Quantitative research in entrepreneurship using R software for data analysis
DOI:
10.14211/regepe.esbj.e2384Keywords:
Quantitative methods, R software, Secondary dataAbstract
Objective of the study: this editorial aims to present an overview of Brazilian quantitative research in entrepreneurship, as well as describing possibilities for advancing this methodological approach. Methodology and approach: the article consists of an editorial publication, built from bibliographic research of entrepreneurship literature and theoretical reflections. Main Results: Most national entrepreneurship research follows a qualitative approach. Despite its relevance, quantitative research also has multiple potentialities, especially associated with the use of data originating from secondary sources. Main theoretical and methodological contributions: We present public databases that can be used by entrepreneurship researchers to advance theory. Some strategies for using these bases are exemplified through a brief tutorial in R language. We further debate about strategies to strengthen quantitative research in the area. Finally, we bring a research agenda. Relevance/Originality: contents that are still little explored in the national literature are presented, such as the use of secondary data and machine learning. Social and managerial contributions: some of the databases presented in the study come from government sources and can be used to support the construction of public policies for entrepreneurship. In addition, the precepts on quantitative research presented in this editorial can support managers who work with data analysis to perform more robust studies, regardless of the area, whether practical or academic.
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Almeida, F. M., Valadares, J. L., & Sediyama, G. A. S. (2017). A Contribuição do Empreendedorismo para o Crescimento Econômico dos Estados Brasileiros. REGEPE - Revista de Empreendedorismo e Gestão de Pequenas Empresas, 6(3), 466–494. https://doi.org/10.14211/regepe.v6i3.552
Anderson, B. S., Wennberg, K., & McMullen, J. S. (2019). Editorial: Enhancing quantitative theory-testing entrepreneurship research. Journal of Business Venturing, 34(5), 105928. https://doi.org/10.1016/j.jbusvent.2019.02.001
Arenius, P., Engel, Y., & Klyver, K. (2017). No particular action needed? A necessary condition analysis of gestation activities and firm emergence. Journal of Business Venturing Insights, 8(June), 87–92. https://doi.org/10.1016/j.jbvi.2017.07.004
Audretsch, D. B., Belitski, M., Chowdhury, F., & Desai, S. (2021). Necessity or opportunity? Government size, tax policy, corruption, and implications for entrepreneurship. Small Business Economics. https://doi.org/10.1007/s11187-021-00497-2
Audretsch, D. B., & Moog, P. (2020). Democracy and Entrepreneurship. Entrepreneurship: Theory and Practice, 1–25. https://doi.org/10.1177/1042258720943307
Barbosa, R., & Borges, C. (2021). A Saúde do Empreendedor no Brasil: Uma Análise dos Dados do Sistema de Informação de Agravos de Notificação (SINAN). Future Studies Research Journal: Trends and Strategies, 13(1), 28–41. https://doi.org/10.24023/futurejournal/2175-5825/2021.v13i1.532
Barros, A. A., & Pereira, C. M. M. A. (2008). Empreendedorismo e Crescimento Econômico: uma Análise Empírica. Revista de Administração Contemporânea, 12(4), 975–993. https://doi.org/10.1590/S1415-65552008000400005
Benatti, L. N., da Silva, E. E., & Prearo, L. C. (2021). Microempreendedores individuais e o desenvolvimento econômico nos municípios paulistas de 2010 a 2014. Iberoamerican Journal of Entrepreneurship and Small Business, 10(2), e1676-e1676. https://doi.org/10.14211/regepe.e1676
Burke, A., & Cowling, M. (2020). On the critical role of freelancers in agile economies. Small Business Economics, 55(2), 393–398. https://doi.org/10.1007/s11187-019-00240-y
Bzdok, D., Altman, N., & Krzywinski, M. (2018). Statistics versus machine learning. Nature Methods, 15(4), 233–234. https://doi.org/10.1038/nmeth.4642
Canestrino, R., Ćwiklicki, M., Magliocca, P., & Pawełek, B. (2020). Understanding social entrepreneurship: A cultural perspective in business research. Journal of Business Research, 110(July 2019), 132–143. https://doi.org/10.1016/j.jbusres.2020.01.006
Chalmers, D., MacKenzie, N. G., & Carter, S. (2021). Artificial Intelligence and Entrepreneurship: Implications for Venture Creation in the Fourth Industrial Revolution. Entrepreneurship: Theory and Practice, 45(5), 1028–1053. https://doi.org/10.1177/1042258720934581
Cooper, D. R., & Schindler, P. S. (2014). Business Research Methods. In Business Research Methods (12th ed.). McGraw-Hill Irwin.
Cristi, M. A. A. (2018). Los métodos positivista y fenomenológico, una explicación desde las ciencias naturales y sociales. Revista Pesquisa Qualitativa, 6(12), 541. https://doi.org/10.33361/rpq.2018.v.6.n.12.219
Dyer, W. G., Dyer, W. J., & Gardner, R. G. (2013). Should My Spouse Be My Partner? Preliminary Evidence From the Panel Study of Income Dynamics. Family Business Review, 26(1), 68–80. https://doi.org/10.1177/0894486512449354
Favero, L. P., & Belfiore, P. (2017). Manual de análise de dados: estatística e modelagem multivariada com Excel®, SPSS® e Stata® (1st ed.). GEN.
Ferreira, A. D. M. F., Loiola, E., & Guedes Gondim, S. M. (2020). Produção científica em empreendedorismo no Brasil: uma revisão da literatura de 2004 a 2020. Gestão & Planejamento-G&P, 21. DOI: 10.21714/2178-8030gep.v.21.5618
Fischer, B. B., Schaeffer, P. R., Vonortas, N. S., & Queiroz, S. (2018). Quality comes first: university-industry collaboration as a source of academic entrepreneurship in a developing country. The Journal of Technology Transfer, 43(2), 263-284. https://doi.org/10.1007/s10961-017-9568-x
Gil, A. C., & Silva, S. P. M. (2015). O Método Fenomenológico na Pesquisa sobre Empreendedorismo no Brasil. Revista de Ciências Da Administração, 17(41), 99–113. https://doi.org/10.5007/2175-8077.2015v17n41p99
Gindling, T. H., & Newhouse, D. (2013). Self-Employment in the Developing World. In Background Paper to the 2013 World Development Report (Issue September 2012). https://doi.org/10.1016/j.worlddev.2013.03.003
Hair, J. F., Black, W. C., Babin, B. J., Anderson, R. E., & Tatham, R. L. (2009). Análise Multivariada de Dados. Bookman.
Hechavarría, D. M., & Ingram, A. E. (2019). Entrepreneurial ecosystem conditions and gendered national-level entrepreneurial activity: a 14-year panel study of GEM. Small Business Economics, 53(2), 431–458. https://doi.org/10.1007/s11187-018-9994-7
Hornik, K. (2020). R FAQ. Frequently Asked Questions on R. https://cran.r-project.org/doc/FAQ/R-FAQ.html#What-is-R_003f
Hox, J. J., & Boeije, H. R. (2005). Data Collection, Primary vs. Secondary. In Encyclopedia of Social Measurement (pp. 593–599). https://doi.org/10.1016/B0-12-369398-5/00041-4
IBGE. (2021). Indicadores IBGE - Pesquisa Nacional por Amostra de Domicílios Contínua - Quarto Semestre de 2020.
James, G., Witten, D., Hastie, T., & Tibshirani, R. (2013). An Introduction to Statistical Learning - with Applications in R. Springer.
Kaminski, J. C., & Hopp, C. (2020). Predicting outcomes in crowdfunding campaigns with textual, visual, and linguistic signals. Small Business Economics, 55(3), 627–649. https://doi.org/10.1007/s11187-019-00218-w
Koumbarakis, P., & Volery, T. (2022). Predicting new venture gestation outcomes with machine learning methods. Journal of Small Business Management, 1-34. https://doi.org/10.1080/00472778.2022.2082453
Kwapsiz, A., & Hechavarria, D. (2018). Women don’t ask: an investigation of startup financing and gender. Venture Capital, 20(2), 159–190. https://doi.org/10.1080/13691066.2017.1345119
Maula, M., & Stam, W. (2020). Enhancing Rigor in Quantitative Entrepreneurship Research. Entrepreneurship: Theory and Practice, 44(6), 1059–1090. https://doi.org/10.1177/1042258719891388
McDonald, S., Gan, B. C., Fraser, S. S., Oke, A., & Anderson, A. R. (2015). A review of research methods in entrepreneurship 1985-2013. International Journal of Entrepreneurial Behavior & Research. https://doi.org/10.1108/IJEBR-02-2014-0021
Moortel, D. D., & Vanroelen, C. (2017). Classifying self-employment and creating an empirical typology. http://hdl.voced.edu.au/10707/449386.
Morais, M. C. A., Emmendoerfer, M. L., Vitória, J. R., Mendes, W. A. Socioeconomic determinants of the individual micro-entrepreneur (IME). Iberoamerican Journal of Entrepreneurship and Small Business, 11(3), e2070. https://doi.org/10.14211/ibjesb.e2070
Muñoz-Fernández, Á., Assudani, R., & Khayat, I. (2019). Role of context on propensity of women to own business. Journal of Global Entrepreneurship Research, 9(1). https://doi.org/10.1186/s40497-019-0160-8
Nassif, V. M. J., Silva, N. B., Ono, A. T., Bontempo, P. C., & Tinoco, T. (2010). Empreendedorismo: área em evolução? Uma revisão dos estudos e artigos publicados entre 2000 e 2008. RAI-Revista de Administração e Inovação, 7(1), 175-193.
Naudé, W. (2010). Promoting Entrepreneurship in Developing Countries: Policy Challenges (Issue 4).
Neergaard, H., & Ulhoi, J. P. (2007). Introduction: Methodological variety in enterpreneurship research. In Handbook of Qualitative Research Methods in Entrepreneurship (pp. 1–14). https://doi.org/10.1108/GM-04-2013-0043
Obschonka, M., & Audretsch, D. B. (2020). Artificial intelligence and big data in entrepreneurship: a new era has begun. Small Business Economics, 55(3), 529–539. https://doi.org/10.1007/s11187-019-00202-4
Obschonka, M., Fisch, C., & Boyd, R. (2017). Using digital footprints in entrepreneurship research: A Twitter-based personality analysis of superstar entrepreneurs and managers. Journal of Business Venturing Insights, 8, 13–23. https://doi.org/10.1016/j.jbvi.2017.05.005
Oliveira Junior, A. B. D., Gattaz, C. C., Bernardes, R. C., & Iizuka, E. S. (2018). Pesquisa em empreendedorismo (2000-2014) nas seis principais revistas brasileiras de administração: lacunas e direcionamentos. Cadernos EBAPE. BR, 16, 610-630. https://doi.org/10.1590/1679-395167644
Pagotto, D., Barbosa, R., Borges, C., & Nassif, V. (2022). Sentimentos Negativos de Empreendedores e a Covid-19: Uma Análise de Tweets. Revista Inteligência Competitiva, 12(1), e0414-e0414. https://doi.org/10.24883/IberoamericanIC.v12i.2022.e0414
Pagotto, D. P., Borges, C. V., Almeida, M. I. S., Hoffmann, V. E. Forms of Capital, innovation capability and innovation in new ventures. Iberoamerican Journal of Entrepreneurship and Small Business, 11(2), 1-11, https://doi.org/10.14211/regepe.e1952
Pagotto, D., Teixeira, D. M., Miranda Filho, S. S., Borges, C., & Arantes, F. P. (2020). A evolução do empreendedorismo por mulheres em Goiás. In Perfil da Empreendedora Goiana - o empreendedorismo por mulheres e seus desafios (pp. 1–102). Sebrae - Goiás.
Prüfer, J., & Prüfer, P. (2020). Data science for entrepreneurship research: studying demand dynamics for entrepreneurial skills in the Netherlands. Small Business Economics, 55(3), 651–672. https://doi.org/10.1007/s11187-019-00208-y
Reynolds, P. D., Curtin, R. T. Business Creation in the United States: Panel Study of Entrepreneurial Dynamics II Initial Assessment. Foundations and Trends® in Entrepreneurship, v. 4, n. 3, p. 155–307, 2008.
Reynolds, P. D., Hechavarria, D., Tian, L. R., Samuelsson, M., & Davidsson, P. (2016). Panel study of entrepreneurial dynamics: A five cohort outcomes harmonized data set. Res. Gate, Revision 1, 1–48. https://doi.org/10.13140/RG.2.1.2561.7682
Rossi, M. de F. P. (2018). O trabalhador por conta própria: empreendedorismo e autoemprego na Região Metropolitana de Belo Horizonte/MG. Revista Ciências Do Trabalho, 12, 37–53.
Santiago, C. E. P., & Vasconcelos, A. M. N. (2017). Do catador ao doutor: Um retrato da informalidade do trabalhador por conta própria no Brasil. Nova Economia, 27(2), 213–246. https://doi.org/10.1590/0103-6351/2588
Semrau, T., & Hopp, C. (2016). Complementary or compensatory? A contingency perspective on how entrepreneurs’ human and social capital interact in shaping start-up progress. Small Business Economics, 46(3), 407–423. https://doi.org/10.1007/s11187-015-9691-8
Suarez, J. L., White, R. W., Parker, S. C., & Jiménez-Mavillard, A. (2020). Entrepreneurship bias and the mass media: evidence from big data. Academy of Management Discoveries, 7(2), 1–49. https://doi.org/10.5465/amd.2018.0177
von Bloh, J., Broekel, T., Özgun, B., & Sternberg, R. (2020). New(s) data for entrepreneurship research? An innovative approach to use Big Data on media coverage. Small Business Economics, 55(3), 673–694. https://doi.org/10.1007/s11187-019-00209-x
Warhuus, J. P., Frid, C. J., & Gartner, W. B. (2021). Ready or not? Nascent entrepreneurs’ actions and the acquisition of external financing. International Journal of Entrepreneurial Behaviour and Research, 27(6), 1605–1628. https://doi.org/10.1108/IJEBR-09-2020-0586
Wennberg, K., & Anderson, B. S. (2020). Editorial: Enhancing the exploration and communication of quantitative entrepreneurship research. Journal of Business Venturing, 35(3), 105938. https://doi.org/10.1016/j.jbusvent.2019.05.002
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