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 …

Teaching the next generation of statistics students to “think with data”: Special issue on statistics and the undergraduate curriculum

NJ Horton, JS Hardin - The American Statistician, 2015 - Taylor & Francis
The American Statistical Association endorses the value of undergraduate programs in
statistics as a reflection of the increasing importance of the discipline. We expect statistics …

Statistical engineering: an idea whose time has come?

RW Hoerl, RD Snee - The American Statistician, 2017 - Taylor & Francis
Several authors, including the American Statistical Association (ASA) guidelines for
undergraduate statistics education, have noted the challenges facing statisticians when …

The 5Ws and 1H of term projects in the introductory data science classroom

M Çetinkaya-Rundel, M Dogucu… - Statistics Education …, 2022 - iase-web.org
Many data science applications involve generating questions, acquiring data and preparing
it for analysis—be it exploratory, inferential, or modeling focused—and communicating …

Statistical consulting in the healthcare professions: A model of student‐led consulting services

ET Kaseda, EE Graupman, S Vincent, R Faith… - Stat, 2022 - Wiley Online Library
Statistical consulting is a common and vital activity undertaken by those with advanced
statistical training but may not be widely available to health professionals and trainees …

A framework for infusing authentic data experiences within statistics courses

SD Grimshaw - The American Statistician, 2015 - Taylor & Francis
Working with complex data is one of the important updates to the 2014 ASA Curriculum
Guidelines for Undergraduate Programs in Statistical Science. Infusing “authentic data …

A survey of statistical capstone projects

SE Martonosi, TD Williams - Journal of Statistics Education, 2016 - Taylor & Francis
In this article, we highlight the advantages of incorporating a statistical capstone experience
in the undergraduate curriculum, where students perform an in-depth analysis of real-world …

A project-based approach to statistics and data science

D White - Primus, 2019 - Taylor & Francis
In an increasingly data-driven world, facility with statistics is more important than ever for our
students. At institutions without a statistician, it often falls to the mathematics faculty to teach …

Teaching communication in a statistical collaboration course: a feasible, project-based, multimodal curriculum

MA Davidson, CM Dewey, AE Fleming - The American Statistician, 2019 - Taylor & Francis
Many schools offer a statistical collaboration curriculum using standard instructional
methods such as lectures whereby students are taught to successfully apply their training …

On teaching statistical practice: From novice to expert

JB Greenhouse, HJ Seltman - The American Statistician, 2018 - Taylor & Francis
This article introduces principles of learning based on research in cognitive science that
help explain how learning works. We adapt these principles to the teaching of statistical …