Profiling Brazil’s research elite: Insights from a cluster analysis of a large database

Ahmad, S., Qureshi, I. U., Ramzan, M., & Rehman, S. U. (2022). Research elite of Pakistan: Profile and determinants of productivity and impact. Publishing Research Quarterly, 38(2), 263–280. Ahmad S. Qureshi I. U. Ramzan M. Rehman S. U. ( 2022 ). Research elite ofPakistan: Profile and determinants of productivity and impact . Publishing Research Quarterly , 38 ( 2 ), 263 – 280 . Search in Google Scholar

Alves, C. A., & da Silva, L. L. (2022). Perfil e produção científica dos bolsistas de produtividade em pesquisa do CNPq atuantes na educação matemática. Educação Matemática, 24(3), 393–429. Alves C. A. da Silva L. L. ( 2022 ). Perfil e produção científica dos bolsistas de produtividade em pesquisa do CNPq atuantes na educação matemática . Educação Matemática , 24 ( 3 ), 393 – 429 . Search in Google Scholar

Araújo, P. C., & Bufrem, L. S. (2021). The intellectual foundation of the elite of Brazilian researchers on knowledge organization domain. Transinformação, 33, e200068. Araújo P. C. Bufrem L. S. ( 2021 ). The intellectual foundation of theelite of Brazilian researchers on knowledge organization domain . Transinformação , 33 , e200068 . Search in Google Scholar

Azoulay, P., Ganguli, I., & Graff Zivin, J. (2017). The mobility of elite life scientists: Professional and personal determinants. Research Policy, 46(3), 573–590. Azoulay P. Ganguli I. Graff Zivin J. ( 2017 ). The mobility of elite life scientists: Professional and personal determinants . Research Policy , 46 ( 3 ), 573 – 590 . Search in Google Scholar

Baum, J. A. C. (2012). The skewed few: Does “skew” signal quality among journals, articles, and academics? Journal of Management Inquiry, 21(3), 349–354. Baum J. A. C. ( 2012 ). The skewed few: Does “skew” signal quality among journals, articles, and academics?Journal of Management Inquiry , 21 ( 3 ), 349 – 354 . Search in Google Scholar

Borenstein, D., Perlin, M. S., & Imasato, T. (2022). The academic inbreeding controversy: Analysis and evidence from Brazil. Journal of Informetrics, 16(2), 101287. Borenstein D. Perlin M. S. Imasato T. ( 2022 ). The academic inbreeding controversy: Analysis and evidence from Brazil . Journal of Informetrics , 16 ( 2 ), 101287 . Search in Google Scholar

Burns, R. P., & Burns, R. (2008). Business research methods and statistics using SPSS. Sage Publications Ltd. Burns R. P. Burns R. ( 2008 ).Business research methods and statistics using SPSS . Sage Publications Ltd . Search in Google Scholar

CNPq. (2024). Nota técnica. Retrieved July 9, 2024, from https://www.gov.br/cnpq/pt-br/acesso-a-informacao/dados-abertos/nota-tecnicapainelbolsaspqdemandaatendime%20v2-14-03-2024.pdf CNPq ( 2024 ).Nota técnica . Retrieved July 9, 2024, from https://www.gov.br/cnpq/pt-br/acesso-a-informacao/dados-abertos/nota-tecnicapainelbolsaspqdemandaatendime%20v2-14-03-2024.pdf Search in Google Scholar

Costello, A. B., & Osborne, J. (2019). Best practices in exploratory factor analysis: Four recommendations for getting the most from your analysis. Practical Assessment, Research, and Evaluation, 10(1), 7. Costello A. B. Osborne J. ( 2019 ). Best practices in exploratory factor analysis: Four recommendations for getting the most from your analysis . Practical Assessment, Research, and Evaluation , 10 ( 1 ), 7 . Search in Google Scholar

Cox, R. A. K., & Chung, K. H. (1991). Patterns of research output and author concentration in the economics literature. The Review of Economics and Statistics. 740-747. Cox R. A. K. Chung K. H. ( 1991 ). Patterns of research output and author concentration in the economics literature . The Review of Economics and Statistics . 740 - 747 . Search in Google Scholar

Cunha, R., Dimenstein, M., & Dantas, C. (2021). Desigualdades de gênero por área de conhecimento na ciência brasileira: panorama das bolsistas PQ/CNPq. Saúde em Debate, 45, 83-97. Cunha R. Dimenstein M. Dantas C. ( 2021 ). Desigualdades de gênero por área de conhecimento na ciência brasileira: panorama das bolsistas PQ/CNPq . Saúde em Debate , 45 , 83 - 97 . Search in Google Scholar

da Silva, S., Perlin, M., Matsushita, R., Santos, A. A., Imasato, T., & Borenstein, D. (2019). Lotka’s law for the Brazilian scientific output published in journals. Journal of Information Science, 45(5), 705-709. da Silva S. Perlin M. Matsushita R. Santos A. A. Imasato T. Borenstein D. ( 2019 ). Lotka’s law for the Brazilian scientific output published in journals . Journal of Information Science , 45 ( 5 ), 705 - 709 . Search in Google Scholar

de Oliveira Moritz, G., Pereira, M. F., Moritz, M. O., & Maccari, E. A. (2013). A pós-graduação brasileira: evolução e principais desafios no ambiente de cenários prospectivos. Future Studies Research Journal: Trends and Strategies, 5(2), 03-34. de Oliveira Moritz G. Pereira M. F. Moritz M. O. Maccari E. A. ( 2013 ). A pós-graduação brasileira: evolução e principais desafios no ambiente de cenários prospectivos . Future Studies Research Journal: Trends and Strategies , 5 ( 2 ), 03 - 34 . Search in Google Scholar

Di Bitetti, M. S., & Ferreras, J. A. (2017). Publish (in English) or perish: The effect on citation rate of using languages other than English in scientific publications. Ambio, 46, 121-127. Di Bitetti M. S. Ferreras J. A. ( 2017 ). Publish (in English) or perish: The effect on citation rate of using languages other than English in scientific publications . Ambio , 46 , 121 - 127 . Search in Google Scholar

Fan, L., Guo, L., Wang, X., Xu, L., & Liu, F. (2022). Does the author’s collaboration mode lead to papers’ different citation impacts? An empirical analysis based on propensity score matching. Journal of Informetrics, 16(4), 101350. Fan L. Guo L. Wang X. Xu L. Liu F. ( 2022 ). Does the author’s collaboration mode lead to papers’ different citation impacts? An empirical analysis based on propensity score matching . Journal of Informetrics , 16 ( 4 ), 101350 . Search in Google Scholar

Field, A. (2024). Discovering statistics using IBM SPSS statistics. Sage publications limited. Field A. ( 2024 ).Discovering statistics using IBM SPSS statistics . Sage publications limited . Search in Google Scholar

Gomes, C. B., Calabró, L., Oliveira, S. R. D., Martins, L. A. M., Souza, D. O., & Gheno, E. M. (2023). Características dos bolsistas de produtividade em pesquisa da grande área Ciências da Saúde do CNPq. Em Questão, 29, e-123639. Gomes C. B. Calabró L. Oliveira S. R. D. Martins L. A. M. Souza D. O. Gheno E. M. ( 2023 ). Características dos bolsistas de produtividade em pesquisa da grande área Ciências da Saúde do CNPq . Em Questão , 29 , e-123639 . Search in Google Scholar

Guedes, M. D. C., Azevedo, N., & Ferreira, L. O. (2015). A produtividade científica tem sexo? Um estudo sobre bolsistas de produtividade do CNPq. Cadernos pagu, (45), 367-399. Guedes M. D. C. Azevedo N. Ferreira L. O. ( 2015 ). A produtividade científica tem sexo? Um estudo sobre bolsistas de produtividade do CNPq . Cadernos pagu , ( 45 ), 367 - 399 . Search in Google Scholar

Han, F., Zhang, R., Zhang, S., & Yuan, J. (2024). International mobility characteristics, effects of, and effects on elite scientists. Journal of Informetrics, 18(1), 101485. Han F. Zhang R. Zhang S. Yuan J. ( 2024 ). International mobility characteristics, effects of, and effects on elite scientists . Journal of Informetrics , 18 ( 1 ), 101485 . Search in Google Scholar

Holliday, E., Fuller, C. D., Wilson, L. D., & Thomas Jr, C. R. (2013). Success breeds success: authorship distribution in the Red Journal, 1975-2011. International Journal of Radiation Oncology* Biology* Physics, 85(1), 23-28. Holliday E. Fuller C. D. Wilson L. D. Thomas Jr C. R. ( 2013 ). Success breeds success: authorship distribution in the Red Journal, 1975-2011 . International Journal of Radiation Oncology* Biology* Physics , 85 ( 1 ), 23 - 28 . Search in Google Scholar

Horta, H., & Santos, J. M. (2016). The impact of publishing during PhD studies on career research publication, visibility, and collaborations. Research in Higher Education, 57, 28-50. Horta H. Santos J. M. ( 2016 ). The impact of publishing during PhD studies on career research publication, visibility, and collaborations . Research in Higher Education , 57 , 28 - 50 . Search in Google Scholar

Huber, J. C. (1998). The underlying process generating Lotka’s law and the statistics of exceedances. Information Processing & Management, 34(4), 471-487. Huber J. C. ( 1998 ). The underlying process generating Lotka’s law and the statistics of exceedances . Information Processing & Management , 34 ( 4 ), 471 - 487 . Search in Google Scholar

Lei, J., & Hu, G. (2015). Apprenticeship in scholarly publishing: A student perspective on doctoral supervisors’ roles. Publications, 3(1), 27-42. Lei J. Hu G. ( 2015 ). Apprenticeship in scholarly publishing: A student perspective on doctoral supervisors’ roles . Publications , 3 ( 1 ), 27 - 42 . Search in Google Scholar

Leite, A. C. F., & Neto, I. R. (2017). Perfil dos bolsistas de produtividade em pesquisa do CNPq em Educação. Revista Brasileira de Ensino Superior, 3(4), 97-112. Leite A. C. F. Neto I. R. ( 2017 ). Perfil dos bolsistas de produtividade em pesquisa do CNPq em Educação . Revista Brasileira de Ensino Superior , 3 ( 4 ), 97 - 112 . Search in Google Scholar

Li, W., Aste, T., Caccioli, F., & Livan, G. (2019). Early coauthorship with top scientists predicts success in academic careers. Nature communications, 10(1), 5170. Li W. Aste T. Caccioli F. Livan G. ( 2019 ). Early coauthorship with top scientists predicts success in academic careers . Nature communications , 10 ( 1 ), 5170 . Search in Google Scholar

Lotka, A. J. (1926). The frequency distribution of scientific productivity. Journal of the Washington academy of sciences, 16(12), 317-323. Lotka A. J. ( 1926 ). The frequency distribution of scientific productivity . Journal of the Washington academy of sciences , 16 ( 12 ), 317 - 323 . Search in Google Scholar

Mangematin, V. (2000). PhD job market: professional trajectories and incentives during the PhD. Research policy, 29(6), 741-756. Mangematin V. ( 2000 ). PhD job market: professional trajectories and incentives during the PhD . Research policy , 29 ( 6 ), 741 - 756 . Search in Google Scholar

Martelli, D. R., Oliveira, M. C. L., Pinheiro, S. V., Santos, M. L., Dias, V., da Silva, A. C. S., … & Oliveira, E. A. (2019). Profile and scientific output of researchers recipients of CNPq productivity grant in the field of medicine. Revista da Associação Médica Brasileira, 65, 682-690. Martelli D. R. Oliveira M. C. L. Pinheiro S. V. Santos M. L. Dias V. da Silva A. C. S. Oliveira E. A. ( 2019 ). Profile and scientific output of researchers recipients of CNPq productivity grant in the field of medicine . Revista da Associação Médica Brasileira , 65 , 682 - 690 . Search in Google Scholar

Martins, P. R., & Schäfer, M. B. (2023). Comportamento de publicação dos pesquisadores bolsistas de produtividade em pesquisa (PQ-1A) na área de Letras. Revista ACB: Biblioteconomia em Santa Catarina, 28(1), 8. Martins P. R. Schäfer M. B. ( 2023 ). Comportamento de publicação dos pesquisadores bolsistas de produtividade em pesquisa (PQ-1A) na área de Letras . Revista ACB: Biblioteconomia em Santa Catarina , 28 ( 1 ), 8 . Search in Google Scholar

Mendes, P. H. C., Martelli, D. R. B., Souza, W. P. D., Quirino Filho, S., & Martelli Júnior, H. (2010). Perfil dos pesquisadores bolsistas de produtividade científica em medicina no CNPq, Brasil. Revista Brasileira de Educação Médica, 34, 535-541. Mendes P. H. C. Martelli D. R. B. Souza W. P. D. Quirino Filho S. Martelli Júnior H. ( 2010 ). Perfil dos pesquisadores bolsistas de produtividade científica em medicina no CNPq, Brasil . Revista Brasileira de Educação Médica , 34 , 535 - 541 . Search in Google Scholar

Oliveira, A., Melo, M. F. D., Rodrigues, Q. B. D., & Pequeno, M. (2021). Gênero e desigualdade na academia brasileira: uma análise a partir dos bolsistas de produtividade em pesquisa do CNPq. Configurações. Revista Ciências Sociais, (27), 75-93. Oliveira A. Melo M. F. D. Rodrigues Q. B. D. Pequeno M. ( 2021 ). Gênero e desigualdade na academia brasileira: uma análise a partir dos bolsistas de produtividade em pesquisa do CNPq . Configurações. Revista Ciências Sociais , ( 27 ), 75 - 93 . Search in Google Scholar

Parker, J., Lortie, C., & Allesina, S. (2010). Characterizing a scientific elite: the social characteristics of the most highly cited scientists in environmental science and ecology. Scientometrics,85(1), 129-143. Parker J. Lortie C. Allesina S. ( 2010 ). Characterizing a scientific elite: the social characteristics of the most highly cited scientists in environmental science and ecology . Scientometrics , 85 ( 1 ), 129 - 143 . Search in Google Scholar

Parker, J. N., Allesina, S., & Lortie, C. J. (2013). Characterizing a scientific elite (B):Publication and citation patterns of the most highly cited scientists in environmental science and ecology. Scientometrics, 94, 469-480. Parker J. N. Allesina S. Lortie C. J. ( 2013 ). Characterizing a scientific elite (B): Publication and citation patterns of the most highly cited scientists in environmental science and ecology . Scientometrics , 94 , 469 - 480 . Search in Google Scholar

Pereira, J. C. R. (2006). Revista de Saúde Pública: forty years of Brazilian scientific production. Revista de Saúde Pública, 40, 148-159. Pereira J. C. R. ( 2006 ). Revista de Saúde Pública: forty years of Brazilian scientific production . Revista de Saúde Pública , 40 , 148 - 159 . Search in Google Scholar

Perlin, M., Kirch, G., Vancin, D., & Mastella, M. (2021). O Impacto da Titulação Acadêmica de Conselheiros e Diretores sobre a Performance de Empresas Negociadas na B3. BBR. Brazilian Business Review, 18, 561-584. Perlin M. Kirch G. Vancin D. Mastella M. ( 2021 ). O Impacto da Titulação Acadêmica de Conselheiros e Diretores sobre a Performance de Empresas Negociadas na B3 . BBR. Brazilian Business Review , 18 , 561 - 584 . Search in Google Scholar

Schwartzman, S. (2022). Pesquisa e Pós-Graduação no Brasil: duas faces da mesma moeda?. Estudos Avançados, 36, 227-254. Schwartzman S. ( 2022 ). Pesquisa e Pós-Graduação no Brasil: duas faces da mesma moeda? . Estudos Avançados , 36 , 227 - 254 . Search in Google Scholar

Singh, A., Yadav, A., & Rana, A. (2013). K-means with Three different Distance Metrics. International Journal of Computer Applications, 67(10). Singh A. Yadav A. Rana A. ( 2013 ). K-means with Three different Distance Metrics . International Journal of Computer Applications , 67 ( 10 ). Search in Google Scholar

Sobrino, M. I. M., Caldes, A. I. P., & Guerrero, A. P. (2009). Lotka law applied to the scientific production of information science area. Brazilian Journal of Information Science: research trends, 2(1). Sobrino M. I. M. Caldes A. I. P. Guerrero A. P. ( 2009 ). Lotka law applied to the scientific production of information science area . Brazilian Journal of Information Science: research trends , 2 ( 1 ). Search in Google Scholar

Tahamtan, I., Safipour Afshar, A., & Ahamdzadeh, K. (2016). Factors affecting number of citations: a comprehensive review of the literature. Scientometrics, 107, 1195-1225. Tahamtan I. Safipour Afshar A. Ahamdzadeh K. ( 2016 ). Factors affecting number of citations: a comprehensive review of the literature . Scientometrics , 107 , 1195 - 1225 . Search in Google Scholar

Uddin, S., Choudhury, N., & Hossain, M. E. (2019). A research framework to explore knowledge evolution and scholarly quantification of collaborative research. Scientometrics, 119, 789-803. Uddin S. Choudhury N. Hossain M. E. ( 2019 ). A research framework to explore knowledge evolution and scholarly quantification of collaborative research . Scientometrics , 119 , 789 - 803 . Search in Google Scholar

Waltman, L., Van Eck, N. J., & Wouters, P. (2013). Counting publications and citations: Is more always better?. Journal of Informetrics, 7(3), 635-641. Waltman L. Van Eck N. J. Wouters P. ( 2013 ). Counting publications and citations: Is more always better? . Journal of Informetrics , 7 ( 3 ), 635 - 641 . Search in Google Scholar

Xie, Q., Zhang, X., Kim, G., & Song, M. (2022). Exploring the influence of coauthorship with top scientists on researchers’ affiliation, research topic, productivity, and impact. Journal of Informetrics, 16(3), 101314. Xie Q. Zhang X. Kim G. Song M. ( 2022 ). Exploring the influence of coauthorship with top scientists on researchers’ affiliation, research topic, productivity, and impact . Journal of Informetrics , 16 ( 3 ), 101314 . Search in Google Scholar