Abstract
Entrepreneurialism is an increasing trend in career choices. While confidence in certain skills can help combat the complexity of these new roles, gender identity and major may also influence self-beliefs and career plans. This study utilizes survey data from the 2019 and 2020 administrations of the National Survey of Student Engagement, with a sample of 74,572 seniors at 264 higher education institutions. Ordinary least squares (OLS) regression analyses were used to explore the relationship between student and institutional characteristics (with particular focus on gender and major) and confidence in creative thinking and entrepreneurial skills. Binary logistic regression models were used to determine the predictive power of the student identities and institutional characteristics, along with creative and entrepreneurial confidence, for future plans for self-employment and starting a business. Results from the OLS regression models suggest that even after controlling for demographic and institutional characteristics, gender identity and major predict confidence in creative and entrepreneurial skills. Furthermore, the logistic regression models suggest that gender identity, major, and skills confidence are also predictors of plans for self-employment and starting a business. The findings demonstrate the need to address certain gaps through educational interventions, including increasing confidence for women and among arts and humanities majors.
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Data availability
The NSSE data set is proprietary and not currently available for free public use. Syntax for all analyses included in this paper are available from the authors upon request. However, data are only available from the authors upon reasonable request and with permission of Indiana University General Counsel and Center for Postsecondary Research.
References
Afshan, G., Shahid, S., & Tunio, M. N. (2021). Learning experiences of women entrepreneurs amidst COVID-19. International Journal of Gender and Entrepreneurship, 13(2), 162–186. https://doi.org/10.1108/IJGE-09-2020-0153
Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision Processes, 50(2), 179–211. https://doi.org/10.1016/0749-5978(91)90020-T
Aldrich, J. O. (2019). Using IBM SPSS Statistics: An interactive hands-on approach. Sage Publications Inc.
Anaya, G. (1999). College impact on student learning: Comparing the use of self-reported gains, standardized test scores, and college grades. Research in Higher Education, 40, 499–526. https://doi.org/10.1023/A:1018744326915
Baer, J., & Kaufman, J. C. (2005). Bridging generality and specificity: The amusement park theoretical (apt) model of creativity. Roeper Review, 27(3), 158–163. https://doi.org/10.1080/02783190509554310
Bagheri, A., & Lope Pihie, Z. A. (2014). The moderating role of gender in shaping entrepreneurial intentions: Implications for vocational guidance. International Journal for Educational and Vocational Guidance, 14, 255–273. https://doi.org/10.1007/s10775-014-9269-z
Bandura, A., Barbaranelli, C., Caprara, G. V., & Pastorelli, C. (2001). Self-efficacy beliefs as shapers of children’s aspirations and career. Child Development, 72(1), 187–206.
Bennett, D. (2019). Graduate employability and higher education: Past, present, and future. HERDSA Review of Higher Education, 5, 31–61.
Bennett, D., Ananthram, S., Lindsay, S., Benati, K., & Jevons, C. (2022). Employability beliefs of business students by gender and year of study: Implications for higher education. International Journal of Management Education. https://doi.org/10.1016/j.ijme.2022.100654
Chen, C. C., Greene, P. G., & Crick, A. (1998). Does entrepreneurial self-efficacy distinguish entrepreneurs from managers? Journal of Business Venturing, 13, 295–316. https://doi.org/10.1016/S0883-9026(97)00029-3
Del Baldo, M. (2022). New ways of working during (and after) the COVID-19 pandemic: Truly smart for women? In P. Paolini & R. Lombardi (Eds.), Organizational Resilience and Female Entrepreneurship During Crises (pp. 151–170). Springer.
Dempsey, D., & Jennings, J. (2014). Gender and entrepreneurial self-efficacy: A learning perspective. International Journal of Gender and Entrepreneurship, 6(1), 28–49. https://doi.org/10.1108/IJGE-02-2013-0013
Díaz-García, C., & Jiménez-Moreno, F. S. J. (2015). Evaluación del impacto del programa educativo “Emprendedores” en la intención emprendedora de los participantes. Revista De Universidad y Sociedad Del Conocimiento, 12, 17–31. https://doi.org/10.7238/rusc.v12i3.2146
Díaz-García, M. C., & Jiménez-Moreno, J. (2010). Entrepreneurial intention: The role of gender. International Entrepreneurship and Management Journal, 6(3), 261–283. https://doi.org/10.1007/s11365-008-0103-2
Du, K., Wang, Y., Ma, X., Luo, Z., Wang, L., & Shi, B. (2020). Achievement goals and creativity: The mediating role of creative self-efficacy. Educational Psychology, 40(10), 1249–1269. https://doi.org/10.1080/01443410.2020.1806210
Fabeil, N. F., Mahmud, L. J., Fabeil, N. F., Langgat, J., Pazim, K. H., & Mahmud, R. (2022). Self-employment among graduates during the Covid-19 pandemic: Necessity or opportunity entrepreneurship driven. Journal of Economics and Business, 3(2), 837–844. https://doi.org/10.31014/aior.1992.05.01.400
Farmer, S. M., & Tierney, P. (2017). Considering creative self-efficacy: Its current state and ideas for future inquiry. In M. Karwowski & J. C. Kaufman (Eds.), The creative self: Effect of beliefs, self-efficacy, mindset, and identity (pp. 23–47). Academic Press. https://doi.org/10.1016/B978-0-12-809790-8.00002-9
Ferreras-Garcia, R., Hernández-Lara, A. B., & Serradell-López, E. (2020). Gender and learning results: A study on their relationship in entrepreneurship education and business plans. Studies in Higher Education. https://doi.org/10.1080/03075079.2020.1723525
Field, A. (2009). Discovering statistics using SPSS (3rd ed.). Sage Publications.
Fosnacht, K., Sarraf, S., Howe, E., & Peck, L. (2017). How important are high response rates for college surveys? The Review of Higher Education, 40(2), 245–265. https://doi.org/10.1353/rhe.2017.0003
Fuller, B., Liu, Y., Bajaba, S., Marler, L. E., & Pratt, J. (2018). Examining how the personality, self-efficacy, and anticipatory cognitions of potential entrepreneurs shape their entrepreneurial intentions. Personality and Individual Differences, 125, 120–125. https://doi.org/10.1016/j.paid.2018.01.005
Gatewood, E. J., Shaver, K. G., Powers, J. B., & Gartner, W. B. (2002). Entrepreneurial expectancy, task effort, and performance. Entrepreneurship Theory and Practice, 27(2), 187–206. https://doi.org/10.1111/1540-8520.00006
Goldberg, A. E., Matsuno, E., & Beemyn, G. (2021). “I want to be safe… And I also want a job”: Career considerations and decision-making among transgender graduate students. The Counseling Psychologist, 49(8), 1147–1187. https://doi.org/10.1177/00110000211037671
Habók, A., Magyar, A., Németh, M. B., & Csapó, B. (2020). Motivation and self-related beliefs as predictors of academic achievement in reading and mathematics: Structural equation models of longitudinal data. International Journal of Educational Research, 103(June), 101634. https://doi.org/10.1016/j.ijer.2020.101634
Hamidi, D. Y., Wennberg, K., & Berglund, H. (2008). Creativity in entrepreneurship education. Journal of Small Business and Enterprise Development, 15(2), 304–320. https://doi.org/10.1108/14626000810871691
Hass, R. W., Katz-Buonincontro, J., & Reiter-Palmon, R. (2019). The creative self and creative thinking: An exploration of predictive effects using Bayes factor analyses. Psychology of Aesthetics, Creativity, and the Arts, 13(4), 375. https://doi.org/10.1037/aca0000169
Hayek, J. C., Carini, R. M., O’Day, P. T., & Kuh, G. D. (2002). Triumph or tragedy: Comparing student engagement levels of members of Greek-letter organizations and other students. Journal of College Student Development, 43(5), 643–663.
He, W.-J., & Wong, W.-C. (2021). Gender differences in creative self-efficacy: Findings of mean and variability analyses. Thinking Skills and Creativity. https://doi.org/10.1016/j.tsc.2021.100955
Heilman, M. E., & Chen, J. J. (2003). Entrepreneurship as a solution: The allure of self-employment for women and minorities. Human Resource Management Review, 13(2), 347–364. https://doi.org/10.1016/S1053-4822(03)00021-4
Henry, C. (2020). Reconceptualizing the role of the future entrepreneurship educator: An exploration of the content challenge. Entrepreneurship and Regional Development, 32(9–10), 657–676. https://doi.org/10.1080/08985626.2020.1737416
Henry, C., Foss, L., & Ahl, H. (2016). Gender and entrepreneurship research: A review of methodological approaches. International Small Business Journal, 34(3), 217–241. https://doi.org/10.1177/0266242614549779
Hernández-Torrano, D., & Ibrayeva, L. (2020). Creativity and education: A bibliometric mapping of the research literature (1975–2019). Thinking Skills and Creativity. https://doi.org/10.1016/j.tsc.2019.100625
Huang, F. L. (2020). MANOVA: A procedure whose time has passed? Gifted Child Quarterly, 64(1), 56–60. https://doi.org/10.1177/0016986219887200
Huffman, A. H., Mills, M. J., Howes, S. S., & Albritton, M. D. (2021). Workplace support and affirming behaviors: Moving toward a transgender, gender diverse, and non-binary friendly workplace. International Journal of Transgender Health, 22(3), 225–242. https://doi.org/10.1080/26895269.2020.1861575
Israr, M., & Saleem, M. (2018). Entrepreneurial intentions among university students in Italy. Journal of Global Entrepreneurship Research, 8(1), 1–14. https://doi.org/10.1186/s40497-018-0107-5
Jackson, D., & Tomlinson, M. (2020). Investigating the relationship between career planning, proactivity and employability perceptions among higher education students in uncertain labour market conditions. Higher Education, 80(3), 435–455. https://doi.org/10.1007/s10734-019-00490-5
Karwowski, M. (2011). It doesn’t hurt to ask… But sometimes it hurts to believe: Polish students’ creative self-efficacy and its predictors. Psychology of Aesthetics, Creativity, and the Arts, 5(2), 154–164. https://doi.org/10.1037/a0021427
Karwowski, M., Han, M. H., & Beghetto, R. A. (2019). Toward dynamizing the measurement of creative confidence beliefs. Psychology of Aesthetics, Creativity, and the Arts, 13(2), 193–202. https://doi.org/10.1037/aca0000229
Kaufman, J. C., Pumaccahua, T. T., & Holt, R. E. (2013). Personality and creativity in realistic, investigative, artistic, social, and enterprising college majors. Personality and Individual Differences, 54(8), 913–917. https://doi.org/10.1016/j.paid.2013.01.013
Laguia, A., Garcia-Ael, C., Wach, D., & Moriano, J. A. (2018). Think entrepreneur-think male: A task and relationship scale to measure gender stereotypes in entrepreneurship. International Entrepreneurship, 15(3), 749–772. https://doi.org/10.1007/s11365-018-0553-0
Lanero, A., Vázquez, J. L., Gutiérrez, P., & García, M. P. (2011). The impact of entrepreneurship education in European universities: An intention-based approach analyzed in the Spanish area. International Review on Public and Nonprofit Marketing, 8(2), 111–130. https://doi.org/10.1007/s12208-011-0067-8
LeBreton, J. M., & Senter, J. L. (2008). Answers to 20 questions about interrater reliability and interrater agreement. Organizational Research Methods, 11(4), 815–852. https://doi.org/10.1177/1094428106296642
Lee, S., Schmidt-Klau, D., & Verick, S. (2020). The labour market impacts of COVID-19: A global perspective. Indian Journal of Labour Economics, 63, 11–15. https://doi.org/10.1007/s41027-020-00249-y
Lent, R. W., & Brown, S. D. (2019). Social cognitive career theory at 25: Empirical status of the interest, choice, and performance models. Journal of Vocational Behavior. https://doi.org/10.1016/j.jvb.2019.06.004
Lent, R. W., Brown, S. D., & Hackett, G. (1994). Toward a unifying social cognitive theory of career and academic interest, choice, and performance. Journal of Vocational Behavior, 45(1), 79–122. https://doi.org/10.1006/jvbe.1994.1027
Liguori, E. W., Bendickson, J. S., & McDowell, W. C. (2018). Revisiting entrepreneurial intentions: A social cognitive career theory approach. International Entrepreneurship and Management Journal, 14(1), 67–78. https://doi.org/10.1007/s11365-017-0462-7
Lindqvist, A., Sendén, M. G., & Renström, E. A. (2021). What is gender, anyway: A review of the options for operationalising gender. Psychology & Sexuality, 12(4), 332–344. https://doi.org/10.1080/19419899.2020.1729844
Matsuno, E., & Budge, S. L. (2017). Non-binary/genderqueer identities: A critical review of the literature. Current Sexual Health Reports, 9(3), 116–120. https://doi.org/10.1007/s11930-017-0111-8
Mayhew, M. J., Rockenbach, A. N., Bowman, N. A., Seifert, T. A., Wolniak, G. C., Pascarella, E. T., & Terenzini, P. T. (2016). How college affects students: 21st century evidence that higher education works. Jossey-Bass.
Mayhew, M. J., & Simonff, J. S. (2015). Non-White, no more: Effect coding as an alternative to dummy coding with implications for higher education researchers. Journal of College Student Development, 56, 170–175.
McCormick, A. C., Kinzie, J., & Gonyea, R. M. (2013). Student engagement: Bridging research and practice to improve the quality of undergraduate education. In M. B. Paulsen (Ed.), Higher Education: Handbook of Theory and Research (Vol. 28, pp. 47–92). Dordrecht: Springer.
Mehtap, S., Pellegrini, M. M., Caputo, A., & Welsh, D. H. B. (2017). Entrepreneurial intentions of young women in the Arab world: Socio-cultural and educational barriers. International Journal of Entrepreneurial Behavior and Research, 23(6), 880–902. https://doi.org/10.1108/IJEBR-07-2017-0214
Miller, A. L., Dumford, A. D., Houghton, R., & Tepper, S. J. (2016). To be or not to be (an arts major): Career aspirations and perceived skills of graduating seniors across multiple disciplines. https://www.arts.gov/sites/default/files/Research-Art-Works-Indiana.pdf
Miller, A. L. (2012). Investigating social desirability bias in student self-report surveys. Educational Research Quarterly, 36(1), 30–47.
Miller, A. L. (2018). The role of creative coursework in skill development for university seniors. Global Education Review, 5(1), 88–107.
Miller, A. L., & Smith, V. A. (2017). Exploring differences in creativity across academic majors for high-ability college students. Gifted and Talented International, 32(1), 44–58. https://doi.org/10.1080/15332276.2018.1435355
Miller, A. L., & Alvarez Huerta, P. (2022). Connecting creativity confidence and unconventional career plans. Journal of Education and Work, 35(6–7), 766–781. https://doi.org/10.1080/13639080.2022.2128185
Mmbaga, N. A., Mathias, B. D., Williams, D. W., & Cardon, M. S. (2020). A review of and future agenda for research on identity in entrepreneurship. Journal of Business Venturing, 35(6), 106049. https://doi.org/10.1016/j.jbusvent.2020.106049
National Survey of Student Engagement. (2008). Promoting engagement for all students: The imperative to look within–2008 Results. Center for Postsecondary Research, Indiana University, School of Education. https://scholarworks.iu.edu/dspace/bitstream/handle/2022/23411/NSSE_2008_Annual_Results.pdf?sequence=1&isAllowed=y
Newman, A., Obschonka, M., Schwarz, S., Cohen, M., & Nielsen, I. (2019). Entrepreneurial self-efficacy: A systematic review of the literature on its antecedents and outcomes, and an agenda for future research. Journal of Vocational Behavior, 110(B), 403–419. https://doi.org/10.1016/j.jvb.2018.05.012
Nowiński, W., Haddoud, M. Y., Lančarič, D., Egerová, D., & Czeglédi, C. (2019). The impact of entrepreneurship education, entrepreneurial self-efficacy and gender on entrepreneurial intentions of university students in the Visegrad countries. Studies in Higher Education, 44(2), 361–379. https://doi.org/10.1080/03075079.2017.1365359
NSSE 2019 Overview. (2019). Bloomington. Center for Postsecondary Research, Indiana University, School of Education. Retrieved from https://scholarworks.iu.edu/dspace/bitstream/handle/2022/25756/NSSE%202019%20Overview.pdf?sequence=23&isAllowed=y
NSSE 2020 Overview. (2020). Bloomington. Center for Postsecondary Research, Indiana University, School of Education. Retrieved from https://scholarworks.iu.edu/dspace/bitstream/handle/2022/25756/NSSE%202020%20Overview.pdf?sequence=24&isAllowed=y
Pascarella, E. T., & Terenzini, P. T. (2005). How college affects students: Volume 2. San Francisco, CA: Jossey-Bass.
Pennill, N., Phillips, K., & Phillips, M. (2022). Student experiences and entrepreneurship education in a specialist creative arts HEI: A longitudinal approach. Entrepreneurial Education, 5, 399–423. https://doi.org/10.1007/s41959-022-00085-9
Pike, G. R. (1995). The relationship between self-reports of college experiences and achievement test scores. Research in Higher Education, 36(1), 1–22. https://doi.org/10.1007/BF02207764
Rocconi, L. M. (2013). Analyzing multilevel data: Comparing findings from hierarchical linear modeling and ordinary least squares regression. Higher Education, 66(4), 439–461. https://doi.org/10.1007/s10734-013-9615-y
Roy, R., & Das, N. (2020). A critical comparison of factors affecting science and technology students’ entrepreneurial intention: A tale of two genders. International Journal for Educational and Vocational Guidance, 20, 49–77. https://doi.org/10.1007/s10775-019-09393-4
Runco, M. A. (2004). Creativity. Annual Review of Psychology, 55, 657–687. https://doi.org/10.1146/annurev.psych.55.090902.141502
Şahin, F., Karadağ, H., & Tuncer, B. (2019). Big five personality traits, entrepreneurial self-efficacy and entrepreneurial intention: A configurational approach. International Journal of Entrepreneurial Behavior and Research, 25(6), 1188–1211. https://doi.org/10.1108/IJEBR-07-2018-0466
Seiler-Ramadas, R., Markovic, L., Staras, C., Medina, L. L., Perak, J., Carmichael, C., Horvat, M., Bajkusa, M., Baros, S., Smith, L., McDermott, D. T., & Grabovac, I. (2022). “I donʼt even want to come out”: The suppressed voices of our future and opening the lid on sexual and gender minority youth workplace discrimination in Europe: A qualitative study. Sexuality Research & Social Policy, 19, 1452–1472. https://doi.org/10.1007/s13178-021-00644-0
Sharma, G. D., Kraus, S., Liguori, E., Bamel, U. K., & Chopra, R. (2022). Entrepreneurial challenges of COVID-19: Re-thinking entrepreneurship after the crisis. Journal of Small Business Management. https://doi.org/10.1080/00472778.2022.2089676
Smith, R. (2021). Shaking up and unleashing the power of alternative, gendered stereotypes. Entreprendre & Innover, 49–50(2–3), 24–34. https://doi.org/10.3917/entin.049.0024
Suleman, F. (2018). The employability skills of higher education graduates: Insights into conceptual frameworks and methodological options. Higher Education, 76(2), 263–278. https://doi.org/10.1007/s10734-017-0207-0
Sweida, G. L., & Reichard, R. J. (2013). Gender stereotyping effects on entrepreneurial self-efficacy and high-growth entrepreneurial intention. Journal of Small Business and Enterprise Development, 20(2), 296–313. https://doi.org/10.1108/14626001311326743
Szaban, J., & Skrzek-Lubasińska, M. (2018). Self-employment and entrepreneurship: A theoretical approach. Central European Management Journal, 26(2), 89–120. https://doi.org/10.7206/jmba.ce.2450-7814.230
Tabachnick, B. G., & Fidell, L. S. (2001). Using multivariate statistics (4th ed.). Allyn & Bacon.
Teixeira, A. A. C., & Forte, R. P. (2017). Prior education and entrepreneurial intentions: The differential impact of a wide range of fields of study. Review of Managerial Science, 11(2), 353–394. https://doi.org/10.1007/s11846-015-0188-2
Tomlinson, M. (2017). Forms of graduate capital and their relationship to graduate employability. Education + Training, 59(4). https://doi.org/10.1108/ET-05-2016-0090
Tukamushaba, E. K., Orobia, L., & George, B. P. (2011). Development of a conceptual model to understand international social entrepreneurship and its application in the Ugandan context. Journal of International Entrepreneurship, 9, 282–298. https://doi.org/10.1007/s10843-011-0079-9
Tuononen, T., & Hyytinen, H. (2022). Towards a successful transition to work-which employability factors contribute to early career success? Journal of Education and Work, 35(6–7), 599–613. https://doi.org/10.1080/13639080.2022.2126969
Unterfrauner, E., Voigt, C., & Hofer, M. (2021). The effect of maker and entrepreneurial education on self-efficacy and creativity. Entrepreneurial Education, 4, 403–424. https://doi.org/10.1007/s41959-021-00060-w
van Praag, M. (2011). Who values the status of the entrepreneur? In IZA Discussion Papers, No. 4245. https://doi.org/10.4337/9781849807760.00010
Vivakaran, M. V., & Maraimalai, N. (2017). Feminist pedagogy and social media: A study on their integration and effectiveness in training budding women entrepreneurs. Gender and Education, 29(7), 869–889. https://doi.org/10.1080/09540253.2016.1225008
Westhead, P., & Solesvik, M. Z. (2016). Entrepreneurship education and entrepreneurial intention: Do female students benefit? International Small Business Journal, 34(8), 979–1003. https://doi.org/10.1177/026624261561253
Wieland, A. M., Kemmelmeier, M., Gupta, V. K., & McKelvey, W. (2019). Gendered cognitions: A socio-cognitive model of how gender affects entrepreneurial preferences. Entrepreneurship and Regional Development, 31(3–4), 178–197. https://doi.org/10.1080/08985626.2018.1551787
Zhao, H., Hills, G. E., & Seibert, S. E. (2005). The mediating role of self-efficacy in the development of entrepreneurial intentions. Journal of Applied Psychology, 90(6), 1265–1272. https://doi.org/10.1037/0021-9010.90.6.1265
Zhou, Q., Hirst, G., & Shipton, H. (2012). Promoting creativity at work: The role of problem-solving demand. Applied Psychology, 61(1), 56–80. https://doi.org/10.1111/j.1464-0597.2011.00455.x
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Miller, A.L., Alvarez Huerta, P. Exploring the role of gender identity and academic major in skill confidence and entrepreneurial career plans. Entrep Educ 6, 295–317 (2023). https://doi.org/10.1007/s41959-023-00101-6
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DOI: https://doi.org/10.1007/s41959-023-00101-6