pages 202-209.
    5. Saeed-Ul Hassan & Peter Haddawy & Jia Zhu, 2014. "A bibliometric study of the world’s research activity in sustainable development and its sub-areas using scientific literature," Scientometrics, Springer;Akadémiai Kiadó, vol. 99(2), pages 549-579, May.
    6. Hanna Kim & Won-Moo Hur & Junsang Yeo, 2015. "Corporate Brand Trust as a Mediator in the Relationship between Consumer Perception of CSR, Corporate Hypocrisy, and Corporate Reputation," Sustainability, MDPI, vol. 7(4), pages 1-12, March.
    7. Viswanath Venkatesh & Hillol Bala, 2012. "Adoption and Impacts of Interorganizational Business Process Standards: Role of Partnering Synergy," Information Systems Research, INFORMS, vol. 23(4), pages 1131-1157, December.
    8. Vera Amicarelli & Christian Bux, 2021. "Food waste in Italian households during the Covid-19 pandemic: a self-reporting approach," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 13(1), pages 25-37, February.
    9. Joseph F. Hair & G. Tomas M. Hult & Christian M. Ringle & Marko Sarstedt & Kai Oliver Thiele, 2017. "Mirror, mirror on the wall: a comparative evaluation of composite-based structural equation modeling methods," Journal of the Academy of Marketing Science, Springer, vol. 45(5), pages 616-632, September.
    10. Azucena Gracia & Miguel I. Gómez, 2020. "Food Sustainability and Waste Reduction in Spain: Consumer Preferences for Local, Suboptimal, And/Or Unwashed Fresh Food Products," Sustainability, MDPI, vol. 12(10), pages 1-15, May.
    11. Elena Kostadinova, 2016. "Sustainable Consumer Behavior: Literature Overview," Economic Alternatives, University of National and World Economy, Sofia, Bulgaria, issue 2, pages 224-234, June.
    12. repec:plo:pone00:0167772 is not listed on IDEAS
    13. Patrizia Gazzola & Enrica Pavione & Roberta Pezzetti & Daniele Grechi, 2020. "Trends in the Fashion Industry. The Perception of Sustainability and Circular Economy: A Gender/Generation Quantitative Approach," Sustainability, MDPI, vol. 12(7), pages 1-19, April.
    14. Aurelio Tommasetti & Pierpaolo Singer & Orlando Troisi & Gennaro Maione, 2018. "Extended Theory of Planned Behavior (ETPB): Investigating Customers’ Perception of Restaurants’ Sustainability by Testing a Structural Equation Model," Sustainability, MDPI, vol. 10(7), pages 1-21, July.
    15. Cristel Joy G. Cayaban & Yogi Tri Prasetyo & Satria Fadil Persada & Rianina D. Borres & Ma. Janice J. Gumasing & Reny Nadlifatin, 2023. "The Influence of Social Media and Sustainability Advocacy on the Purchase Intention of Filipino Consumers in Fast Fashion," Sustainability, MDPI, vol. 15(11), pages 1-20, May.
    16. Mojgan Khoshmaram & Nematollah Shiri & Rachel S. Shinnar & Moslem Savari, 2020. "Environmental support and entrepreneurial behavior among Iranian farmers: The mediating roles of social and human capital," Journal of Small Business Management, Taylor & Francis Journals, vol. 58(5), pages 1064-1088, September.
    17. Grunert, Klaus G. & Hieke, Sophie & Wills, Josephine, 2014. "Sustainability labels on food products: Consumer motivation, understanding and use," Food Policy, Elsevier, vol. 44(C), pages 177-189.
    18. Tasneem Alsaati & Samir El-Nakla & Darin El-Nakla, 2020. "Level of Sustainability Awareness among University Students in the Eastern Province of Saudi Arabia," Sustainability, MDPI, vol. 12(8), pages 1-15, April.
    19. Xufeng Liu & Hongmin Chen, 2020. "Sharing Economy: Promote Its Potential to Sustainability by Regulation," Sustainability, MDPI, vol. 12(3), pages 1-13, January.
    20. Zivar Zeynalova & Natavan Namazova, 2022. "Revealing Consumer Behavior toward Green Consumption," Sustainability, MDPI, vol. 14(10), pages 1-20, May.
    21. Xixiang Sun & Ziyuan Tian & Jianguo Wang & Weihuan Su, 2022. "The Impact of Environmental Commitment on Green Purchase Behavior in China," IJERPH, MDPI, vol. 19(14), pages 1-17, July.
    22. Ibrahem Alshbili & Ahmed A. Elamer & Maha W. Moustafa, 2021. "Social and environmental reporting, sustainable development and institutional voids: Evidence from a developing country," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 28(2), pages 881-895, March.
    23. Eger, Ludvík & Komárková, Lenka & Egerová, Dana & MiÄ Ã­k, Michal, 2021. "The effect of COVID-19 on consumer shopping behaviour: Generational cohort perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
    24. Fagerberg, Jan & Fosaas, Morten & Sapprasert, Koson, 2012. "Innovation: Exploring the knowledge base," Research Policy, Elsevier, vol. 41(7), pages 1132-1153.
    25. Lai, Xiaobing & Zhang, Fan, 2022. "Can ESG certification help company get out of over-indebtedness? Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 76(C).
    26. Chechen Liao & Hong-Nan Lin & Yu-Ping Liu, 2010. "Predicting the Use of Pirated Software: A Contingency Model Integrating Perceived Risk with the Theory of Planned Behavior," Journal of Business Ethics, Springer, vol. 91(2), pages 237-252, January.
    27. Kyunghoon Kang & Ki-sung Hong & Ki Hong Kim & Chulung Lee, 2017. "Shipment Consolidation Policy under Uncertainty of Customer Order for Sustainable Supply Chain Management," Sustainability, MDPI, vol. 9(9), pages 1-17, September.
    28. Žaneta Piligrimienė & Andželika Žukauskaitė & Hubert Korzilius & Jūratė Banytė & Aistė Dovalienė, 2020. "Internal and External Determinants of Consumer Engagement in Sustainable Consumption," Sustainability, MDPI, vol. 12(4), pages 1-20, February.
    29. Peter Newton & Denny Meyer, 2013. "Exploring the Attitudes-Action Gap in Household Resource Consumption: Does “Environmental Lifestyle” Segmentation Align with Consumer Behaviour?," Sustainability, MDPI, vol. 5(3), pages 1-23, March.
    30. Katarina Valaskova & Pavol Durana & Peter Adamko, 2021. "Changes in Consumers’ Purchase Patterns as a Consequence of the COVID-19 Pandemic," Mathematics, MDPI, vol. 9(15), pages 1-17, July.
    31. Bowen Qin & Ge Song, 2022. "Internal Motivations, External Contexts, and Sustainable Consumption Behavior in China—Based on the TPB-ABC Integration Model," Sustainability, MDPI, vol. 14(13), pages 1-19, June.
    32. Hongyun Si & Jian-gang Shi & Daizhong Tang & Shiping Wen & Wei Miao & Kaifeng Duan, 2019. "Application of the Theory of Planned Behavior in Environmental Science: A Comprehensive Bibliometric Analysis," IJERPH, MDPI, vol. 16(15), pages 1-26, August.
    33. Huchang Liao & Ming Tang & Li Luo & Chunyang Li & Francisco Chiclana & Xiao-Jun Zeng, 2018. "A Bibliometric Analysis and Visualization of Medical Big Data Research," Sustainability, MDPI, vol. 10(1), pages 1-18, January.
    34. Saddam A. Hazaea & Ebrahim Mohammed Al-Matari & Khaled Zedan & Saleh F. A. Khatib & Jinyu Zhu & Hamzeh Al Amosh, 2022. "Green Purchasing: Past, Present and Future," Sustainability, MDPI, vol. 14(9), pages 1-28, April.
    35. Paolo Antonetti & Stan Maklan, 2014. "Feelings that Make a Difference: How Guilt and Pride Convince Consumers of the Effectiveness of Sustainable Consumption Choices," Journal of Business Ethics, Springer, vol. 124(1), pages 117-134, September.
    36. Mihai Dinu & Simona Roxana Pătărlăgeanu & Radu Petrariu & Marius Constantin & Ana-Mădălina Potcovaru, 2020. "Empowering Sustainable Consumer Behavior in the EU by Consolidating the Roles of Waste Recycling and Energy Productivity," Sustainability, MDPI, vol. 12(23), pages 1-24, November.
    37. Byungchae Jin & David A. Kirsch, 2022. "The search for alternatives to internal combustion: instantiation mechanisms of institutional logics among scientists and engineers," Industry and Innovation, Taylor & Francis Journals, vol. 29(10), pages 1231-1262, November.
    38. Dresner, Simon & Jackson, Tim & Gilbert, Nigel, 2006. "History and social responses to environmental tax reform in the United Kingdom," Energy Policy, Elsevier, vol. 34(8), pages 930-939, May.
    39. Mirella Soyer & Koen Dittrich, 2021. "Sustainable Consumer Behavior in Purchasing, Using and Disposing of Clothes," Sustainability, MDPI, vol. 13(15), pages 1-17, July.
    40. Landström, Hans & Harirchi, Gouya & Åström, Fredrik, 2012. "Entrepreneurship: Exploring the knowledge base," Research Policy, Elsevier, vol. 41(7), pages 1154-1181.
    41. Matteo Vittuari & Luca Falasconi & Matteo Masotti & Simone Piras & Andrea Segrè & Marco Setti, 2020. "‘Not in My Bin’: Consumer’s Understanding and Concern of Food Waste Effects and Mitigating Factors," Sustainability, MDPI, vol. 12(14), pages 1-23, July.
    42. Chih-Ping Chen & Yanbin Tu & Y. Alex Tung, 2020. "A Study of Opinion Leaders in Green Consumption in Taiwan Using the Theory of Reasoned Action (TRA)," International Journal of Sustainable Economies Management (IJSEM), IGI Global Scientific Publishing, vol. 9(3), pages 33-50, July.
    43. Hye Jung Jung & Yun Jung Choi & Kyung Wha Oh, 2020. "Influencing Factors of Chinese Consumers’ Purchase Intention to Sustainable Apparel Products: Exploring Consumer “Attitude–Behavioral Intention” Gap," Sustainability, MDPI, vol. 12(5), pages 1-14, February.
    44. Ming-Huang Wang & Te-Chen Yu & Yuh-Shan Ho, 2010. "A bibliometric analysis of the performance of Water Research," Scientometrics, Springer;Akadémiai Kiadó, vol. 84(3), pages 813-820, September.
    45. Muhammad Shahid Khan & Poramet Saengon & Amr Mohammed Nasser Alganad & Duangkamol Chongcharoen & Muhammad Farrukh, 2020. "Consumer green behaviour: An approach towards environmental sustainability," Sustainable Development, John Wiley & Sons, Ltd., vol. 28(5), pages 1168-1180, September.
    46. Samuel Bjork & Avner Offer & Gabriel Söderberg, 2014. "Time series citation data: the Nobel Prize in economics," Scientometrics, Springer;Akadémiai Kiadó, vol. 98(1), pages 185-196, January.
    47. Violeta Sima & Ileana Georgiana Gheorghe & Jonel Subić & Dumitru Nancu, 2020. "Influences of the Industry 4.0 Revolution on the Human Capital Development and Consumer Behavior: A Systematic Review," Sustainability, MDPI, vol. 12(10), pages 1-28, May.
    48. Muhammad Khuram Khalil & Rashid Khalil, 2022. "Leveraging Buyers’ Interest in ESG Investments through Sustainability Awareness," Sustainability, MDPI, vol. 14(21), pages 1-17, November.
    49. Matthew B. Lunde, 2018. "Sustainability in marketing: a systematic review unifying 20 years of theoretical and substantive contributions (1997–2016)," AMS Review, Springer;Academy of Marketing Science, vol. 8(3), pages 85-110, December.
    50. Chen, Xuqi & Gao, Zhifeng & Swisher, Marilyn & House, Lisa & Zhao, Xin, 2018. "Eco-labeling in the Fresh Produce Market: Not All Environmentally Friendly Labels Are Equally Valued," Ecological Economics, Elsevier, vol. 154(C), pages 201-210.
    51. Félix Moya-Anegón & Zaida Chinchilla-Rodríguez & Benjamín Vargas-Quesada & Elena Corera-Álvarez & Francisco José Muñoz-Fernández & Antonio González-Molina & Victor Herrero-Solana, 2007. "Coverage analysis of Scopus: A journal metric approach," Scientometrics, Springer;Akadémiai Kiadó, vol. 73(1), pages 53-78, October.
    52. Xiaobei Liang & Xiaojuan Hu & Hu Meng, 2020. "Truly Sustainability or Hypocrisy: The Effects of Corporate Sustainable Orientation on Consumers’ Quality Perception and Trust Based on Evidence from China," Sustainability, MDPI, vol. 12(7), pages 1-20, March.
    53. Katharina Sammer & Rolf Wüstenhagen, 2006. "The influence of eco‐labelling on consumer behaviour – results of a discrete choice analysis for washing machines," Business Strategy and the Environment, Wiley Blackwell, vol. 15(3), pages 185-199, May.
    54. William Young & Kumju Hwang & Seonaidh McDonald & Caroline J. Oates, 2010. "Sustainable consumption: green consumer behaviour when purchasing products," Sustainable Development, John Wiley & Sons, Ltd., vol. 18(1), pages 20-31.
    55. Hsiang Te Liu & Ruey-Chyn Tsaur, 2020. "The Theory of Reasoned Action Applied to Green Smartphones: Moderating Effect of Government Subsidies," Sustainability, MDPI, vol. 12(15), pages 1-15, July.
    56. Paul, Justin & Modi, Ashwin & Patel, Jayesh, 2016. "Predicting green product consumption using theory of planned behavior and reasoned action," Journal of Retailing and Consumer Services, Elsevier, vol. 29(C), pages 123-134.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Jean Fausner Michel & Claudel Mombeuil & Hemantha Premakumara Diunugala, 2023. "Antecedents of green consumption intention: a focus on generation Z consumers of a developing country," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(12), pages 14545-14566, December.
    2. Jessica Müller & Ángel Acevedo-Duque & Sheyla Müller & Prateek Kalia & Khalid Mehmood, 2021. "Predictive Sustainability Model Based on the Theory of Planned Behavior Incorporating Ecological Conscience and Moral Obligation," Sustainability, MDPI, vol. 13(8), pages 1-16, April.
    3. Yuting Cui & Raphael Lissillour & Juraj Chebeň & Drahoslav Lančarič & Chunlin Duan, 2022. "The position of financial prudence, social influence, and environmental satisfaction in the sustainable consumption behavioural model: Cross‐market intergenerational investigation during the Covid‐19 ," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(4), pages 996-1020, July.
    4. Chang, Tai-Wei, 2023. "An indispensable role in promoting the electric vehicle Industry: An empirical test to explore the integration framework of electric vehicle charger and electric vehicle purchase behavior," Transportation Research Part A: Policy and Practice, Elsevier, vol. 176(C).
    5. Lei Chen & Sheema Matloob & Yang Sunlei & Sikandar Ali Qalati & Ali Raza & Mónica Lorena Sánchez Limón, 2023. "A Moderated–Mediated Model for Eco-Conscious Consumer Behavior," Sustainability, MDPI, vol. 15(2), pages 1-20, January.
    6. Shahnaj Akter & Shahjahan Ali & Mária Fekete-Farkas & Csaba Fogarassy & Zoltán Lakner, 2023. "Why Organic Food? Factors Influence the Organic Food Purchase Intension in an Emerging Country (Study from Northern Part of Bangladesh)," Resources, MDPI, vol. 12(1), pages 1-19, January.
    7. Paola Briganti & Concetta Metallo & Maria Margherita Pagliuca & Luisa Varriale, 2023. "Exploring Citizens’ Behavior to Promote Environmental Sustainability: The Role of Information Overload and Urban Sustainable Policies," Sustainability, MDPI, vol. 15(5), pages 1-17, February.
    8. Murtaza Haider & Randall Shannon & George P. Moschis, 2022. "Sustainable Consumption Research and the Role of Marketing: A Review of the Literature (1976–2021)," Sustainability, MDPI, vol. 14(7), pages 1-36, March.
    9. Claudio A. Bonilla & José M. Merigó & Carolina Torres-Abad, 2015. "Economics in Latin America: a bibliometric analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 105(2), pages 1239-1252, November.
    10. Reason Masengu & Patson Chawuruka & Chenjerai Muchenje, 2025. "Environment attitudes and social influence of sustainable practices: a study on consumer behaviour in Zimbabwe," Future Business Journal, Springer, vol. 11(1), pages 1-18, December.
    11. Piñeiro-Chousa, Juan & López-Cabarcos, M. Ángeles & Romero-Castro, Noelia María & Pérez-Pico, Ada María, 2020. "Innovation, entrepreneurship and knowledge in the business scientific field: Mapping the research front," Journal of Business Research, Elsevier, vol. 115(C), pages 475-485.
    12. Ting Chi & Olabisi Adesanya & Hang Liu & Rebecca Anderson & Zihui Zhao, 2023. "Renting than Buying Apparel: U.S. Consumer Collaborative Consumption for Sustainability," Sustainability, MDPI, vol. 15(6), pages 1-16, March.
    13. Estévez-Mendoza, Carlos & Montoro-Sánchez, Ángeles, 2024. "Exploring the relationship between innovation and corporate governance," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
    14. Chopdar, Prasanta Kr & Paul, Justin & Prodanova, Jana, 2022. "Mobile shoppers’ response to Covid-19 phobia, pessimism and smartphone addiction: Does social influence matter?," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    15. Wang, Siqi & Cheah, Jun-Hwa & Lim, Xin-Jean & Leong, Yee Choy & Choo, Wei Chong, 2022. "Thanks COVID-19, I'll reconsider my purchase: Can fear appeal reduce online shopping cart abandonment?," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
    16. Ciro D. Esposito & Balazs Szatmari & Jonathan M. C. Sitruk & Nachoem M. Wijnberg, 2024. "Getting off to a good start: emerging academic fields and early-stage equity financing," Small Business Economics, Springer, vol. 62(4), pages 1591-1613, April.
    17. Fagerberg, Jan & Landström, Hans & Martin, Ben R., 2012. "Exploring the emerging knowledge base of ‘the knowledge society’," Research Policy, Elsevier, vol. 41(7), pages 1121-1131.
    18. Leslier Valenzuela-Fernández & Manuel Escobar-Farfán, 2022. "Zero-Waste Management and Sustainable Consumption: A Comprehensive Bibliometric Mapping Analysis," Sustainability, MDPI, vol. 14(23), pages 1-24, December.
    19. Xingwei Li & Jiachi Dai & Xiaowen Zhu & Jingru Li & Jinrong He & Yicheng Huang & Xiang Liu & Qiong Shen, 2023. "Mechanism of attitude, subjective norms, and perceived behavioral control influence the green development behavior of construction enterprises," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-13, December.
    20. Imran Hossain & Maria Fekete-Farkas & Md. Nekmahmud, 2022. "Purchase Behavior of Energy-Efficient Appliances Contribute to Sustainable Energy Consumption in Developing Country: Moral Norms Extension of the Theory of Planned Behavior," Energies, MDPI, vol. 15(13), pages 1-20, June.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:endesu:v:27:y:2025:i:5:d:10.1007_s10668-023-04382-8. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.