Digital Options

Achieve
Achieve is a comprehensive set of interconnected teaching and assessment tools that incorporate the most effective elements from Macmillan Learning's market leading solutions in a single, easy-to-use platform.
The Practice of Statistics for the AP® Course, Eighth Edition, is fully aligned to the new AP® Statistics Course and Exam Description (CED) launching for the 2026–2027 school year. Authored by beloved AP® Statistics educators Daren Starnes and Josh Tabor - and t...
The Practice of Statistics for the AP® Course, Eighth Edition, is fully aligned to the new AP® Statistics Course and Exam Description (CED) launching for the 2026–2027 school year. Authored by beloved AP® Statistics educators Daren Starnes and Josh Tabor - and trusted by more teachers than any other program, TPS 8e offers the clarity, structure, and support teachers need to navigate this new curriculum shift with confidence.
Organized into five units that match the new CED, the textbook features revised formulas, updated nomenclature, and new exercise styles that mirror the redesigned AP® Exam. Multi-focus problems reinforce multiple statistical practices, while “See Yourself in Stats” career profiles help students see the relevance of statistics beyond the classroom.
TPS 8e builds on the trusted pedagogy teachers know and love—engaging examples, scaffolded practice, AP® Exam Tips, and robust problem sets—now enhanced with unit-level projects and expanded tech support, including Desmos and NumWorks (in Achieve).
Whether you’re new to teaching AP® Stats or returning with experience, TPS 8e provides expert guidance from real classroom teachers—backed by a comprehensive suite of print and digital tools designed for success on the new AP® Statistics Exam.
The Practice of Statistics for the AP® Course, Eighth Edition, is fully aligned to the new AP® Statistics Course and Exam Description (CED) launching for the 2026–2027 school year. Authored by beloved AP® Statistics educators Daren Starnes and Josh Tabor - and trusted by more teachers than any other program, TPS 8e offers the clarity, structure, and support teachers need to navigate this new curriculum shift with confidence.
Organized into five units that match the new CED, the textbook features revised formulas, updated nomenclature, and new exercise styles that mirror the redesigned AP® Exam. Multi-focus problems reinforce multiple statistical practices, while “See Yourself in Stats” career profiles help students see the relevance of statistics beyond the classroom.
TPS 8e builds on the trusted pedagogy teachers know and love—engaging examples, scaffolded practice, AP® Exam Tips, and robust problem sets—now enhanced with unit-level projects and expanded tech support, including Desmos and NumWorks (in Achieve).
Whether you’re new to teaching AP® Stats or returning with experience, TPS 8e provides expert guidance from real classroom teachers—backed by a comprehensive suite of print and digital tools designed for success on the new AP® Statistics Exam.
Features
The Practice of Statistics for the AP® Course, Eighth Edition, is the first major program fully aligned to the new 2026–2027 AP® Statistics Course and Exam Description (CED). Every update in TPS 8e is designed to help teachers confidently transition to the new framework—without losing what they’ve always loved about TPS.
TPS 8e keeps what works—and updates what’s next.
New to This Edition
The Eighth Edition of The Practice of Statistics for the AP® Course is fully aligned to the new AP® Statistics Course and Exam Description (CED) taking effect in the 2026–2027 school year—making it the first major program designed from the ground up for this important update.
Key changes include:
TPS 8e gives you everything you need to transition with confidence—while keeping the trusted pedagogy that has made TPS the leading program in AP® Statistics.
The Practice of Statistics for the AP® Course
Eighth Edition| ©2026
Daren Starnes; Josh Tabor
Achieve is a comprehensive set of interconnected teaching and assessment tools that incorporate the most effective elements from Macmillan Learning's market leading solutions in a single, easy-to-use platform.
The Practice of Statistics for the AP® Course
Eighth Edition| 2026
Daren Starnes; Josh Tabor
Unit 1 – Exploring One-Variable Data and Collecting Data
Part I – Exploring One-Variable Data
Introduction
1A Statistics: Learning from Data
1B Displaying and Describing Categorical Data
1C Displaying and Describing Quantitative Data with Graphs
1D Summarizing Quantitative Data with Numbers
1E Comparing Distributions of Quantitative Data
Unit 1, Part I Wrap-Up
Unit 1, Part I FRAPPY!
Review
Review Exercises
AP® Statistics Practice Test
Unit 1, Part I Project
See Yourself in Stats
Part II – Collecting Data
Introduction
1F Introduction to Data Collection
1G Sampling: Good and Bad
1H Experimental Design
Unit 1, Part II Wrap-Up
Unit 1, Part II FRAPPY!
Review
Review Exercises
AP® Statistics Practice Test
Unit 1, Part II Project
See Yourself in Stats
Unit 2 – Probability, Random Variables, and Probability Distributions
Part I – Probability
Introduction
2A Relationships Between Two Categorical Variables
2B Randomness, Probability, and Simulation
2C Probability Rules
2D Conditional Probability and Independent Events
Unit 2, Part I Wrap-Up
Unit 2, Part I FRAPPY!
Review
Review Exercises
AP® Statistics Practice Test
See Yourself in Stats
Part II – Random Variables and Probability Distributions
Introduction
2E Discrete Random Variables
2F Binomial Distributions
2G Continuous Random Variables and Normal Distributions
2H Introduction to Estimators and Sampling Distributions
Unit 2, Part II Wrap-Up
Unit 2, Part II FRAPPY!
Review
Review Exercises
AP® Statistics Practice Test
See Yourself in Stats
Cumulative AP® Practice Test 1
Unit 3 – Inference for Categorical Data: Proportions
Part I – Inference for One Sample
Introduction
3A The Sampling Distribution of a Sample Proportion
3B Confidence Intervals for a Population Proportion
3C Hypothesis Tests for a Population Proportion
3D Potential Errors when Performing Hypothesis Tests
Unit 3, Part I Wrap-Up
Unit 3 Part I FRAPPY!
Review
Review Exercises
AP® Statistics Practice Test
See Yourself in Stats
Part II – Inference for Two Samples and Two-Way Tables
Introduction
3E The Sampling Distribution of a Difference in Sample Proportions
3F Confidence Intervals for a Difference in Population Proportions
3G Hypothesis Tests for a Difference in Population Proportions
3H Chi-Square Tests for Two-Way Tables
Unit 3, Part II Wrap-Up
Unit 3, Part II FRAPPY!
Review
Review Exercises
AP® Statistics Practice Test
Unit 3, Part II Project
See Yourself in Stats
Cumulative AP® Practice Test 2
Unit 4 – Inference for Quantitative Data: Means
Part I – Inference for One Sample
Introduction
4A The Sampling Distribution of a Sample Mean
4B Confidence Intervals for a Population Mean or a Population Mean Difference
4C Hypothesis Tests for a Population Mean or a Population Mean Difference
Unit 4, Part I Wrap-Up
Unit 4, Part I FRAPPY!
Review
Review Exercises
AP® Statistics Practice Test
Unit 4, Part I Project
See Yourself in Stats
Part II – Inference for Two Samples
Introduction
4D Sampling Distributions for a Difference in Sample Means
4E Confidence Intervals for a Difference in Population Means
4E Hypothesis Tests for a Difference in Population Means
Unit 4, Part II Wrap-Up
Unit 4, Part II FRAPPY!
Review
Review Exercises
AP® Statistics Practice Test
Unit 4, Part II Project
See Yourself in Stats
Cumulative AP® Practice Test 3
Unit 5 – Regression Analysis
Introduction
5A Relationships Between Two Quantitative Variables
5B Linear Regression Models
Unit 5 Wrap-Up
Unit 5 FRAPPY!
Review
Review Exercises
AP® Statistics Practice Test
Unit 5 Project
See Yourself in Stats
Cumulative AP® Practice Test 4
Appendices
Solutions S-1
Notes and Data Sources N/DS-1
Glossary/Glosario G-1
Index I-1
Tables T-0
Table A: Standard Normal Probabilities T-0
Table B: t Distribution Critical Values T-3
Table C: Chi-Square Distribution Critical Values T-5
Table D: Random Digits T-7
Inference Summary – Back Endpaper
The Practice of Statistics for the AP® Course
Eighth Edition| 2026
Daren Starnes; Josh Tabor
Josh Tabor has enjoyed teaching on-level and AP® Statistics to high school students for more than 26 years, most recently at The Potter’s School. He received a BS in Mathematics from Biola University, in La Mirada, California. In recognition of his outstanding work as an educator, Josh was named one of the five finalists for Arizona Teacher of the Year in 2011. He is a past member of the AP® Statistics Development Committee (2005–2009) as well as an experienced Reader, Table Leader, Question Leader, and Exam Leader at the AP® Statistics Reading since 1999. In 2013, Josh was named to the SAT® Mathematics Development Committee. Each year, Josh leads one-week AP® Summer Institutes and one-day College Board workshops around the country and frequently speaks at local, national, and international conferences. In addition to teaching and speaking, Josh has authored articles in The American Statistician, The Mathematics Teacher, STATS Magazine, and The Journal of Statistics Education. Combining his love of statistics and love of sports, Josh teamed with Christine Franklin to write Statistical Reasoning in Sports, an innovative textbook for on-level statistics courses. Josh is also coauthor of the popular on-level text - Statistics and Probability with Applications (now in its fifth edition) and the new college text Introductory Statistics: A Student-Centered Approach. Outside of work, Josh enjoys gardening, traveling, and playing board games with his family.
The Practice of Statistics for the AP® Course
Eighth Edition| 2026
Daren Starnes; Josh Tabor
1. Sign in to unlock your preview. | 2. Select your desired resources | 3. Submit a request. | 4. Download.
Unlock Your Preview.You've selected:
Click the E-mail Download Link button and we'll send you an e-mail at with links to download your instructor resources. Please note there may be a delay in delivering your e-mail depending on the size of the files.
Warning! These materials are owned by Macmillan Learning or its licensors and are protected by copyright laws in the United States and other jurisdictions. Such materials may include a digital watermark that is linked to your name and email address in your Macmillan Learning account to identify the source of any materials used in an unauthorised way and prevent online piracy. These materials are being provided solely for instructional use by instructors who have adopted Macmillan Learning’s accompanying textbooks or online products for use by students in their courses. These materials may not be copied, distributed, sold, shared, posted online, or used, in print or electronic format, except in the limited circumstances set forth in the Macmillan Learning Terms of Use and any other reproduction or distribution is illegal. These materials may not be made publicly available under any circumstances. All other rights reserved. For more information about the use of your personal data including for the purposes of anti-piracy enforcement, please refer to Macmillan Learning's.Privacy Notice
Your download request has been received and your download link will be sent to .
Please note you could wait up to 30 to 60 minutes to receive your download e-mail depending on the number and size of the files. We appreciate your patience while we process your request.
Check your inbox, trash, and spam folders for an e-mail from InstructorResources@macmillan.com.
If you do not receive your e-mail, please visit highschool.bfwpub.com/support.
The Practice of Statistics for the AP® Course
Eighth Edition| 2026
Daren Starnes; Josh Tabor
Select a demo to view: