“It took a village” - Stories from students in the social sciences about learning quantitative methods

For most undergraduate students studying in fields without a focus on statistics or data science (i.e., non-majors), their only opportunity to acquire these in-demand data analysis skills is in their required quantitative methods course. These courses generally have a bad reputation among students w...

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Main Authors: Jully Paola Merchán Tamayo, Simon G. Beaudry, Dominique Gagnon, Nada Nasser, Meredith A. Rocchi
Format: Article
Language:English
Published: Taylor & Francis Group 2025-07-01
Series:Journal of Statistics and Data Science Education
Subjects:
Online Access:https://www.tandfonline.com/doi/10.1080/26939169.2025.2527332
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author Jully Paola Merchán Tamayo
Simon G. Beaudry
Dominique Gagnon
Nada Nasser
Meredith A. Rocchi
author_facet Jully Paola Merchán Tamayo
Simon G. Beaudry
Dominique Gagnon
Nada Nasser
Meredith A. Rocchi
author_sort Jully Paola Merchán Tamayo
collection DOAJ
description For most undergraduate students studying in fields without a focus on statistics or data science (i.e., non-majors), their only opportunity to acquire these in-demand data analysis skills is in their required quantitative methods course. These courses generally have a bad reputation among students who do not see how the course fits within their program. There have recently been improvements to these courses; however, the negative perceptions persist. The objective of this research was to examine the experiences of non-major students during their introductory quantitative methods course with the goal of understanding how these courses are experienced and can continue to be improved. A narrative-based approach was used with 11 non-major undergraduate students at the end of their studies (third, fourth and sixth year) who participated in semi-structured interviews where they told stories about their quantitative methods course. A thematic analysis which identified six main themes was conducted, and the results are presented using 4 turning-points (before the class, before the middle of the course, before the final, and after the class). The results provided insight about how these courses are experienced and the findings are discussed in terms of potential opportunities for improvement in these courses moving forward.
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spelling doaj-art-3f6856956a0c4bc8b7d6ee53b99ad99c2025-08-20T03:50:15ZengTaylor & Francis GroupJournal of Statistics and Data Science Education2693-91692025-07-0112310.1080/26939169.2025.2527332“It took a village” - Stories from students in the social sciences about learning quantitative methodsJully Paola Merchán Tamayo0Simon G. Beaudry1Dominique Gagnon2Nada Nasser3Meredith A. Rocchi4Department of Sociology, University of South CarolinaSchool of Psychology, University of OttawaSchool of Psychology, University of OttawaDepartment of Communication, University of OttawaDepartment of Communication, University of OttawaFor most undergraduate students studying in fields without a focus on statistics or data science (i.e., non-majors), their only opportunity to acquire these in-demand data analysis skills is in their required quantitative methods course. These courses generally have a bad reputation among students who do not see how the course fits within their program. There have recently been improvements to these courses; however, the negative perceptions persist. The objective of this research was to examine the experiences of non-major students during their introductory quantitative methods course with the goal of understanding how these courses are experienced and can continue to be improved. A narrative-based approach was used with 11 non-major undergraduate students at the end of their studies (third, fourth and sixth year) who participated in semi-structured interviews where they told stories about their quantitative methods course. A thematic analysis which identified six main themes was conducted, and the results are presented using 4 turning-points (before the class, before the middle of the course, before the final, and after the class). The results provided insight about how these courses are experienced and the findings are discussed in terms of potential opportunities for improvement in these courses moving forward.https://www.tandfonline.com/doi/10.1080/26939169.2025.2527332statistics educationstudent experiencequalitative interviews
spellingShingle Jully Paola Merchán Tamayo
Simon G. Beaudry
Dominique Gagnon
Nada Nasser
Meredith A. Rocchi
“It took a village” - Stories from students in the social sciences about learning quantitative methods
Journal of Statistics and Data Science Education
statistics education
student experience
qualitative interviews
title “It took a village” - Stories from students in the social sciences about learning quantitative methods
title_full “It took a village” - Stories from students in the social sciences about learning quantitative methods
title_fullStr “It took a village” - Stories from students in the social sciences about learning quantitative methods
title_full_unstemmed “It took a village” - Stories from students in the social sciences about learning quantitative methods
title_short “It took a village” - Stories from students in the social sciences about learning quantitative methods
title_sort it took a village stories from students in the social sciences about learning quantitative methods
topic statistics education
student experience
qualitative interviews
url https://www.tandfonline.com/doi/10.1080/26939169.2025.2527332
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