A guide to teaching data science

SC Hicks, RA Irizarry - The American Statistician, 2018 - Taylor & Francis
Demand for data science education is surging and traditional courses offered by statistics
departments are not meeting the needs of those seeking training. This has led to a number …

[PDF][PDF] 50 years of Data Science

D Donoho - URL http://courses. csail. mit. edu/18, 2015 - smallake.kr
More than 50 years ago, John Tukey called for a reformation of academic statistics. In 'The
Future of Data Analysis', he pointed to the existence of an as-yet unrecognized science …

A data science course for undergraduates: Thinking with data

B Baumer - The American Statistician, 2015 - Taylor & Francis
Data science is an emerging interdisciplinary field that combines elements of mathematics,
statistics, computer science, and knowledge in a particular application domain for the …

Data science in statistics curricula: Preparing students to “think with data”

J Hardin, R Hoerl, NJ Horton, D Nolan… - The American …, 2015 - Taylor & Francis
A growing number of students are completing undergraduate degrees in statistics and
entering the workforce as data analysts. In these positions, they are expected to understand …

A fresh look at introductory data science

M Çetinkaya-Rundel, V Ellison - Journal of Statistics and Data …, 2021 - Taylor & Francis
The proliferation of vast quantities of available datasets that are large and complex in nature
has challenged universities to keep up with the demand for graduates trained in both the …

50 years of data science

D Donoho - Journal of Computational and Graphical Statistics, 2017 - Taylor & Francis
More than 50 years ago, John Tukey called for a reformation of academic statistics. In “The
Future of Data Analysis,” he pointed to the existence of an as-yet unrecognized science …

Computing in the statistics curricula

D Nolan, D Temple Lang - The American Statistician, 2010 - Taylor & Francis
The nature of statistics is changing significantly with many opportunities to broaden the
discipline and its impact on science and policy. To realize this potential, our curricula and …

Infrastructure and tools for teaching computing throughout the statistical curriculum

M Çetinkaya-Rundel, C Rundel - The American Statistician, 2018 - Taylor & Francis
Modern statistics is fundamentally a computational discipline, but too often this fact is not
reflected in our statistics curricula. With the rise of big data and data science, it has become …

Dynamic, interactive documents for teaching statistical practice

D Nolan, D Temple Lang - International Statistical Review, 2007 - Wiley Online Library
Significant efforts have been made to overhaul the introductory statistics courses by placing
greater emphasis on statistical thinking and literacy and less on rules, methods and …

Setting the stage for data science: integration of data management skills in introductory and second courses in statistics

NJ Horton, BS Baumer, H Wickham - arXiv preprint arXiv:1502.00318, 2015 - arxiv.org
Many have argued that statistics students need additional facility to express statistical
computations. By introducing students to commonplace tools for data management …