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Even You Can Learn Statistics and Analytics : An Easy to Understand Guide.

O'Reilly Online Learning: Academic/Public Library Edition Available online

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Format:
Book
Author/Creator:
Levine, David M., 1946-
Contributor:
Stephan, David.
Series:
Pearson Business Analytics
Language:
English
Subjects (All):
Statistics--Popular works.
Statistics.
Statistics--Charts, diagrams, etc.
Physical Description:
1 online resource (448 pages)
Edition:
4th ed.
Place of Publication:
Sydney : Addison Wesley, 2022.
Summary:
Now fully updated for "big data" analytics and the newest applications, Even You Can Learn Statistics and Analytics, Fourth Edition is the practical, up-to-date introduction to statistics an analytics--for everyone! One easy step at a time, you'll learn all the statistical techniques you'll need for finance, marketing, quality, science, social science, or anything else. Simple jargon-free explanations help you understand every technique, and realistic examples and worked problems give you all the hands-on practice you'll need. This edition contains more practical examples than ever--all updated for the newest versions of Microsoft Excel. You'll find downloadable practice files, templates, data sets, and sample models--including complete solutions you can put right to work in business, school, or anywhere else. Learn how to do all this, and more: Apply statistical techniques to analyze huge data sets and transform them into valuable knowledge Construct and interpret statistical charts and tables with Excel or OpenOffice.org Calc 3 Work with mean, median, mode, standard deviation, Z scores, skewness, and other descriptive statistics Use probability and probability distributions Work with sampling distributions and confidence intervals Test hypotheses with Z, t, chi-square, ANOVA, and other techniques Perform powerful regression analysis and modeling Use multiple regression to develop models that contain several independent variables Master specific statistical techniques for quality and Six Sigma programs Hate math? No sweat. You'll be amazed at how little you need. Like math? Optional "Equation Blackboard" sections reveal the mathematical foundations of statistics right before your eyes! Thought you couldn't learn statistics? You can--and you will!.
Contents:
Intro
About This eBook
Title Page
Copyright Page
Pearson's Commitment to Diversity, Equity, and Inclusion
Credits
Dedication
Table of Contents
Acknowledgments
About the Authors
Introduction: The Even You Can Learn Statistics and Analytics Owner's Manual
Mathematics Is Always Optional!
Learning with the Concept-Interpretation Approach
In-Chapter Aids
End-of-Chapter Features
Summary
Chapter 1. Fundamentals of Statistics
1.1 The First Three Words of Statistics
1.2 The Fourth and Fifth Words
1.3 The Branches of Statistics
1.4 Sources of Data
1.5 Sampling Concepts
1.6 Sample Selection Methods
Chapter 2. Presenting Data in Tables and Charts
2.1 Presenting Categorical Variables
2.2 Presenting Numerical Variables
2.3 "Bad" Charts
Chapter 3. Descriptive Statistics
3.1 Measures of Central Tendency
3.2 Measures of Position
3.3 Measures of Variation
3.4 Shape of Distributions
Chapter 4. Probability
4.1 Events
4.2 More Definitions
4.3 Some Rules of Probability
4.4 Assigning Probabilities
Chapter 5. Probability Distributions
5.1 Probability Distributions for Discrete Variables
5.2 The Binomial and Poisson Probability Distributions
5.3 Continuous Probability Distributions and the Normal Distribution
5.4 The Normal Probability Plot
Chapter 6. Sampling Distributions and Confidence Intervals
6.1 Foundational Concepts
6.2 Sampling Error and Confidence Intervals
6.3 Confidence Interval Estimate for the Mean Using the t Distribution (σ Unknown)
6.4 Confidence Interval Estimation for Categorical Variables
6.5 Confidence Interval Estimation When Normality Cannot Be Assumed
Chapter 7. Fundamentals of Hypothesis Testing
7.1 The Null and Alternative Hypotheses
7.2 Hypothesis Testing Issues
7.3 Decision-Making Risks.
7.4 Performing Hypothesis Testing
7.5 Types of Hypothesis Tests
Chapter 8. Hypothesis Testing: Z and t Tests
8.1 Test for the Difference Between Two Proportions
8.2 Test for the Difference Between the Means of Two Independent Groups
8.3 The Paired t Test
Chapter 9. Hypothesis Testing: Chi-Square Tests and the One-Way Analysis of Variance (ANOVA)
9.1 Chi-Square Test for Two-Way Tables
9.2 One-Way Analysis of Variance (ANOVA): Testing for the Differences Among the Means of More Than Two Groups
Chapter 10. Simple Linear Regression
10.1 Basics of Regression Analysis
10.2 Developing a Simple Linear Regression Model
10.3 Measures of Variation
10.4 Inferences About the Slope
10.5 Common Mistakes When Using Regression Analysis
Chapter 11. Multiple Regression
11.1 The Multiple Regression Model
11.2 Coefficient of Multiple Determination
11.3 The Overall F Test
11.4 Residual Analysis for the Multiple Regression Model
11.5 Inferences Concerning the Population Regression Coefficients
Chapter 12. Introduction to Analytics
12.1 Basic Concepts
12.2 Descriptive Analytics
12.3 Typical Descriptive Analytics Visualizations
Chapter 13. Predictive Analytics
13.1 Predictive Analytics Methods
13.2 More About Predictive Models
13.3 Tree Induction
13.4 Clustering
13.5 Association Analysis
Appendix A. Microsoft Excel Operation and Configuration
A.1 Conventions for Keystroke and Mouse Operations
A.2 Microsoft Excel Technical Configuration
Appendix B. Review of Arithmetic and Algebra
Assessment Quiz
Symbols
Answers to Quiz
Appendix C. Statistical Tables
Appendix D. Spreadsheet Tips
Chart Tips
Function Tips
Appendix E. Advanced Techniques
Advanced How-To Tips
Analysis ToolPak Tips
Appendix F. Documentation for Downloadable Files.
F.1 Downloadable Data Files
F.2 Downloadable Spreadsheet Solution Files
Index.
Notes:
Includes index.
Description based on publisher supplied metadata and other sources.
ISBN:
9780137654840
0137654847
9780137654789
0137654782
9780137654871
0137654871
OCLC:
1325717918

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