Abstract
Economic complexity is considered key a driver of social change, structural change, and economic development. Economic complexity is mostly used to capture issues apropos product diversification of exports, trade, technological innovation, human knowledge, and skills. The current study has conducted a detailed bibliometric review of economic complexity, export quality, and trade diversification. In doing so, the authors used the literature up to 2021 to unveil economic complexity’s contextual information that witnessed structural change, social change, and trade indicators. The current study is the first integrative review to report the theoretical contribution, future research agendas, and thematic analysis of economic complexity, export quality, and export diversification. Our study, on the subject of economic complexity, export diversification, and import diversification in the period from 1966 to 2021, was carried out by systematically scanning 386 documents, and it is one of the pioneering studies in this field. In addition, economic diversity, development, and economic complexity; export diversification, import diversification, trade openness, and economic growth; energy, environmental Kuznets curve, and economic complexity; and sustainability and economic diversification are the four main research topics of the study. The findings are discussed apropos of economic complexity and exports, methodological aspects of economic complexity, and environmental issues nexus with economic complexity. The current study reports novel findings toward a path for achieving SDG-9 (industry and innovation) and SDG-13 (climate action). The biometric review enables researchers and policymakers to understand export quality, economic complexity, and the trade nexus and report future research directions for achieving sustainable growth in industries and innovation.
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The datasets used during the current study are available from the corresponding or first author upon reasonable request.
References
Acemoglu D, Robinson JA (2002) Economic backwardness in political perspective. National Bureau of Economic Research, Cambridge, MA, USA
Adam A, Garas A, Katsaiti M, Lapatinas A (2021) Economic complexity and jobs: an empirical analysis. Econ Innov New Technol 32(1):25-52, JRC112053
Ahmad M, Ahmed Z, Majeed A, Huang B (2021) An environmental impact assessment of economic complexity and energy consumption: does institutional quality make a difference? Enviro Impact Assess Rev 89:106603. https://doi.org/10.1016/j.eiar.2021.106603
Ardito L, Coppola R, Barbato L, Verga D (2020) A tool-based perspective on software code maintainability metrics: a systematic literature review. Sci Program 2020:8840389.https://doi.org/10.1155/2020/8840389
Bashir MF, Ma B, Bashir MA, Bilal, Shahzad L (2021a) Scientific datadriven evaluation of academic publications on environmental Kuznets curve. Environ Sci Pollut Res 2021:16982–16999. https://doi.org/10.1007/s11356-021-13110-6
Bashir MF, Ma B, Bilal, Komal B, Bashir MA (2021b) Analysis of environmental taxes publications: a bibliometric and systematic literature review. Environ Sci Pollut Res 28:20700–20716. https://doi.org/10.1007/s11356-020-12123-x
Bornmann L, Leydesdorff L (2015) Topical connections between the institutions within an organization (institutional co-authorships, direct citation links and co-citations). Scientometrics 102(1):455–463
Callon M, Courtial JP, Laville F (1991) Co-word analysis as a tool for describing the network of interactions between basic and technological research: the case of polymer chemistry. Scientometrics 22(1):155–205
Callon M, Courtial JP, Turner WA, Bauin S (1983) From translations to problematic networks: an introduction to co-word analysis. Soc Sci Inf 22(2):191–235
Can M, Gozgor G (2016) The impact of economic complexity on carbon emissions: Evidence from France. Environ Sci Pollut Res 24:16364–16370
Can M, Gozgor G (2017) The impact of economic complexity on carbon emissions: evidence from France. Environ Sci Pollut Res 24:16364–16370
Canh NP, Thanh SD (2020) The dynamics of export diversification, economic complexity and economic growth cycles: global evidence. Foreign Trade Rev 001573252097044. https://doi.org/10.1177/0015732520970441
Cobo MJ, López-Herrera AG, Herrera-Viedma E, Herrera F (2011) Science mapping software tools: review, analysis, and cooperative study among tools. J Am Soc Inform Sci Technol 62(7):1382–1402
De B, Groenewegen FGP, Den Hond F (2005) (2005) A bibliometric analysis of 30 years of research and theory on corporate social responsibility and corporate social performance. Bus Soc 44(3):283–317
Delecroix B, Epstein R (2004) Co-word analysis for the non-scientific information example of Reuters Business Briefings. Data Sci J 3:80–87
Doğan B, Driha OM, Balsalobre Lorente D, Shahzad U (2021) Mitigating the effects of economic complexity and renewable energy on carbon emissions in developed countries. Sustain Dev 1–12. https://doi.org/10.1002/sd.2125
Doğan B, Lorente DB, Nasir MA (2020) European commitment to COP21 and the role of energy consumption, FDI, trade and economic complexity in sustaining economic growth. J Environ Manag 273:111146. https://doi.org/10.1016/j.jenvman.2020.111146
Doğan B, Madaleno M, Tiwari AK, Hammoudeh S (2020b) Impacts of export quality on environmental degradation: does income matter? Environ Sci Pollut Res 27:13735–13772
Doğan B, Saboori B, Can M (2019) Does economic complexity matter for environmental degradation? An empirical analysis for different stages of development. Environ Sci Pollut Res 26:31900–31912
Doğan B, Radulescu M, Saboori B, Shahzad U (2022) Import product diversification and renewable energy: a new appraisal from developed and developing countries. Energy Sources, Part B: Econ, Plan, Policy. https://doi.org/10.1080/15567249.2022.2038733
Ferrarini B, Scaramozzino P (2016) Production complexity, adaptability and economic growth. Struct Chang Econ Dyn 37:52–61. https://doi.org/10.1016/j.strueco.2015.12.001
Ferraz D, Moralles HF, Campoli JS, de Oliveira FCR, do NascimentoRebelatto DA (2018) Economic complexity and human development: DEA performance measurement in Asia and Latin America. Gest Prod 25:839–853
Ferraz D, Falguera FPS, Mariano EB, Hartmann D (2021) Linking economic complexity, diversification, and industrial policy with sustainable development: A structured literature review. Sustainability 13:1265
Fouroudi P, Kitchen PJ, Marvi R, Akarsu TN, Uddin H (2020) A bibliometric investigation of service failure literature and a research agenda. Eur J Mark 54(10):2575–2619. https://doi.org/10.1108/EJM-07-2019-0588
Furtado EPH, Rozeff MS (1987) The wealth effects of company initiated management changes. J Financ Econ 18:147–160
Gao J, Zhou T (2018) Quantifying China’s regional economic complexity. Phys A Stat Mech Appl 492:1591–1603
Gozgor G, Can M (2016) Export product diversification and the environmental Kuznets curve: evidence from Turkey. Environ Sci Pollut Res 23:21594–21603
Guan Y, Kang R, Liu J (2019) Evolution of the field of ecological restoration over the last three decades: a bibliometric analysis. Restor Ecol 27(3):647–660
Hartmann D (2014) Economic complexity and human development: how economic diversification and social networks affect human agency and welfare. Taylor & Francis, Abingdon, UK
Hartmann D, Guevara MR, Jara-Figueroa C, Aristarán M, Hidalgo CA (2017) Linking economic complexity, institutions, and income inequality. World Dev 93:75–93
Hartmann D, Zagato L, Gala P et al (2021) Why did some countries catch-up, while others got stuck in the middle? Stages of productive sophistication and smart industrial policies. Struct Chang Econ Dyn 58:1–13
Hausmann R, Hidalgo CA, Bustos S, Coscia M, Simoes A, Yildirim MA (2014) The Atlas of economic complexity: mapping paths to prosperity; MIT Press: Cambridge. MA, USA
Hidalgo CA (2021) Economic complexity theory and applications. Nat Rev Phys 3:92–113. https://doi.org/10.1038/s42254-020-00275-1
Hidalgo CA, Hausmann R (2009) The building blocks of economic complexity. Proc Natl Acad Sci USA 106:10570–10575
Hidalgo CA, Klinger B, Barabasi AL, Hausmann R (2007) The product space conditions the development of nations. Science 317:482–487
Hirsch JE (2005) An index to quantify an individual’s scientific research output. Proc Natl Acad Sci USA 102(46):16569-16572
Huang DQ, Lang Y, Liu T (2021) The evolving structure of rural construction land in urbanizing China: Case Study of Tai’an Prefecture. Land 10:65
Ikram M, Ferasso M, Sroufe R, Zhang Q (2021) Assessing green technology indicators for cleaner production and sustainable investments in a developing country context. J Clean Prod 322:129090
Ivanova I, Strand Ø, Kushnir D, Leydesdorff L (2017) Economic and technological complexity: a model study of indicators of knowledge-based innovation systems. Technol Forecast Soc Chang 120:77–89. https://doi.org/10.1016/j.techfore.2017.04.007
Jahanger A, Yang B, Huang WC, Murshed M, Usman M, Radulescu M (2022) Dynamic linkages between globalization, human capital, and carbon dioxide emissions: empirical evidence from developing economies. Environ Dev Sustain. https://doi.org/10.1007/s10668-022-02437-w
Keynes JM (1936) General theory of employment, interest and money. Macmillan, London
Koch P (2021) Economic complexity and growth: can value-added exports better explain the link? Econ Lett 198:109682. https://doi.org/10.1016/j.econlet.2020.109682
Kozak M, Bornmann L (2012) A new family of cumulative indexes for measuring scientific performance. PloS One 7(10):e47679. https://doi.org/10.1371/journal.pone.0047679
Lapatinas A (2016) Economic complexity and human development: A note. Econ Bull 36:1441–1452
Lapatinas A (2019) The effect of the Internet on economic sophistication: an empirical analysis. Econ Lett 174:35–38. https://doi.org/10.1016/j.econlet.2018.10.013
Leal AI, Correa RA, Palmeirim JM, Bugalho MN (2019) Is research supporting sustainable management in a changing world? Insights from a Mediterranean silvopastoral system. Agrofor Syst 93(1):355–368
Lu K, Wolfram D (2012) Measuring author research relatedness: a comparison of word-based, topic-based, and author cocitation approaches. J Am Soc Inform Sci Technol 63(10):1973–1986
Mao G, Liu X, Du H, Zuo J, Wang L (2015) Way forward for alternative energy research: a bibliometric analysis during 1994–2013. Renew Sust Energ Rev 48:276–286
Mariani MS, Vidmer A, Medo M, Zhang Y-C (2015) Measuring economic complexity of countries and products: Which metric to use? Eur Phys J B 88:293
Martínez-López FJ, Merigó JM, Valenzuela-Fernández L, Nicolás C (2018) Fifty years of the European Journal of Marketing: a bibliometric analysis. Eur J Mark 52(1/2):439–468. https://doi.org/10.1108/EJM-11-2017-0853
Mazzucato M (2016) From market fixing to market-creating: a new framework for innovation policy. Ind Innov 23:140–156
McCain KW (1990) Mapping authors in intellectual space: a technical overview. J Am Soc Information Sci 41(6):433–443
Neagu O (2019) The link between economic complexity and carbon emissions in the European Union countries: a model based on the environmental Kuznets curve (EKC) approach. Sustainability 11:4753
Niu J, Tang W, Xu F, Zhou X, Song Y (2016) Global research on artificial intelligence from 1990–2014: spatially-explicit bibliometric analysis. ISPRS Int J Geo Inf 5(5):1–19. https://doi.org/10.3390/ijgi5050066
Nguyen CP (2021) Gender equality and economic complexity. Econ Syst 45(4):100921
Oosterlaken I (2015) Economic complexity and human development: how economic diversification and social networks affect human agency and welfare. Taylor & Francis
Paul J, Criado AR (2020) The art of writing literature review: what do we know and what do we need to know? Int Bus Rev 29(4):101717
Persson O (1994) The intellectual base and research fronts of JASIS 1986–1990. J Am Soc Information Sci 45(1):31–38
Prebisch R (1959) Commercial policy in the underdeveloped countries. Am Econ Rev 49(2):251
Prebisch R (1962) The economic development of Latin America and its Principal Problems. United Nations, New York
Rafique MZ, Doğan B, Husain S, Huang S, Shahzad U (2021) Role of economic complexity to induce renewable energy: contextual evidence from G7 and E7 countries. Int J Green Energy 18(7):745–754. https://doi.org/10.1080/15435075.2021.1880912
Rafique MZ, Nadeem AM, Xia W, Ikram M, Shoaib HM, Shahzad U (2022) Does economic complexity matter for environmental sustainability? Using ecological footprint as an indicator. Environ Dev Sustain 1–18. https://doi.org/10.1007/s10668-021-01625-4
Rodríguez-Soler R, Uribe-Toril J, De Pablo Valenciano J (2020) Worldwide trends in the scientific production on rural depopulation, a bibliometric analysis using bibliometrix R-tool. Land Use Policy 97(August 2019):104787. https://doi.org/10.1016/j.landusepol.2020.104787
Rodrik D (2014) Green industrial policy. Oxf Rev Econ Policy 30:469–491
Saviotti PP, Pyka A, Jun B (2016) Education, structural change and economic development. Struct Chang Econ Dyn 38:55–68
Saviotti P-P, Pyka A, Jun B (2020) Diversification, structural change, and economic development.Journal of Evolutionary Economics. https://doi.org/10.1007/s00191-020-00672-w
Schumpeter JA (1982) The theory of economic development: an inquiry into profits, capital, credit, interest, and the business cycle (1912/1934). Transaction Publishers 244
Schumpeter JA (1939) Business Cycles: A Theoretical, Historical, and Statistical Analysis of the Capitalist Process. McGraw-Hill, New York
Scott TJ, Scott JT, Link AN (2017) Commercial complexity and entrepreneurial finance. Econ Innov New Technol 26(5):489–500
Shafique M (2013) Thinking inside the box? Intellectual structure of the knowledge base of innovation research (1988–2008). Strateg Manag J 34(1):62–93
Shahzad U, Ferraz D, Doğan B, Do NascimentoRebelatto DA (2020) Export product diversification and CO2 emissions: contextual evidence from developing and developed economies. J Clean Prod 276:124146. https://doi.org/10.1016/j.jclepro.2020.124146
Shasha ZT, Geng Y, Sun H, Musakwa W, Sun L (2020) Past, current, and future perspectives on eco-tourism: a bibliometric review between 2001 and 2018. Environ Sci Pollut Res 27(19):23514–23528
Sinha A, Sengupta T, Saha T (2020) Technology policy and environmental quality at crossroads: Designing SDG policies for select Asia Pacific countries. Technol Forecast Soc Chang 161:120317
Smith A (1776) An Inquiry into the Nature and Causes of the Wealth of Nations, History of Economic Thought Books, McMaster University Archive for the History of Economic Thought, number smith
Song P, Wang X (2020) A bibliometric analysis of worldwide educational artificial intelligence research development in recent twenty years. Asia Pac Educ Rev 21(3):473–486
Song Y, Wu P, Hampson K, Anumba C (2021) Assessing block-level sustainable transport infrastructure development using a spatial trade-off relation model. Int J Appl Earth Obs Geoinf 105:102585
Usman O, Alola AA, Sarkodie SA (2020) Assessment of the role of renewable energy consumption and trade policy on environmental degradation using innovation accounting: Evidence from the US. Renewable Energy 150:266–277
Vu TV (2020) Economic complexity and health outcomes: A global perspective. Soc Sci Med 265:113480
Wang H, Sun B, Wang P (2019) Dominant technology identification model based on patent information toward sustainable energy development. IEEE Access 7:141374–141385
Wang Z, Jebli MB, Madaleno M, Doğan B, Shahzad U (2021) Does export product quality and renewable energy induce carbon dioxide emissions: evidence from leading complex and renewable energy economies. Renew Energy 171:360–370
Zhang K, Wang Q, Liang QM, Chen H (2016) A bibliometric analysis of research on carbon tax from 1989 to 2014. Renew Sust Energ Rev 58:297–310
Zhu S, Li R (2017a) Economic complexity, human capital and economic growth: empirical research based on cross-country panel data. Appl Econ 49(38):3815–3828
Zhu S, Li R (2017b) Economic complexity, human capital and economic growth: empirical research based on cross-country panel data. Appl Econ 49:3815–3828
Zupic I, Čater T (2015) Bibliometric methods in management and organization. Organ Res Methods 18(3):429–472
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Buhari Doğan: writing, data collection, and review. Amar Rao: writing draft, conclusion, revision, English corrections, and discussion. Diogo Ferraz: data, analysis, review, improvement, and concept. Gagan Deep Sharma: policies, ideas, data, analysis, and editing. Irum Shahzadi: introduction, methods, and data analysis.
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Doğan, B., Rao, A., Ferraz, D. et al. What do we learn from Nexus between trade diversification and structural change: informing the future about climate action and Sustainability. Environ Sci Pollut Res 30, 92162–92181 (2023). https://doi.org/10.1007/s11356-023-28770-9
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DOI: https://doi.org/10.1007/s11356-023-28770-9