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%% This BibTeX bibliography file was created using BibDesk.
%% https://bibdesk.sourceforge.io/
%% Created for Allison Theobold at 2022-08-26 10:58:05 -0700
%% Saved with string encoding Unicode (UTF-8)
@article{greg,
author = {Wilson, Greg and Aruliah, D. A. and Titus Brown, C. and Chue Hong, Neil P. and Davis, Matt and Guy, Richard T. and Haddock, Steven H. D. and Huff, Kathryn D. and Mitchell, Ian M. and Plumbley, Mark D. and Waugh, Ben and White, Ethan P. and Wilson, Paul},
date-added = {2022-08-26 10:54:48 -0700},
date-modified = {2022-08-26 10:58:02 -0700},
journal = {{PLOS} Biology},
number = {1},
pages = {e1001745},
title = {Best Practices for Scientific Computing},
volume = {12},
year = {2014}}
@article{think_aloud,
author = {Reinhart, Alex and Evans, Ciaran and Luby, Amanda and Orellana, Josue and Meyer, Mikaela and Wieczorek, Jerzy and Elliott, Peter and Burckhardt, Philipp and Nugent, Rebecca},
date-added = {2022-08-16 15:22:37 -0700},
date-modified = {2022-08-16 15:26:10 -0700},
journal = {Journal of Statistics and Data Science Education},
number = {2},
pages = {100-113},
title = {Think-Aloud Interviews: A Tool for Exploring Student Statistical Reasoning},
volume = {30},
year = {2022}}
@inproceedings{rafalski,
author = {Rafalski, T. and Uesbeck, P. M. and Panks-Meloney, C. and Daleiden, P. and Allee, W. and McNamara, A. and Stefik, A.},
booktitle = {Proceedings of the 2019 ACM Conference on International Computing Education Research},
date-added = {2022-08-16 15:18:26 -0700},
date-modified = {2022-08-16 15:21:03 -0700},
pages = {239-247},
title = {A randomized controlled trial on the wild wild west of scientific computing with student learners},
year = {2019}}
@article{stefik_siebert,
author = {Stefik, A. and Siebert, S.},
date-added = {2022-08-16 15:16:45 -0700},
date-modified = {2022-08-16 15:18:25 -0700},
journal = {ACM Transactions on Computing Education},
number = {4},
title = {An Empirical Investigation into Programming Language Syntax},
volume = {13},
year = {2013}}
@article{mine,
author = {{\c C}etinkaya-Rundel, M. and Hardin, J. S. and Baumer, B. S. and McNamara, A. and Horton, N. J. and Rundel, C. W.},
date-added = {2022-08-16 15:14:32 -0700},
date-modified = {2022-08-18 11:07:53 -0700},
journal = {Technology Innovations in Statistics Education},
number = {1},
title = {An educator's perspective of the tidyverse},
volume = {14},
year = {2022}}
@article{gehrke,
author = {Gehrke, M. and Kistler, T. and Lubke, K. and Markgraf, N. and Krol, B. and Sauer, S.},
date-added = {2022-08-16 15:12:39 -0700},
date-modified = {2022-08-16 15:13:52 -0700},
journal = {Teaching Statistics},
pages = {S201-S215},
title = {Statistics education from a data-centric perspective},
volume = {43},
year = {2021}}
@article{fergusson,
author = {Fergusson, A. and Pfannkuch, M.},
date-added = {2022-08-16 15:10:45 -0700},
date-modified = {2022-08-18 11:09:55 -0700},
journal = {Mathematical Thinking and Learning},
pages = {1-21},
title = {Introducing teachers who use {GUI}-driven tools for the randomization test to code-driven tools},
year = {2021}}
@article{guzman,
author = {Guzman, L. M. and Pennell, M. W. and Nikelski, E. and Srivastava, D. S.},
date-added = {2022-08-16 15:09:13 -0700},
date-modified = {2022-08-16 15:10:40 -0700},
journal = {CBE--Life Sciences Education},
number = {4},
pages = {1-10},
title = {Successful integration of data science in undergraduate biostatistics courses using cognitive load theory},
volume = {18},
year = {2019}}
@article{lovett,
author = {Lovett, M. C. and Greenhouse, J. B.},
date-added = {2022-08-16 15:08:02 -0700},
date-modified = {2022-08-16 15:09:03 -0700},
journal = {The American Statistician},
number = {3},
pages = {196-206},
title = {Applying cognitive theory to statistics instruction},
volume = {54},
year = {2000}}
@article{burr,
author = {Burr, W. and Chevalier, F. and Collins, C. and Gibbs, A. and Ng, R. and Wild, C.},
date-added = {2022-08-16 15:06:35 -0700},
date-modified = {2022-08-16 15:07:51 -0700},
journal = {Teaching Statistics},
pages = {S34-S51},
title = {Computational skills by stealth in introductory data science teaching},
volume = {43},
year = {2021}}
@inproceedings{amelia2,
author = {McNamara, A. and Zieffler, A. and Beckman, M. and Legacy, C. and Butler Basner, E. and delMas, R. and Rao, V. V.},
booktitle = {United States Conference on Teaching Statistics (USCOTS)},
date-added = {2022-08-16 15:02:59 -0700},
date-modified = {2022-08-16 15:06:17 -0700},
title = {Computing in the statistics curriculum: Lessons learned from the educational sciences},
year = {2021}}
@article{biehler,
author = {Biehler, R.},
date-added = {2022-08-16 15:01:49 -0700},
date-modified = {2022-08-16 15:02:41 -0700},
journal = {International Statistics Review},
number = {2},
pages = {167-189},
title = {Software for learning and for doing statistics},
volume = {65},
year = {1997}}
@article{pruim,
author = {Pruim, R. and Kaplan, D. T. and Horton, N. J.},
date-added = {2022-08-16 14:59:17 -0700},
date-modified = {2022-08-16 15:00:54 -0700},
journal = {The R Journal},
number = {1},
pages = {77-102},
title = {The mosaic Package: Helping Students to `Think with Data' Using {R}},
volume = {9},
year = {2017}}
@phdthesis{amelia1,
author = {McNamara, Ame},
date-added = {2022-08-16 14:56:43 -0700},
date-modified = {2022-08-16 14:58:50 -0700},
school = {University of California, Los Angeles},
title = {Bridging the Gap between tools for learning and for doing statistics},
year = {2015}}
@article{groth,
author = {Groth, Randall E.},
date-added = {2022-03-01 11:05:16 -0800},
date-modified = {2022-03-01 11:06:20 -0800},
journal = {Journal of Statistics Education},
number = {1},
title = {Interactions among Knowledge, Beliefs, and Goals in Framing a Qualitative Study in Statistics Education},
volume = {18},
year = {2010}}
@article{dogucu,
author = {Dogucu, M. and {\c C}etinkaya-Rundel, M.},
date-added = {2022-02-24 12:33:59 -0800},
date-modified = {2022-03-08 11:25:04 -0800},
journal = {Journal of Statistics and Data Science Education},
number = {sup1},
pages = {S112-S122},
title = {Web Scraping in the Statistics and Data Science Curriculum: Challenges and Opportunities},
volume = {29},
year = {2021}}
@article{burckhardt,
author = {Burckhardt, P. and Nugent, R. and Genovese, C. R.},
date-added = {2022-02-24 12:31:42 -0800},
date-modified = {2022-02-24 12:33:07 -0800},
journal = {Journal of Statistics and Data Science Education},
number = {sup1},
pages = {S61-S73},
title = {Teaching Statistical Concepts and Modern Data Analysis with a Computing-Integrated Learning Environment},
volume = {29},
year = {2021}}
@unpublished{danyluk,
author = {Danyluk, A. and Leidig, P. and Buck, S. and Cassel, L. and Doyle, M. and Ho, T. K. and McGettrick, A. and McIntosh, S. and Qian, W. and Schmitt, K. and Servin, C. and Stefik, A. and Wang, H. and Wittenbach, J.},
date-added = {2022-02-24 12:18:17 -0800},
date-modified = {2022-08-18 11:09:10 -0700},
note = {available at http://dstf.acm.org/},
title = {{ACM} Data Science Task Force Draft Report},
year = {2019}}
@book{yin,
address = {Thousand Oaks, CA},
author = {Yin, R. K.},
date-added = {2022-02-24 11:37:00 -0800},
date-modified = {2022-02-24 11:37:29 -0800},
publisher = {Sage},
title = {Case Study Research and Applications},
year = {2018}}
@techreport{wing,
address = {USA},
author = {Wing, J. M. and Janeja, V. P. and Kloefkorn, T. and Erickson, L. C.},
date-added = {2022-02-24 11:34:38 -0800},
date-modified = {2022-02-24 11:36:57 -0800},
institution = {National Science Foundation},
month = {September},
title = {Data Science Leadership Summit},
type = {Summary Report},
year = {2018}}
@book{wiggins,
address = {Alexandria},
author = {Wiggins, G. and McTighe, J.},
date-added = {2022-02-24 11:33:35 -0800},
date-modified = {2022-02-24 11:34:33 -0800},
edition = {2nd},
publisher = {Association for Supervision and Curriculum Development (ASCD)},
title = {Understanding by Design},
year = {2005}}
@article{tidyverse,
author = {Hadley Wickham and Mara Averick and Jennifer Bryan and Winston Chang and Lucy D'Agostino McGowan and Romain Fran{\c c}ois and Garrett Grolemund and Alex Hayes and Lionel Henry and Jim Hester and Max Kuhn and Thomas Lin Pedersen and Evan Miller and Stephan Milton Bache and Kirill M{\"u}ller and Jeroen Ooms and David Robinson and Dana Paige Seidel and Vitalie Spinu and Kohske Takahashi and Davis Vaughan and Claus Wilke and Kara Woo and Hiroaki Yutani},
date-added = {2022-02-24 11:31:16 -0800},
date-modified = {2022-02-24 11:33:33 -0800},
journal = {The Open Journal},
number = {43},
pages = {1686},
title = {Welcome to the tidyverse},
volume = {4},
year = {2019}}
@article{weiland,
author = {Weiland, T.},
date-added = {2022-02-24 11:30:41 -0800},
date-modified = {2022-02-24 11:31:14 -0800},
journal = {Statistics Education Research Journal},
number = {2},
pages = {18-38},
title = {The Contextualized Situations Constructed for the Use of Statistics by School Mathematics Textbooks},
volume = {18},
year = {2019}}
@inproceedings{vicente,
address = {Portland, OR},
author = {Vicente Castro, F. E. and Fisler, K.},
booktitle = {Proceedings of the 51st ACM Technical Symposium on Computer Science Education},
date-added = {2022-02-24 11:29:29 -0800},
date-modified = {2022-02-24 14:25:27 -0800},
organization = {Association of Computing Machinery},
pages = {487-493},
publisher = {Association of Computing Machinery},
title = {Qualitative Analyses of Movements Between Task-level and Code-level Thinking of Novice Programmers},
year = {2020}}
@article{theobold-serj,
author = {Theobold, A. S. and Hancock, S.},
date-added = {2022-02-24 11:28:39 -0800},
date-modified = {2022-02-24 11:29:23 -0800},
journal = {Statistics Education Research Journal},
number = {2},
pages = {65-85},
title = {How Environmental Science Graduate Students Acquire Statistical Computing Skills},
volume = {18},
year = {2019}}
@phdthesis{theobold-dissertation,
address = {Bozeman, Montana},
author = {Theobold, A. S.},
date-added = {2022-02-24 11:27:39 -0800},
date-modified = {2022-02-24 11:28:35 -0800},
school = {Montana State University, Department of Mathematical Sciences},
title = {Supporting Data-Intensive Environmental Science Research: Data Science Skills for Scientific Practitioners of Statistics},
year = {2020}}
@book{tesch,
address = {New York, NY},
author = {Tesch, R.},
date-added = {2022-02-24 11:26:38 -0800},
date-modified = {2022-02-24 11:27:33 -0800},
publisher = {Falmer Press},
title = {Qualitative research: Analysis types and software tools},
year = {1990}}
@article{spohrer,
author = {Spohrer, J. C. and Soloway, E. and Pope, E.},
date-added = {2022-02-24 11:25:27 -0800},
date-modified = {2022-08-18 11:15:07 -0700},
journal = {Human-Computer Interaction},
pages = {163-207},
title = {A Goal/Plan Analysis of Buggy {P}ascal Programs},
volume = {1},
year = {1985}}
@phdthesis{sorva,
address = {Helsinki, Finland},
author = {Sorva, J.},
date-added = {2022-02-24 11:24:19 -0800},
date-modified = {2022-02-24 11:25:22 -0800},
school = {Aalto University, Department of Computer Science and Engineering},
title = {Visual Program Simulation in Introductory Programming Education},
year = {2012}}
@article{simon-ed,
author = {Simon, M.},
date-added = {2022-02-24 11:23:03 -0800},
date-modified = {2022-02-24 11:24:01 -0800},
journal = {Journal for Research in Mathematics Education},
number = {2},
pages = {114-145},
title = {Reconstructing mathematics pedagogy form a constructivist perspective},
volume = {26},
year = {1995}}
@inproceedings{simon-cs,
address = {Glasgow, Scotland},
author = {Simon, A. and Geldreich, K. and Hubwieser, P.},
booktitle = {Proceedings of the 14th Workshop in Primary and Secondary Computing Education},
date-added = {2022-02-24 11:21:49 -0800},
date-modified = {2022-02-24 11:23:01 -0800},
organization = {Association of Computing Machinery},
publisher = {Association of Computing Machinery},
title = {How to Transform Programming Processes in Scratch to Graphical Visualizations},
year = {2019}}
@inproceedings{shah,
address = {Boulder, CO},
author = {Shah, N. and Lewis, C. M. and Caires, R.},
booktitle = {Proceedings of the International Conference of the Learning Sciences (ILS)},
date-added = {2022-02-24 11:19:18 -0800},
date-modified = {2022-02-24 14:30:13 -0800},
organization = {Association of Computing Machinery},
pages = {495-502},
publisher = {Association of Computing Machinery},
title = {Analyzing Equity in Collaborative Learning Situations: A Comparative Case Study in Elementary Coputer Science},
year = {2014}}
@article{schwab,
author = {Schwab-McCoy, A. and Baker, C. M. and Gasper, R. E.},
date-added = {2022-02-24 11:18:22 -0800},
date-modified = {2022-02-24 11:19:14 -0800},
journal = {Journal of Statistics and Data Science Education},
number = {sup1},
pages = {S40-S50},
title = {Data Science in 2020: Computing, Curricula, and Challenges for the Next 10 Years},
volume = {29},
year = {2021}}
@inproceedings{schulte,
address = {Sydney, Australia},
author = {Schulte, C.},
booktitle = {Proceedings of the Fourth International Workshop on Computing Education Research},
date-added = {2022-02-24 11:17:00 -0800},
date-modified = {2022-02-24 11:18:01 -0800},
organization = {Association of Computing Machinery},
pages = {149-160},
publisher = {Association of Computing Machinery},
title = {Block Model: An Educational Model of Program Comprehension as a Tool for a Scholarly Approach to Teaching},
year = {2008}}
@book{saldana,
address = {Thousand Oaks, CA},
author = {Saldana, J.},
date-added = {2022-02-24 11:16:15 -0800},
date-modified = {2022-02-24 11:16:49 -0800},
publisher = {Sage},
title = {The Coding Maual for Qualitative Researchers},
year = {2013}}
@manual{RStudio,
address = {Boston, MA},
author = {{RStudio Team}},
date-added = {2022-02-24 11:15:26 -0800},
date-modified = {2022-02-24 15:23:53 -0800},
organization = {RStudio PBR},
title = {RStudio: Integrated Development Environment for R},
year = {2020}}
@manual{R,
address = {ienna, Austria},
author = {{R Core Team}},
date-added = {2022-02-24 11:14:28 -0800},
date-modified = {2022-02-24 15:23:14 -0800},
title = {R: A Language and Environment for Statistical Computing},
year = {2020}}
@article{prediger,
author = {Prediger, S. and Gravemeijer, K. and Confrey, J.},
date-added = {2022-02-24 11:13:26 -0800},
date-modified = {2022-02-24 11:14:18 -0800},
journal = {ZDM Mathematics Education},
number = {6},
pages = {877-891},
title = {Design research with a focus on learning processes -- An overview on achievements and challenges},
volume = {47},
year = {2015}}
@inbook{perkins,
address = {Hillsdale, NJ},
author = {Perkins, D. and Hancock, C. and Hobbs, R. and Martin, F. and Simmons, R.},
chapter = {Conditions of learning in novice programmer},
date-added = {2022-02-24 11:11:32 -0800},
date-modified = {2022-02-24 11:13:20 -0800},
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month = {July},
title = {Edison Data Science Framework},
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title = {palmerpenguins: Palmer Archipelago (Antarctica) penguin data},
author = {Allison Marie Horst and Alison Presmanes Hill and Kristen B Gorman},
year = {2020},
note = {R package version 0.1.0},
url = {https://allisonhorst.github.io/palmerpenguins/},
}
@Manual{swirl,
title = {swirl: Learn R, in R},
author = {Kross, Sean and Carchedi, Nick and Bauer, Bill and Grdina, Gina and Schouwenaars, Filip and Wu, Wush},
year = {2018},
note = {R package version 2.4.3},
url = {https://CRAN.R-project.org/package=swirl},
}
@Manual{rmarkdown,
title = {rmarkdown: Dynamic Documents for R},
author = {JJ Allaire and Yihui Xie and Jonathan McPherson and
Javier Luraschi and Kevin Ushey and Aron Atkins and Hadley
Wickham and Joe Cheng and Winston Chang and Richard Iannone},
year = {2022},
note = {R package version 2.16},
url = {https://github.com/rstudio/rmarkdown},
}