[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 …

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 …

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 …

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 …

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 …

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 …

Data science vs. statistics: two cultures?

I Carmichael, JS Marron - Japanese Journal of Statistics and Data Science, 2018 - Springer
Data science is the business of learning from data, which is traditionally the business of
statistics. Data science, however, is often understood as a broader, task-driven and …

A first course in data science

D Yan, GE Davis - Journal of Statistics Education, 2019 - Taylor & Francis
Data science is a discipline that provides principles, methodology, and guidelines for the
analysis of data for tools, values, or insights. Driven by a huge workforce demand, many …

Curriculum guidelines for undergraduate programs in data science

RD De Veaux, M Agarwal, M Averett… - Annual Review of …, 2017 - annualreviews.org
The Park City Math Institute 2016 Summer Undergraduate Faculty Program met for the
purpose of composing guidelines for undergraduate programs in data science. The group …

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 …