Advanced High School Statistics
AHSS is designed to align with the AP® Statistics curriculum and is widely used in high school and 2 year colleges
The 3rd Edition is now available!
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FREE -- Advanced High School Statistics PDF (3rd Edition)
If you want to skip the optional contribution, set the price to $0
Book PDF (3rd Ed) for High School Students
Direct download for high school students
$25 -- B&W paperback (3rd Edition)
Released in May 2022. Will become main link in mid June.
FREE -- Book PDF Best for Screen Readers
More detailed table of contents, extra text to ease aid navigation (e.g. explicitly noting when an example starts and ends), and "alt text" for all images. Note that page numbers do *not* alignn with the original PDF, so please use section, figure, example, et al numbers for referencing and navigation. Please send feedback via the openintro.org/contact page.
AP® Stats curriculum and AHSS3 content alignment
For use with Advanced High School Statistics textbook
AP® Stats curriculum and AHSS2 content alignment
For use with Advanced High School Statistics textbook
Learning objectives (3rd Edition)
What we hope students will learn from these resources
Send feedback or report a typo
We appreciate feedback, both positive and negative
List of known textbook typos (3rd Edition)
Review textbook typos and clarifications
Data sets
List of data sets and the option to download files
Where to find more data sets
An incredible list of data organized by Shonda Kuiper
2nd Edition
All of our website / resource links to Amazon are affiliate links. When you shop on Amazon using these links, we receive a small commission at no extra charge to you.
FREE -- Advanced High School Statistics PDF
If you want to skip the optional contribution, set the price to $0
Book PDF (2nd Ed) for High School Students
Direct download option for high school students
$25 -- B&W paperback
Available on Amazon and in select bookstores
Learning objectives (2nd Edition)
What we hope students will learn from these resources
List of known textbook typos (2nd Edition)
Review textbook typos and clarifications
Graphing Calculator Guides
Video guide: Casio fx-9750GII
Playlist covering all intro statistics topics for this calculator
Video guide: TI-83 and TI-84
Playlist for all intro statistics topics for both calculators
Casio fx-9750GII graphing calculator guide
Written guide covering intro statistics functionality
TI-83 / TI-84 graphing calculator guide
Written guide covering intro statistics functionality
Teachers: General Resources
Resources for teachers, some of which are restricted to Verified Teachers only. Slides, labs, and other resources may also be found in the corresponding chapter sections below.
Learn about Teacher Verification
Benefits, options to apply, and the verification process
Request a textbook desk copy (US only)
Available to Verified Teachers, click here to apply for access
Adv. HS Statistics (3rd Ed) exercise solutions
Available to Verified Teachers, click here to apply for access
Adv. HS Statistics (2nd Ed) exercise solutions
Available to Verified Teachers, click here to apply for access
Bookstore Ordering (bulk)
Wholesale purchase options for resellers only
MyOpenMath: online course software
Free course software, OpenIntro course templates are available
MyOpenMath: setting up an OpenIntro course
Course templates exist for some OpenIntro books
Multiple choice exam question bank (RExams)
Available to Verified Teachers, click here to apply for access
Adv HS Statistics, info on past editions
Content, prices, and availability details
Teachers page with additional resources
Some public resources, others restricted to Verified Teachers
What is Statistics?
These resources give a taste of what statisticians, also known as data scientists, do in the real world.
Videos about applying Statistics
Explore Statistics applications through these short videos!
Chapter 1: Intro to Data
Videos for each section
Introduction to Data: 5 videos
Slides for each section
Google Slides & LaTeX variants available
Lab - Intro to Statistical Software
Software: R (Base), R (Tidyverse), Rguroo, Jamovi, JASP, SAS, Stata
Chapter 2: Summarizing Data
Videos for each section
Summarizing Data: 4 videos
Slides for each section
Google Slides & LaTeX variants available
Lab - Introduction to data
Software: R (Base), R (Tidyverse), Rguroo, Jamovi, JASP, Python, SAS, Stata
Lab - Normal distribution
Software: R (Base), R (Tidyverse), Rguroo, Jamovi, JASP, Python, SAS, Stata
Weighted mean
Supplemental section: How and when to use weighting
Normal distribution calculator
Online tool for normal distribution calculations
Chapter 3: Probability and probability distributions
Videos for some sections
Probability: 10 videos
Slides for each section
Google Slides & LaTeX variants available
Lab - Probability
Software: R (Base), R (Tidyverse), Rguroo, Jamovi, JASP, Python, SAS, Stata
Chapter 4: Sampling distributions
Videos for some sections
Distributions: 10 videos
Slides for each section
Google Slides & LaTeX variants available
Chapter 5: Foundations for Inference
Videos for each section
Foundations for Inference: 4 videos
Why do we use 0.05 as a significance level?
Inquiring minds want to know -- let's explore!
Slides for each section
Google Slides & LaTeX variants available
Lab - Intro to inference
Software: R (Base), R (Tidyverse), Rguroo, Jamovi, JASP, Python, SAS, Stata
Lab - Confidence levels
Software: R (Base), R (Tidyverse), Rguroo, Jamovi, JASP, Python, SAS, Stata
Inference Guide, not yet filled in
Useful note taking tool or way to quiz yourself for AP Stats
Inference Guide, filled out
Useful reference for AP Statistics
Chapter 6: Inference for Categorical Data
Videos for each section
Inference for categorical data: 7 videos
Slides for each section
Google Slides & LaTeX variants available
Lab - Inference for categorical data
Software: R (Base), R (Tidyverse), Rguroo, Jamovi, JASP, Python, SAS, Stata
Online app for Central Limit Theorem for proportions
This is a Shiny app for exploration
Chapter 7: Inference for Numerical Data
Videos for each section
Inference for categorical data: 9 videos
Slides for each section
Google Slides & LaTeX variants available
Lab - Inference for numerical data
Software: R (Base), R (Tidyverse), Rguroo, Jamovi, JASP, Python, SAS, Stata
Chapter 8: Introduction to Linear Regression
Videos for each section
Intro to linear regression: 8 videos
Slides for each section
Google Slides & LaTeX variants available
Lab - Linear regression
Software: R (Base), R (Tidyverse), Rguroo, Jamovi, JASP, Python, SAS, Stata
More Student Resources
Worked exercise examples (video)
Playlist of a collection of worked exercises
Desmos Activities
Custom activities aligned with the AHSS textbook
Tableau data exploration
Custom visualizations aligned with the AHSS textbook
Quizlet sets
Custom built for AHSS
Distribution calculators
Covers the normal, t, and chi-square distributions
Probability tables
Covers the normal, t, and chi-square distributions
Course Resources
AHSS3 section and chapter summaries
Content is excerpted from the textbook
MyOpenMath: online course software
Free course software, OpenIntro course templates are available
MyOpenMath: setting up an OpenIntro course
Course templates exist for some OpenIntro books
AP® Multiple Choice Index and AHSS2 Alignment
Available to Verified Teachers, click here to apply for access
AP® Free Response Index and AHSS2 Alignment
Available to Verified Teachers, click here to apply for access
AHSS LaTeX source files
Leads to the Github repository
Adv. HS Statistics (3rd Ed) exercise solutions
Available to Verified Teachers, click here to apply for access
Adv. HS Statistics (2nd Ed) exercise solutions
Available to Verified Teachers, click here to apply for access
Why the term "Data Science" is so confusing
The two main types of data scientists: Analysis and Building
Skew The Script
Lessons motivated by relevant and real world data
More Free Books
Beyond the set of textbooks we offer on openintro.org, many other authors have made their books publicly available. The links below go to the places where these other authors posted their books for free for anyone.
Practical Regression and ANOVA using R
Related publisher title: Linear Models with R
A First Course in Design and Analysis of Experiments
Includes supplemental resources
An Introduction to Statistical Learning
Physical copies are about $80
Elements of Statistical Learning
Physical copies are about $90
Introduction to Probability
Physical copies are about $60
Think Stats
Physical copies are about $30
Collaborative Statistics on CNX.org
Physical copies are about $30 on Lulu
CK-12 Probability and Statistics
CK-12 offers many open-source textbooks
Introduction to Statistical Thought
Upper division or intro grad level
Introduction to Probability and Statistics Using R
Available on R-Forge
Online Statistics Education
An Interactive Multimedia Course of Study
Introduction to Statistical Thinking
With R, Without Calculus
Topics Beyond AP Stats
Hypothesis testing for small sample proportions
Supplemental section: When the success-failure condition fails
Sample size and power (one-sample)
Supplemental section: on power in the one-sample scenario
Analysis of Variance (ANOVA)
From Section 7.5 of OpenIntro Statistics
Intro to ANOVA
Key concepts and ideas
Conditions for ANOVA
How to check if ANOVA is reasonable
Multiple comparisons
How we determine which groups are different
Slides - Comparing many means with ANOVA
Google Slides version, can export to Powerpoint
More inference for linear regression
Supplemental section: Confidence and prediction intervals
Regression for nonlinear relationships
Supplemental section: When a straight line doesn't make sense
Multiple Regression
See Chapter 9 of OpenIntro Statistics
Multiple regression basics
Using many predictors in a single model
Model selection
How to determine which variables to keep in the model
Checking conditions using graphs
Several key graphs to assessing a multiple regression model
Slides - Intro to multiple regression
Google Slides version, can export to Powerpoint
Slides - Model selection
Google Slides version, can export to Powerpoint
Slides - Checking model conditions using graphs
Google Slides version, can export to Powerpoint
Interaction terms
Supplemental section: When predictors impact outcomes in complex ways