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Data Science in Undergraduate Life Science Education: A Need for Instructor Skills Training

There is a clear demand for quantitative literacy in the life sciences, necessitating competent instructors in higher education. However, not all instructors are versed in data science skills or research-based teaching practices. We surveyed biological and environmental science instructors (n = 106)...

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Autores principales: Emery, Nathan C, Crispo, Erika, Supp, Sarah R, Farrell, Kaitlin J, Kerkhoff, Andrew J, Bledsoe, Ellen K, O'Donnell, Kelly L, McCall, Andrew C, Aiello-Lammens, Matthew E
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8634500/
https://www.ncbi.nlm.nih.gov/pubmed/34867087
http://dx.doi.org/10.1093/biosci/biab107
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author Emery, Nathan C
Crispo, Erika
Supp, Sarah R
Farrell, Kaitlin J
Kerkhoff, Andrew J
Bledsoe, Ellen K
O'Donnell, Kelly L
McCall, Andrew C
Aiello-Lammens, Matthew E
author_facet Emery, Nathan C
Crispo, Erika
Supp, Sarah R
Farrell, Kaitlin J
Kerkhoff, Andrew J
Bledsoe, Ellen K
O'Donnell, Kelly L
McCall, Andrew C
Aiello-Lammens, Matthew E
author_sort Emery, Nathan C
collection PubMed
description There is a clear demand for quantitative literacy in the life sciences, necessitating competent instructors in higher education. However, not all instructors are versed in data science skills or research-based teaching practices. We surveyed biological and environmental science instructors (n = 106) about the teaching of data science in higher education, identifying instructor needs and illuminating barriers to instruction. Our results indicate that instructors use, teach, and view data management, analysis, and visualization as important data science skills. Coding, modeling, and reproducibility were less valued by the instructors, although this differed according to institution type and career stage. The greatest barriers were instructor and student background and space in the curriculum. The instructors were most interested in training on how to teach coding and data analysis. Our study provides an important window into how data science is taught in higher education biology programs and how we can best move forward to empower instructors across disciplines.
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spelling pubmed-86345002021-12-02 Data Science in Undergraduate Life Science Education: A Need for Instructor Skills Training Emery, Nathan C Crispo, Erika Supp, Sarah R Farrell, Kaitlin J Kerkhoff, Andrew J Bledsoe, Ellen K O'Donnell, Kelly L McCall, Andrew C Aiello-Lammens, Matthew E Bioscience Education There is a clear demand for quantitative literacy in the life sciences, necessitating competent instructors in higher education. However, not all instructors are versed in data science skills or research-based teaching practices. We surveyed biological and environmental science instructors (n = 106) about the teaching of data science in higher education, identifying instructor needs and illuminating barriers to instruction. Our results indicate that instructors use, teach, and view data management, analysis, and visualization as important data science skills. Coding, modeling, and reproducibility were less valued by the instructors, although this differed according to institution type and career stage. The greatest barriers were instructor and student background and space in the curriculum. The instructors were most interested in training on how to teach coding and data analysis. Our study provides an important window into how data science is taught in higher education biology programs and how we can best move forward to empower instructors across disciplines. Oxford University Press 2021-10-27 /pmc/articles/PMC8634500/ /pubmed/34867087 http://dx.doi.org/10.1093/biosci/biab107 Text en © The Author(s) 2021. Published by Oxford University Press on behalf of the American Institute of Biological Sciences. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com.
spellingShingle Education
Emery, Nathan C
Crispo, Erika
Supp, Sarah R
Farrell, Kaitlin J
Kerkhoff, Andrew J
Bledsoe, Ellen K
O'Donnell, Kelly L
McCall, Andrew C
Aiello-Lammens, Matthew E
Data Science in Undergraduate Life Science Education: A Need for Instructor Skills Training
title Data Science in Undergraduate Life Science Education: A Need for Instructor Skills Training
title_full Data Science in Undergraduate Life Science Education: A Need for Instructor Skills Training
title_fullStr Data Science in Undergraduate Life Science Education: A Need for Instructor Skills Training
title_full_unstemmed Data Science in Undergraduate Life Science Education: A Need for Instructor Skills Training
title_short Data Science in Undergraduate Life Science Education: A Need for Instructor Skills Training
title_sort data science in undergraduate life science education: a need for instructor skills training
topic Education
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8634500/
https://www.ncbi.nlm.nih.gov/pubmed/34867087
http://dx.doi.org/10.1093/biosci/biab107
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