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Cover: The Practice of Statistics for the AP® Course, 8th Edition by Daren Starnes; Josh Tabor
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The Practice of Statistics for the AP® Course

Eighth Edition| ©2026 Daren Starnes; Josh Tabor

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.

Read more

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ISBN:9781319613280

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Home Features New to This Edition
Cover: The Practice of Statistics for the AP® Course, 8th Edition by Daren Starnes; Josh Tabor

TPS 8: The Future of AP® Statistics Starts Here.

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.

  • 100% Aligned to the New CED: Organized into five streamlined units with revised terminology, updated formula sheet consistency, and pacing that mirrors the new course structure.
  • New Multi-Focus Exercises: Build fluency across statistical practices and strengthen AP® Exam readiness.
  • New Unit Projects: Encourage data exploration, collaboration, and application of key concepts.
  • Updated FRAPPYs and Practice Tests: Four cumulative assessments, including a full-length model exam aligned to the new format.
  • “See Yourself in Stats” Features: Showcase diverse, real-world career paths in statistics—linked to interactive resources in Achieve.
  • Expanded Tech Corner Support: Now includes Desmos, TI, and NumWorks walkthroughs and videos.
  • Built by Trusted Teachers: Co-authors Daren Starnes and Josh Tabor are not only beloved names in AP® Statistics—they’re active teachers, presenters, and AP® leaders who continue to shape how statistics is taught.
  • Proven TPS Pedagogy: Teachers will still find the features that define TPS: clear worked examples, parallel practice problems, scaffolded skill-building, and integrated AP® Exam Tips throughout.
  • Comprehensive Teacher Support: The fully annotated Teacher’s Edition—authored by veteran AP® Statistics teacher and Table Leader Doug Tyson—offers expert pacing guidance, teaching strategies, and targeted support for every section. Blue-page intros, classroom tips, and suggested formative assessments help teachers at all experience levels thrive.
  • Future-Ready with Achieve: TPS 8e is powered by the Achieve platform, providing auto-graded homework, AP®-style assessments, interactive tutorials, FRAPPYs, review tools, and performance analytics—all built to align with the new AP® Statistics exam. More than just a digital add-on, Achieve transforms TPS into a complete, connected teaching system that meets the expectations of today’s classrooms.

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:

  • 100% alignment to the new AP® Statistics CED, including updated formulas, terminology, and pacing.
  • Reorganized into five units that match the new framework, with Units 1–4 divided into two parts to support instructional clarity and well-paced assessment.
  • New AP® Exam Tips that guide students to relevant AP Classroom resources at the right moments.
  • Revised exercise types and styles that mirror the updated exam format and question design.
  • Multi-focus exercises that integrate two or more statistical practices for deeper skill development.
  • Four new cumulative practice tests, with the fourth providing a full-length model of the updated AP® Exam (available in Achieve).
  • Updated FRAPPYs reflect the new free-response expectations and are available in Achieve.
  • New Tech Corner support for Desmos and NumWorks, alongside TI, provides flexible technology instruction.
  • Unit-Level Projects bring larger data sets and authentic applications into every unit.
  • “See Yourself in Stats” features highlight real-world career pathways and connect students to interactive content in Achieve.
  • “Extra sections” preserve key topics removed from the official CED for optional instruction after the exam or as enrichment.

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.

Cover: The Practice of Statistics for the AP® Course, 8th Edition by Daren Starnes; Josh Tabor

The Practice of Statistics for the AP® Course

Eighth Edition| ©2026

Daren Starnes; Josh Tabor

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Cover: The Practice of Statistics for the AP® Course, 8th Edition by Daren Starnes; Josh Tabor

The Practice of Statistics for the AP® Course

Eighth Edition| 2026

Daren Starnes; Josh Tabor

Table of Contents

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

Cover: The Practice of Statistics for the AP® Course, 8th Edition by Daren Starnes; Josh Tabor

The Practice of Statistics for the AP® Course

Eighth Edition| 2026

Daren Starnes; Josh Tabor

Find Your Rep

Authors

Headshot of Daren Starnes

Daren Starnes

Daren Starnes has taught a variety of statistics courses—including AP® Statistics, Introductory Statistics, and Mathematical Statistics—for 25 years. He earned his MA in Mathematics from the University of Michigan and his BS in Mathematics from the University of North Carolina at Charlotte. Daren has been a Reader, Table Leader, and Question Leader for the AP® Statistics exam for over 20 years. As a College Board consultant since 1999, Daren has led hundreds of workshops for AP® Statistics teachers throughout the United States and overseas. He frequently presents in-person and online sessions about statistics teaching and learning for high school and college faculty. Daren is an active member of the National Council of Teachers of Mathematics (NCTM), the American Statistical Association (ASA), the American Mathematical Association of Two-Year Colleges (AMATYC), and the International Association for Statistical Education (IASE). He served on the ASA/NCTM Joint Committee on the Curriculum in Statistics and Probability for six years. While on the committee, he edited the Guidelines for Assessment and Instruction in Statistics Education (GAISE) pre-K–12 report. Daren is also coauthor of the popular on-level text Statistics and Probability with Applications (now in its fifth edition) and of the new college text Introductory Statistics: A Student-Centered Approach. Daren and his wife Judy enjoy traveling, rambling walks, jigsaw puzzles, and spending time with their three sons and seven grandchildren.


Headshot of Josh Tabor

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.

Cover: The Practice of Statistics for the AP® Course, 8th Edition by Daren Starnes; Josh Tabor

The Practice of Statistics for the AP® Course

Eighth Edition| 2026

Daren Starnes; Josh Tabor

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Daren Starnes; Josh Tabor | Eighth Edition | ©2026 | ISBN:9781319613297
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Cover: The Practice of Statistics for the AP® Course, 8th Edition by Daren Starnes; Josh Tabor

The Practice of Statistics for the AP® Course

Eighth Edition| 2026

Daren Starnes; Josh Tabor

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