To help students develop the skills and strategies needed to succeed on the AP Statisitcs examination.

Statistical methods are a key part of of data science, yet very few data scientists have any formal statistics training. Courses and books on basic statistics rarely cover the topic from a data science perspective. This practical guide explains how to apply various statistical methods to data science, tells you how to avoid their misuse, and gives you advice on what's important and what's not. Many data science resources incorporate statistical methods but lack a deeper statistical perspective. If you’re familiar with the R programming language, and have some exposure to statistics, this quick reference bridges the gap in an accessible, readable format. With this book, you’ll learn: Why exploratory data analysis is a key preliminary step in data science How random sampling can reduce bias and yield a higher quality dataset, even with big data How the principles of experimental design yield definitive answers to questions How to use regression to estimate outcomes and detect anomalies Key classification techniques for predicting which categories a record belongs to Statistical machine learning methods that “learn” from data Unsupervised learning methods for extracting meaning from unlabeled data

One Diagnostic and five full-length Advanced Placement Practice Exams are presented in the manual with all questions answered and explained. Equally valuable to prospective test takers is the author’s 15-chapter topic review, covering virtually everything they will encounter on the actual exam. Topics for review are divided into four general themes: Exploratory Analysis, Planning a Study, Probability, and Statistical Inference. Additional multiple-choice and free-response questions with answers are presented at the end of all 15 chapters. Detailed appendices include exam-taking advice, an AP scoring guide, a guide to basic uses of TI-83/TI-84 calculators, and more. An enclosed CD-ROM containing two additional full-length practice exams gives students a total of eight practice exams. The exams on the CD-ROM come with answers, full explanations, and automatic scoring of the multiple-choice questions. The free-response questions in all exams have been replaced in this new edition in order to bring practice tests completely up to date and accurately reflect the latest AP Statistics exams. Test takers who purchase the combination book-and-CD-ROM package will also get a second CD-ROM containing Texas Instruments’ TI-Nspire calculator trial software.

Be prepared for exam day with Barron’s. Trusted content from AP experts! Barron’s AP Statistics Premium: 2021-2022 includes in-depth content review and online practice. It’s the only book you’ll need to be prepared for exam day. Written by Experienced Educators Learn from Barron’s--all content is written and reviewed by AP experts Build your understanding with comprehensive review tailored to the most recent exam Get a leg up with tips, strategies, and study advice for exam day--it’s like having a trusted tutor by your side Be Confident on Exam Day Sharpen your test-taking skills with 9 full-length practice tests--6 in the book, including a diagnostic test to target your studying, and 3 more online Strengthen your knowledge with in-depth review covering all Units on the AP Statistics Exam Reinforce your learning with numerous practice quizzes throughout the book Interactive Online Practice Continue your practice with 3 full-length practice tests on Barron’s Online Learning Hub Simulate the exam experience with a timed test option Deepen your understanding with detailed answer explanations and expert advice Gain confidence with automated scoring to check your learning progress

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EVERYTHING YOU NEED TO SCORE A PERFECT 5. Ace the AP Statistics Exam with this comprehensive study guide, including 5 full-length practice tests with answer explanations, content reviews for all topics, strategies for every question type, and access to online extras. Techniques That Actually Work. • Tried-and-true strategies to help you avoid traps and beat the test • Tips for pacing yourself and guessing logically • Essential tactics to help you work smarter, not harder Everything You Need to Know to Help Achieve a High Score. • Fully aligned with the latest College Board standards for AP® Statistics • Comprehensive content review for all test topics • Engaging activities to help you critically assess your progress • Access to study plans, a handy list of formulas and tables, helpful pre-college advice, and more via your online Student Tools Practice Your Way to Excellence. • 5 full-length practice tests (2 in the book, 3 online) with detailed answer explanations • Practice drills at the end of every content review chapter • Step-by-step walk-throughs for how to set up box plots, dot plots, and other statistics graphics