Introduction to Data Science Curriculum

Introduction to Data Science (IDS) Curriculum teaches students to reason with, and think critically about, data in all forms. The Common Core State Standards (CCSS) for High School Statistics and Probability relevant to data science are taught along with the data demands of good citizenship in the 21st century. Additionally, IDS provides access to rigorous learning that fuses mathematics with computer science through the use of R/RStudio, an open-source programming language/environment that has long been the standard for academic statisticians and analysts in industry. IDS is a “c”-approved mathematics course in the University of California A-G requirements. IDS directly addresses the CCSS-Math for High School Statistics and Probability and Practice for Modeling.

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Curriculum Overview
Unit # Title Description
Unit 1 Data and Visualizations Introduces students to fundamental notions of data analysis—such as distribution and multivariate associations and emphasizes creating and interpreting visualizations of real-world processes as captured by data
Unit 2 Distributions, Probability, and Simulations Students use numerical summaries to describe distributions and introduces probability through the lens of computer simulations for informal inference
Unit 3 Data Collection Methods: Traditional and Modern Prepares students to learn about the various ways of collecting data, including Participatory Sensing, and the effect that data collection has on their interpretation of the patterns they discover
Unit 4 Predictions and Models Students learn to make and how to use mathematical and statistical models to predict future observations and how data scientists measure the success of these predictions
4 CCSS-Math addressed by IDS
( Test Drive Our Technology
5 IDS Topic Outline
4 IDS Table of Contents
u IDS Essential Concepts Outline
% IDS Participatory Sensing Campaigns
Food Habits
Time Use
Stress-Chill


Reviews


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"After a semester of taking IDS I have learned how to code and answer statistical questions that apply to real life." "IDS has actually made math easy for me to do. It has taught me how to code and use graphs. IDS gives me a better visual on math." "Through charts and graphs it is easier to break down the mathematics of the class."
- Students
"I had a bad experience managing groups in the past. IDS has helped me manage groups better and be more confident overall."
- Teacher
"[IDS is] helping me understand math by graphing my own data." "I see this fitting for my future because it uses data and analyzing data in our daily life."
- Students
"I like the list of Instructional Strategies and discovering how they use them in the curriculum. It inspires me use them in my non-IDS classes!" "IDS has made me excited about teaching again. It is great to work with a class that is applicable and meaningful."
- Teachers
"IDS has made me more aware of how data is collected in various ways. This class has been really eye opening [on] to collect data." "I see IDS fitting into my future...I am able to put IDS on my college application, and if I would ever want to go into computers as a career I would already know how to code."
- Students
"This class can benefit me in college, internship and work. I think I might use this code professionally in the future if RStudio advances." "Coding is easier, it makes math easier than before."
- Students
"Teaching IDS has continued to show me that I am a lifelong learner in the content area of math. Observing my students see math in the tangible real life context with everyday activities involving their electronic devices has allowed me to see the kind of connection and engagement that is not frequently seen in the traditional curriculum of mathematics. Overall, teaching this curriculum has been an eye-opening experience with increased student engagement."
- Teacher
"IDS has allowed me to view statistics in the world of business, and has showed me how math is applied in the real world today." "One thing I know now that I did not know before is that to code we have to be very precise."
- Students
"IDS has taught me how to analyze different graphs and frequency tables. Also, I learned about the data cycle and how it's used in our lives." "I think this class will help [me] with future jobs or get into a better college."
- Students
"[IDS] has stimulated me as a teacher - especially the coding part. It has made me and my students pay attention [to the] real and true essence and value of data and the data process."
- Teacher
"IDS has taught me how to code and learn a new style of math. I now know how to code and ask statistical questions. IDS is helping me understand math in a new way by being able to code and use a computer. IDS doesn't only help with math, but on how to use a computer."
- Student
"IDS connects real social and current issues with math curriculum. It's brought more relevance to the math classroom. The IDS curriculum emphasizes that there is more than one way to answer a question - aligning it to the Common Core standards. It's an amazing class."
- Teacher


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