CourseKata Statistics and Data Science for High School Students

Pyramid High School

CourseKata is designed to be accessible to all students.

It is for everyone interested in how data and computers are being used today across many fields. Universities are accepting Data Science as a valid alternative to Algebra II for admission requirements, and are increasingly supporting Data Science pathways across the curriculum. Employers are looking for recruits with experience in modern data science based on coding and computational tools.

Rigorous and Modern Content

CourseKata is a rigorous course, but because it is taught from the perspective of modern computational methods, it depends less on detailed prior knowledge from earlier mathematics courses. The rigor comes from the challenge of the assignments and the quality of the work expected of students.

All students learn coding in R, a programming language used in college and industry for data science applications. No prior experience with coding is necessary. Most assignments involve writing code which is then executed right within the digital textbook. In-class assignments are organized around Jupyter notebooks, a tool used by data scientists in the real world.

CourseKata Statistics and Data Science is for all students--those who want to re-engage with math through context and real-life meaning and those who want to accelerate into a parallel, rigorous pathway into the growing field of Data Science.

An Online Textbook Suitable for Live or Remote Instruction

Course materials are currently being piloted in a handful of high schools in California. We will expand to schools across the country in the fall of 2021.

A Growing Library of In-Class Materials

In addition to our online textbook, CourseKata has a growing library of resources such as syllabi and assessments shared by other instructors, and Jupyter notebooks with data analysis activities that can be conducted in class. CourseKata’s cloud-hosted JupyterHub server is fully integrated with the online textbook, with tools instructors can use to easily distribute, collect back, and grade notebooks from students.

All of these materials are available with an instructor account.

Course Learning Outcomes

Download a detailed list of course goals and learning objectives.

Download a mapping of traditional statistics topics and where they are covered in CourseKata.


Hear the Story of San Diego's Roll-Out

This recording was produced by Data Science 4 Everyone as part of their "Ask Me Anything" series. In it, Stephanie Melville describes how and why the San Diego Unified School District redesigned their middle and high school math pathways and how CourseKata is being incorporated into them.


Professional Development & Support

CourseKata provides extensive professional development before the course begins. Throughout the year, the team provides weekly Zoom “office hours” for instructors, researchers, and designers to collaborate to make teaching the course as seamless as possible. These sessions also provide valuable insights about how to continuously improve the online book and approach.

  • Study Group
  • Workshop
  • Office Hours
  • Webinar

Click here for information on joining a Study Group or Workshop.

  • Event designed for instructors of all levels
  • Event designed for high school instructors

Where is CourseKata Statistics and Data Science Being Taught Now?