Statistical Techniques in Business & Economics
LIND
MARCHAL
WATHEN
Seventeenth Edition
Statistical Techniques in
BUSINESS & ECONOMICS
The McGraw-Hill/Irwin Series in Operations and Decision Sciences
SUPPLY CHAIN MANAGEMENT
Benton Purchasing and Supply Chain Management Third Edition
Bowersox, Closs, Cooper, and Bowersox Supply Chain Logistics Management Fourth Edition
Burt, Petcavage, and Pinkerton Supply Management Eighth Edition
Johnson, Leenders, and Flynn Purchasing and Supply Management Fourteenth Edition
Simchi-Levi, Kaminsky, and Simchi-Levi Designing and Managing the Supply Chain: Concepts, Strategies, Case Studies Third Edition
PROJECT MANAGEMENT
Brown and Hyer Managing Projects: A Team-Based Approach First Edition
Larson and Gray Project Management: The Managerial Process Fifth Edition
SERVICE OPERATIONS MANAGEMENT
Fitzsimmons and Fitzsimmons Service Management: Operations, Strategy, Information Technology Eighth Edition
MANAGEMENT SCIENCE
Hillier and Hillier Introduction to Management Science: A Modeling and Case Studies Approach with Spreadsheets Fifth Edition
Stevenson and Ozgur
Introduction to Management Science with Spreadsheets First Edition
MANUFACTURING CONTROL SYSTEMS
Jacobs, Berry, Whybark, and Vollmann Manufacturing Planning & Control for Supply Chain Management Sixth Edition
BUSINESS RESEARCH METHODS
Cooper and Schindler Business Research Methods Twelfth Edition
BUSINESS FORECASTING
Wilson, Keating, and John Galt Solutions, Inc. Business Forecasting Sixth Edition
LINEAR STATISTICS AND REGRESSION
Kutner, Nachtsheim, and Neter Applied Linear Regression Models Fourth Edition
BUSINESS SYSTEMS DYNAMICS
Sterman Business Dynamics: Systems Thinking and Modeling for a Complex World First Edition
OPERATIONS MANAGEMENT
Cachon and Terwiesch Matching Supply with Demand: An Introduction to Operations Management Third Edition
Finch Interactive Models for Operations and Supply Chain Management First Edition
Jacobs and Chase Operations and Supply Chain Management Fourteenth Edition
Jacobs and Chase Operations and Supply Chain Management: The Core Third Edition
Jacobs and Whybark Why ERP? A Primer on SAP Implementation First Edition
Schroeder, Goldstein, and Rungtusanatham Operations Management in the Supply Chain: Decisions and Cases Sixth Edition
Stevenson Operations Management Eleventh Edition
Swink, Melnyk, Cooper, and Hartley Managing Operations across the Supply Chain Second Edition
PRODUCT DESIGN
Ulrich and Eppinger Product Design and Development Fifth Edition
BUSINESS MATH
Slater and Wittry Math for Business and Finance: An Algebraic Approach First Edition
Slater and Wittry Practical Business Math Procedures Eleventh Edition
Slater and Wittry Practical Business Math Procedures, Brief Edition Eleventh Edition
BUSINESS STATISTICS
Bowerman, O’Connell, and Murphree Business Statistics in Practice Seventh Edition
Bowerman, O’Connell, Murphree, and Orris Essentials of Business Statistics Fourth Edition
Doane and Seward Applied Statistics in Business and Economics Fourth Edition
Lind, Marchal, and Wathen Basic Statistics for Business and Economics Eighth Edition
Lind, Marchal, and Wathen Statistical Techniques in Business and Economics Seventeenth Edition
Jaggia and Kelly Business Statistics: Communicating with Numbers First Edition
Jaggia and Kelly Essentials of Business Statistics: Communicating with Numbers First Edition
Statistical Techniques in
BUSINESS & ECONOMICS
S E V E N T E E N T H E D I T I O N
DOUGLAS A. LIND Coastal Carolina University and The University of Toledo
WILLIAM G. MARCHAL The University of Toledo
SAMUEL A. WATHEN Coastal Carolina University
STATISTICAL TECHNIQUES IN BUSINESS & ECONOMICS, SEVENTEENTH EDITION Published by McGraw-Hill Education, 2 Penn Plaza, New York, NY 10121. Copyright © 2018 by McGraw-Hill Education. All rights reserved. Printed in the United States of America. Previous editions © 2015, 2012, and 2010. No part of this publication may be reproduced or distributed in any form or by any means, or stored in a database or retrieval system, without the prior written consent of McGraw- Hill Education, including, but not limited to, in any network or other electronic storage or transmission, or broadcast for distance learning.
Some ancillaries, including electronic and print components, may not be available to customers outside the United States.
This book is printed on acid-free paper.
1 2 3 4 5 6 7 8 9 LWI 21 20 19 18 17 16
ISBN 978-1-259-66636-0 MHID 1-259-66636-0
Chief Product Officer, SVP Products & Markets: G. Scott Virkler Vice President, General Manager, Products & Markets: Marty Lange Vice President, Content Design & Delivery: Betsy Whalen Managing Director: Tim Vertovec Senior Brand Manager: Charles Synovec Director, Product Development: Rose Koos Product Developers: Michele Janicek / Ryan McAndrews Senior Director, Digital Content Development: Douglas Ruby Marketing Manager: Trina Maurer Director, Content Design & Delivery: Linda Avenarius Program Manager: Mark Christianson Content Project Managers: Harvey Yep (Core) / Bruce Gin (Assessment) Buyer: Susan K. Culbertson Design: Matt Backhaus Cover Image: © Corbis / Glow Images Content Licensing Specialists: Melissa Homer (Image) / Beth Thole (Text) Typeface: 9.5/11 Proxima Nova Compositor: Aptara®, Inc. Printer: LSC Communications
All credits appearing on page or at the end of the book are considered to be an extension of the copyright page.
Library of Congress Cataloging-in-Publication Data
Names: Lind, Douglas A., author. | Marchal, William G., author. | Wathen, Samuel Adam. author. Title: Statistical techniques in business & economics/Douglas A. Lind, Coastal Carolina University and The University of Toledo, William G. Marchal, The University of Toledo, Samuel A. Wathen, Coastal Carolina University. Other titles: Statistical techniques in business and economics Description: Seventeenth Edition. | Dubuque, IA : McGraw-Hill Education, [2017] | Revised edition of the authors’ Statistical techniques in business & economics, [2015] Identifiers: LCCN 2016054310| ISBN 9781259666360 (alk. paper) | ISBN 1259666360 (alk. paper) Subjects: LCSH: Social sciences—Statistical methods. | Economics—Statistical methods. | Commercial statistics. Classification: LCC HA29 .M268 2017 | DDC 519.5—dc23 LC record available at https://lccn.loc.gov/2016054310
The Internet addresses listed in the text were accurate at the time of publication. The inclusion of a website does not indicate an endorsement by the authors or McGraw-Hill Education, and McGraw-Hill Education does not guarantee the accuracy of the information presented at these sites.
mheducation.com/highered
DEDICATION
To Jane, my wife and best friend, and our sons, their wives, and our grandchildren: Mike and Sue (Steve and Courtney), Steve and Kathryn (Kennedy, Jake, and Brady), and Mark and Sarah (Jared, Drew, and Nate).
Douglas A. Lind
To Oscar Sambath Marchal, Julian Irving Horowitz, Cecilia Marchal Nicholson and Andrea.
William G. Marchal
To my wonderful family: Barb, Hannah, and Isaac.
Samuel A. Wathen